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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/feart.2014.00009</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research Article</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Volcano-tectonic interactions revealed by inversion of focal mechanisms: stress field insight around and beneath the Vatnaj&#x000F6;kull ice cap in Iceland</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Plateaux</surname> <given-names>Romain</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/112502"/>
</contrib>
<contrib contrib-type="author">
<name><surname>B&#x000E9;thoux</surname> <given-names>Nicole</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/118573"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Bergerat</surname> <given-names>Fran&#x000E7;oise</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/100652"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mercier de L&#x000E9;pinay</surname> <given-names>Bernard</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/111549"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Institute of Oceanography, National Taiwan University</institution> <country>Taipei, Taiwan</country></aff>
<aff id="aff2"><sup>2</sup><institution>G&#x000E9;oazur, CNRS, IRD, Universit&#x000E9; de Nice Sophia-Antipolis, Observatoire de la C&#x000F4;te d&#x00027;Azur</institution> <country>Sophia Antipolis, France</country></aff>
<aff id="aff3"><sup>3</sup><institution>ISTeP, CNRS-UPMC</institution> <country>Paris, France</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Valerio Acocella, Universit&#x000E0; Roma Tre, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Eleonora Rivalta, GeoForschungsZentrum Potsdam, Germany; Agust Gudmundsson, Royal Holloway University of London, UK</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Fran&#x000E7;oise Bergerat, ISTeP, CNRS-UPMC, 4 Place Jussieu, Paris 75252, France e-mail: <email>francoise.bergerat&#x00040;upmc.fr</email></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Structural Geology and Tectonics, a section of the journal Frontiers in Earth Science.</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>05</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="collection">
<year>2014</year>
</pub-date>
<volume>2</volume>
<elocation-id>9</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>09</month>
<year>2013</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>05</month>
<year>2014</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2014 Plateaux, B&#x000E9;thoux, Bergerat and Mercier de L&#x000E9;pinay.</copyright-statement>
<copyright-year>2014</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/3.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract><p>Volcano-tectonic processes in the central part of Iceland, covered by the Vatnaj&#x000F6;kull glacier, are investigated by inversion of focal mechanisms. Working on a large catalog of focal mechanisms determined by the Icelandic Meteorological Office (IMO), we used a damped regional-scale stress inversion method to obtain an insight of kilometric variations of the stress field. To evaluate the resolution and the stability of this stress field solution, we computed checkerboard tests, stress field models and error propagation tests. Stress field models showed a continuous stress regime between normal and strike-slip faulting, associated with a high stress shape ratio (i.e., &#x003C3;<sub>1</sub> &#x02248; &#x003C3;<sub>2</sub>). Two main directions of &#x003C3;<sub>hmin</sub> were evidenced: the first one was in agreement with the regional spreading direction of Iceland and the second one was deviated, being almost perpendicular to the first one. The deviated stress direction is sustained through the 20 year time-span of the study around the B&#x000E1;r&#x000F0;arbunga and Grimsv&#x000F6;tn central volcanoes while the spreading direction remains predominant around the Hamarinn volcano. This result supports the hypothesis that this volcano lacks collapse caldera and shares a fissure swarm with the larger B&#x000E1;r&#x000F0;arbunga volcano. On a smaller temporal scale, during the 1996 volcanic crisis, a bimodal distribution of &#x003C3;<sub>hmin</sub> showed two opposite strike-slip regimes where the deviated direction dominated. Because these two states of stress T1 and T2 show stress regimes away from the Andersonian positions, P, B, and T axes, the rapid flip between these two regimes may be associated with the progressive melt intrusion of a dyke.</p></abstract>
<kwd-group>
<kwd>seismotectonics</kwd>
<kwd>mid-ocean ridges</kwd>
<kwd>volcano-tectonic interactions</kwd>
<kwd>focal mechanisms</kwd>
<kwd>Stress inversion</kwd>
<kwd>slow spreading ridges</kwd>
<kwd>Icelandic hot-spot</kwd>
</kwd-group>
<counts>
<fig-count count="14"/>
<table-count count="1"/>
<equation-count count="6"/>
<ref-count count="83"/>
<page-count count="21"/>
<word-count count="12874"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="introduction" id="s1">
<title>Introduction</title>
<p>At the intersection of the North Atlantic spreading ridge and the Icelandic hotspot, Iceland is a particularly interesting area to investigate the interactions in space and time between tectonics and volcanic activity. The central part of the island is of critical interest because it is formed by the most active volcano-tectonic systems. Moreover, two-thirds of the area is covered by the Vatnaj&#x000F6;kull ice cap (Figures <xref ref-type="fig" rid="F1">1A,B</xref>) and is also featured by the fastest rebounding process.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>Location of the studied area and the geodynamic context of the central part of Iceland. (A)</bold> Rift and transform zones in Iceland. Thick gray lines: offshore ocean ridge axes of the Mid-Atlantic ridge. Thick black lines: transform zones with couple of arrows indicating the sense of movement (modified after Angelier, <xref ref-type="bibr" rid="B7">2002</xref>). Main Holocene volcanic systems of onshore rift zones in red with glacier left in white (after S&#x000E6;mundsson, <xref ref-type="bibr" rid="B71">1979</xref>; Thordarson and Larsen, <xref ref-type="bibr" rid="B76">2007</xref>). Earthquakes epicenters from 1991 to 2009 provided by IMO are shown as small black dots. Apex zone of Icelandic hotspot superimposed in light blue (after Tryggvason et al., <xref ref-type="bibr" rid="B77">1983</xref>). Triangles: seismic station locations, colored as a function of the time of installation (see color bar on the right side). Red dots: active central volcanoes belonging to the volcanic systems. B: B&#x000E1;r&#x000F0;arbunga; D: Dyngjufj&#x000F6;ll-Ytri; G: Grimsv&#x000F6;tn; H: Hamarinn; Ha: Hag&#x000F6;ngur; K: Kverkfj&#x000F6;ll; Ka: Katla; P: &#x000DE;&#x000F3;r&#x000F0;arhyrna; V: Vonarskar&#x000F0;. <bold>(B)</bold> Area of study showing the epicenters of the dataset used for the inversion (2434 mechanisms) as function of depth, and the volcanic systems. 1:fissure swarm; 2: domain of central volcano; 3: caldera (after J&#x000F3;hannesson and S&#x000E6;mundsson, <xref ref-type="bibr" rid="B46">1998</xref>).</p></caption>
<graphic xlink:href="feart-02-00009-g0001.tif"/>
</fig>
<p>Using a large number of focal mechanisms provided by the Icelandic Meteorological Office (IMO), we computed a first order stress field to characterize the crustal stress. This stress field results from volcanic, tectonic processes and isostasic rebound of the crust. Episodic volcanic crises may also cause local high diversity of focal mechanisms with time (e.g., Einarsson, <xref ref-type="bibr" rid="B32">1991</xref>; Roman et al., <xref ref-type="bibr" rid="B70">2008</xref>; White et al., <xref ref-type="bibr" rid="B81">2011</xref>). Thus, a second stress analysis was carried out to evaluate the state of stress during a volcanic crisis and the results were compared to the regional stress field.</p>
<p>In this paper, a regional stress field that includes (1) a checkerboard test to evaluate the sensitivity of random choice of the nodal plans of double focal solutions and the confidence in the dimension of the selected subareas, (2) an analysis of the different damped stress fields obtained by the Hardebeck and Michael (<xref ref-type="bibr" rid="B43">2006</xref>) approach in terms of stress orientations and stress regime, (3) the stability of the resulting stress field by an analysis of random errors propagated in the data is carried out over a 20 year time-span. Another &#x0201C;local&#x0201D; stress inversion is effected during a volcanic crisis using a random stress search. Finally, we discuss the resulting stress field (regional and as a function of time) in the light of recent volcano-tectonic and crustal rebound modeling to decipher the probable causes not only of stress orientations but also of stress magnitudes in regard to volcanic, tectonic and the potential influence of the Vatnaj&#x000F6;kull ice cap, and their implications for the comprehension of the slow spreading ridge.</p>
</sec>
<sec>
<title>Geodynamic context</title>
<sec>
<title>Geodynamic context of Iceland</title>
<p>Iceland is an emerged part of the Mid-Atlantic Ridge originated by the superposition of the spreading ridge axis and the Icelandic hotspot (Figure <xref ref-type="fig" rid="F1">1A</xref>). This particular situation gives rise to interactions between tectonic and volcanic processes, intimately linked in such a region. On the Earth&#x00027;s surface, these interactions are expressed by volcano-tectonic systems made of central volcanoes, long eruptive and non-eruptive fissures and faults (S&#x000E6;mundsson, <xref ref-type="bibr" rid="B71">1979</xref>). Moreover, Iceland is undergoing glacial isostatic adjustment due to the recent retreat of the glacier (&#x000C1;rnad&#x000F3;ttir et al., <xref ref-type="bibr" rid="B11">2009</xref>).</p>
<p>The Icelandic rift consists of several volcano-tectonic systems grouped into the Eastern Volcanic Zone (EVZ), the Western Volcanic Zone, and the North Volcanic Zone (Figure <xref ref-type="fig" rid="F1">1A</xref>). A typical volcano-tectonic system consists of a central volcano associated with eruptive fissures, normal faults and extension fractures. The Icelandic mantle plume of the hotspot lies under the central part of Iceland, which is partly covered by the Vatnaj&#x000F6;kull glacier (e.g., Tryggvason et al., <xref ref-type="bibr" rid="B77">1983</xref>; Allen et al., <xref ref-type="bibr" rid="B2">2002</xref>). Plate divergence occurs at a rate of approximately 2 cm.year<sup>&#x02212;1</sup> in a N105&#x000B0;E direction (DeMets et al., <xref ref-type="bibr" rid="B30">1990</xref>, <xref ref-type="bibr" rid="B31">1994</xref>). The Iceland rift is offset by two active transform zones: the South Iceland Seismic Zone and the Tj&#x000F6;rnes Fracture Zone, connecting the emerged part of the rift to the offshore Reykjanes and Kolbeinsey ridges, respectively.</p>
</sec>
<sec>
<title>Geological setting of the east volcanic zone</title>
<sec>
<title>The volcano-tectonic systems</title>
<p>Our study area in the central and eastern parts of the EVZ is two-thirds covered by the Vatnaj&#x000F6;kull ice cap (Figures <xref ref-type="fig" rid="F1">1A,B</xref>), explaining why the knowledge of its geology is much less detailed than that of ice-free regions of volcanic zones. Four volcanic systems have been identified in the EVZ: Grimsv&#x000F6;tn-Laki, B&#x000E1;r&#x000F0;arbunga-Vei&#x000F0;iv&#x000F6;tn, Vonarskard-Hag&#x000F6;ngur and Kverkfj&#x000F6;ll. (1) The Grimsv&#x000F6;tn-Laki volcanic system extends from the Laki volcanic fissure (ice-free domain, south of the Vatnaj&#x000F6;kull) to the &#x000DE;&#x000F3;r&#x000F0;arhyrna and Grimsv&#x000F6;tn central volcanoes (ice-covered). In the two last decades, the Grimsv&#x000F6;tn volcano has been the most active volcano in Iceland (Larsen et al., <xref ref-type="bibr" rid="B50">1998</xref>; Larsen, <xref ref-type="bibr" rid="B49">2002</xref>); the most recent eruptions occurred in 1998, 2004, and 2011. (2) B&#x000E1;r&#x000F0;arbunga-Vei&#x000F0;iv&#x000F6;tn is a large volcanic system roughly 180 km long. It extends from the edge of the Torfaj&#x000F6;kull central volcano at its southwestern part to the Dyngjufj&#x000F6;ll-Ytri hyaloclastite ridge at its northeastern part. It comprises the B&#x000E1;r&#x000F0;arbunga, a large ice-covered central volcano, together with the Hamarinn central volcano that lies 15 km southwest of B&#x000E1;r&#x000F0;arbunga. This volcanic system is characterized by numerous fissure swarms (eruptive and non-eruptive) trending NE-SW, presumably extending through the margins of the glacier (J&#x000F3;hannesson and S&#x000E6;mundsson, <xref ref-type="bibr" rid="B46">1998</xref>). The B&#x000E1;r&#x000F0;arbunga central volcano was considerably active during historical times. (3) The Vonarskard-Hag&#x000F6;ngur, situated northwest of the B&#x000E1;r&#x000F0;arbunga-Vei&#x000F0;iv&#x000F6;tn volcanic system, is a volcano-tectonic system in which the main central volcano is Vonarskard-Tungnafellsj&#x000F6;kull. (4) The Kverkfj&#x000F6;ll volcanic system, around the Kverfj&#x000F6;ll central volcano, belongs to the North Volcanic Zone.</p>
</sec>
<sec>
<title>The crustal structure</title>
<p>Only a few seismic profile images show the crustal structure beneath the B&#x000E1;r&#x000F0;arbunga-Grimsv&#x000F6;tn volcanic complex (Darbyshire et al., <xref ref-type="bibr" rid="B27">1998</xref>, <xref ref-type="bibr" rid="B28">2000</xref>; Allen et al., <xref ref-type="bibr" rid="B2">2002</xref>). The upper crust is believed to be thin below this area, being only about 4&#x02013;5 km thick, while the Moho reaches a depth of roughly 40 km directly above the plume center and thins rapidly away from it (Darbyshire et al., <xref ref-type="bibr" rid="B27">1998</xref>, <xref ref-type="bibr" rid="B28">2000</xref>; Allen et al., <xref ref-type="bibr" rid="B2">2002</xref>). A recent study based on gravity data has shown that the Vonarskard, B&#x000E1;r&#x000F0;arbunga, Kverkfj&#x000F6;ll and Grimsv&#x000F6;tn volcanoes are associated with major high density anomalies located in the upper crust (Gu&#x000F0;mundsson and Hognad&#x000F3;ttir, <xref ref-type="bibr" rid="B42">2007</xref>), interpreted as predominantly basic intrusions. Note that, in contrast, no gravity anomaly is observed for the Hamarinn central volcano.</p>
</sec>
<sec>
<title>Associated seismicity</title>
<p>More than 240,000 earthquakes with seismic moment magnitude Mw ranging from &#x02212;2.4 to 6.4 were recorded locally between 1990 and 2010 by the IMO seismological network; they cluster mainly around the transform zones (Figure <xref ref-type="fig" rid="F1">1A</xref>). Other large clusters of earthquakes are observed around some of the central volcanoes, particularly in the EVZ, which includes the youngest and most active volcanic systems of Iceland (Figure <xref ref-type="fig" rid="F1">1B</xref>).</p>
</sec>
</sec>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and methods</title>
<p>Focal mechanisms are commonly used to investigate the crustal stress in tectonically active regions. However, determining the stress field from focal mechanisms is not straightforward and raises several questions: what is the volume in which crustal stress can be considered to be homogeneous? What is the number and quality of the required data? How can the presence of different types of focal mechanisms within the volume and the geometry of the active tectonic systems be explained? Paleostress analyses highlighted that the separation of a heterogeneous dataset into spatially and temporally homogeneous subsets is fundamental to avoid artefacts in stress solutions: such computed solutions can only represent a compromise between different homogeneous subsets and hence are inconsistent with the actual stress field (e.g., C&#x000E9;l&#x000E9;rier et al., <xref ref-type="bibr" rid="B25">2012</xref>). Automatic and interactive separations to obtain homogeneous subsets have been performed for paleostresses (e.g., Armijo and Cisternas, <xref ref-type="bibr" rid="B10">1978</xref>; Angelier, <xref ref-type="bibr" rid="B5">1979</xref>; Angelier and Manoussis, <xref ref-type="bibr" rid="B8">1980</xref>; Etchecopar et al., <xref ref-type="bibr" rid="B34">1981</xref>; Etchecopar, <xref ref-type="bibr" rid="B33">1984</xref>; Mercier and Carey-Gailhardis, <xref ref-type="bibr" rid="B58">1989</xref>; Yamaji, <xref ref-type="bibr" rid="B82">2000</xref>, <xref ref-type="bibr" rid="B83">2003</xref>). However, such automatic methods may give rise to serious artefacts (Angelier, <xref ref-type="bibr" rid="B6">1984</xref>; Lisle and Vandycke, <xref ref-type="bibr" rid="B55">1996</xref>; Delvaux and Sperner, <xref ref-type="bibr" rid="B29">2003</xref>; Liesa and Lisle, <xref ref-type="bibr" rid="B53">2004</xref>; Sperner and Zweigel, <xref ref-type="bibr" rid="B75">2010</xref>). The most robust way forward is to separate the data based on fault kinematics, mechanical consistency and field observations (e.g., Bergerat, <xref ref-type="bibr" rid="B12">1987</xref>), but this is not feasible when the dataset consists of hundreds or thousands of focal mechanisms.</p>
<p>Hardebeck and Michael (<xref ref-type="bibr" rid="B43">2006</xref>) proposed a stress inversion method that finds the least complex stress field model consistent with the data. This uses an adaptive damping method, which discriminates between variations that are or are not strongly required by the data and retains only variations that are well-resolved. In more detail, the area studied is divided into subareas and all cells are simultaneously inverted for the reduced stress tensor while minimizing the stress differences between adjacent areas. This method involves a random choice of nodal plan during the inversion procedure, which is especially useful when using a large catalog of focal mechanisms such as in this study. We will retain this methodology to define a preliminary stress field and its significance in terms of volcano-tectonic processes beneath the central part of Iceland (Figure <xref ref-type="fig" rid="F1">1A</xref>). Regarding the state of stress over time, a random stress search is more suitable for smaller data subsets than the regional damping method, and it will be carried out here for a volcanic crisis.</p>
<sec>
<title>The earthquake catalog used for inversion</title>
<p>In the area studied, 5997 earthquakes with moment magnitudes from &#x02212;2.3 to 5.4 <italic>M</italic><sub><italic>w</italic></sub> were recorded in the IMO database from 1991 to 2009 and each of these events was associated with a double-couple focal mechanism. An estimation of the fault plane solution is based on P and S polarities and amplitude data (R&#x000F6;gnvaldsson and Slunga, <xref ref-type="bibr" rid="B68">1993</xref>, <xref ref-type="bibr" rid="B69">1994</xref>). Fault plane solutions and earthquake location are refined interactively by checking the arrival times of seismic events issued from the network routine (B&#x000F6;&#x000F0;varsson et al., <xref ref-type="bibr" rid="B19">1996</xref>). Single-event and multi-event locations are used in the routine analysis. Where the station coverage is good, the optimal fault plane solution can be expected to be within &#x000B1;15&#x000B0; of the three source angles for events not larger than 0.5 <italic>Mw</italic> (R&#x000F6;gnvaldsson and Slunga, <xref ref-type="bibr" rid="B68">1993</xref>). Quality and accuracy of these solutions improved during the last decade due to the increase in station coverage. However, the area we studied is located in the central part of Iceland and is less densely covered than the transform zones, partly due to the presence of the glacier. We selected events with magnitudes greater than 2 <italic>M</italic><sub><italic>w</italic></sub> (2434 mechanisms; Figure <xref ref-type="fig" rid="F1">1B</xref>) to remove earthquakes that were detected by too few stations and so were poorly determined. The earthquakes selected cluster mainly around central volcanoes at depths ranging from 12 to 8 km for B&#x000E1;r&#x000F0;arbunga and Kverkfj&#x000F6;ll, and 8 km to near the surface for Hamarinn and Grimsv&#x000F6;tn (Figure <xref ref-type="fig" rid="F1">1B</xref>).</p>
</sec>
<sec>
<title>Stress inversion principle</title>
<p>The stress inversion method is based on the assumption that the slip vector <inline-formula><mml:math id="M7"><mml:mover accent='true'><mml:mi>s</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula> (defined by the rake) is parallel to the shear stress <inline-formula><mml:math id="M8"><mml:mover accent='true'><mml:mi>&#x003C4;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula> as described by Wallace (<xref ref-type="bibr" rid="B80">1951</xref>) and Bott (<xref ref-type="bibr" rid="B20">1959</xref>). These authors assumed that the direction of slip on a fault plane is parallel to that of the resolved shear stress. Instead of using the absolute magnitude of the stress tensor, a reduced stress tensor is sought by subtracting an isotropic part and a scale factor that do not affect the orientation of the resolved shear stress <inline-formula><mml:math id="M9"><mml:mover accent='true'><mml:mi>&#x003C4;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula> (e.g., see appendix of Burg et al., <xref ref-type="bibr" rid="B20a">2005</xref>). Thus, the reduced stress tensor T<sub>r</sub> is defined by the orientation of the principal stress axes <inline-formula><mml:math id="M10"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub>, <inline-formula><mml:math id="M11"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub>, and <inline-formula><mml:math id="M12"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> (with stress magnitudes of &#x003C3;<sub>1</sub> &#x02265; &#x003C3;<sub>2</sub> &#x02265; &#x003C3;<sub>3</sub>, respectively) and the stress shape ratio <inline-formula><mml:math id="M13"><mml:mrow><mml:mi>&#x003A6;</mml:mi><mml:mo>=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mstyle scriptlevel='+1'><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x003C3;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>&#x02212;</mml:mo><mml:msub><mml:mi>&#x003C3;</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x003C3;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&#x02212;</mml:mo><mml:msub><mml:mi>&#x003C3;</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:math></inline-formula> as defined by Angelier (<xref ref-type="bibr" rid="B4">1975</xref>), represented in the principal frame <italic>S</italic> &#x0003D; (<inline-formula><mml:math id="M14"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub>, <inline-formula><mml:math id="M15"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub>, <inline-formula><mml:math id="M16"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub>) where <inline-formula><mml:math id="M17"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub>, <inline-formula><mml:math id="M18"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub>, and <inline-formula><mml:math id="M19"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> are unit vectors such as:
<disp-formula id="E1"><label>(1)</label><mml:math id="M1"><mml:mrow><mml:msubsup><mml:mrow><mml:mtext>&#x000A0;T</mml:mtext></mml:mrow><mml:mi>r</mml:mi><mml:mi>S</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtable><mml:mtr><mml:mtd><mml:mn>1</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mi>&#x003A6;</mml:mi></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd></mml:mtr></mml:mtable></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:math></disp-formula>
Two types of algorithm are used here: (1) a linear stress inversion, which minimizes the difference between <inline-formula><mml:math id="M20"><mml:mover accent='true'><mml:mi>s</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>and <inline-formula><mml:math id="M21"><mml:mover accent='true'><mml:mi>&#x003C4;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula> implemented in the damped stress inversion (Michael, <xref ref-type="bibr" rid="B59">1984</xref>, <xref ref-type="bibr" rid="B60">1987</xref>; Hardebeck and Michael, <xref ref-type="bibr" rid="B43">2006</xref>) and (2) a random stress search such as Etchecopar et al. (<xref ref-type="bibr" rid="B34">1981</xref>) and Etchecopar (<xref ref-type="bibr" rid="B33">1984</xref>) implemented in the Fsa package (C&#x000E9;l&#x000E9;rier, <xref ref-type="bibr" rid="B24">2013</xref>), which minimizes the angular &#x003B1; misfit between <inline-formula><mml:math id="M22"><mml:mover accent='true'><mml:mi>&#x003C4;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula> and <inline-formula><mml:math id="M23"><mml:mover accent='true'><mml:mi>s</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>. For more details pertaining to the minimization criteria, the reader is referred to the review of C&#x000E9;l&#x000E9;rier et al. (<xref ref-type="bibr" rid="B25">2012</xref>). The first algorithm is used to determine the regional stress field using all the dataset. The second is used to detect the mechanically homogenous data subset when less data are considered for inversion, such as during a volcanic eruption. In this way, the compatibility of the stress tensor can be verified with each datum. For double-couple focal mechanisms, an ambiguity of the two nodal planes arises because the shear stress (&#x003C4;) and the slip (<italic>s</italic>) cannot be aligned on both nodal planes, unless a principal stress axis is parallel to the B axis or the stresses are axially symmetric such that &#x003A6; is close to 0 or 1 (Gephart, <xref ref-type="bibr" rid="B37">1985</xref>). Following the procedure of Hardebeck and Michael (<xref ref-type="bibr" rid="B43">2006</xref>), we adopted a random choice of the nodal plane in the inversion process. In the following section, we will discuss the implications of this choice. For the random stress search, the fault plane yielding the lowest &#x003B1; misfit between the two nodal planes is considered for inversion (i.e., the best fault plane).</p>
</sec>
<sec>
<title>Damped stress inversion</title>
<p>We argue that the stress field is a function that can vary gradually from one point to another due to local forces superimposed on the regional tectonic stress. To take into account this progressive variation, we assume that the stress tensor computed for the area just around the point of coordinates <italic>x</italic>, <italic>y</italic>, and <italic>z</italic> is due to mechanical local conditions existing at this point, but is also influenced by tectonic conditions of the neighboring volume (<italic>x</italic> &#x000B1; &#x003B5;, <italic>y</italic> &#x000B1; &#x003B5;, <italic>z</italic> &#x000B1; &#x003B5;). The region studied is divided into a series of cells and the dataset (in our case the focal mechanism parameters) is partitioned in this mesh. In each cell, if the number of data is sufficient, it is theoretically possible to invert the local stress tensor as explained above. We invert simultaneously all the tensors for all the cells using the classical equation of tomography techniques given by:
<disp-formula id="E2"><label>(2)</label><mml:math id="M2"><mml:mrow><mml:mtext>&#x000A0;</mml:mtext><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>m</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></disp-formula>
Where <italic>d</italic><sub><italic>all</italic></sub> is the data matrix (slip vector and plane orientation for each focal mechanism) and <italic>m</italic><sub><italic>all</italic></sub> the model matrix containing the stress tensors which is defined by 5 parameters (see details in Hardebeck and Michael, <xref ref-type="bibr" rid="B43">2006</xref>). <italic>G</italic><sub><italic>all</italic></sub> is derived from the data of each focal mechanism at node <italic>ij</italic> and is given by:
<disp-formula id="E3"><label>(3)</label><mml:math id="M3"><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtable><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mn>11</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mn>0</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mn>21</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mn>31</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mo>&#x02026;</mml:mo></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn>0</mml:mn></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:math></disp-formula>
At least a square solution for this system is given by:
<disp-formula id="E4"><label>(4)</label><mml:math id="M4"><mml:mrow><mml:msubsup><mml:mi>G</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow><mml:mtext>T</mml:mtext></mml:msubsup><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>m</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msubsup><mml:mi>G</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow><mml:mtext>T</mml:mtext></mml:msubsup><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></disp-formula>
This inversion provides the same results as if the data for each cell were inverted separately. To damp the differences in the estimated stress tensor between neighboring cells, we introduce a matrix <italic>D</italic>, the same size as <italic>G</italic>, with identity matrices for neighboring cells and zeroes everywhere else Hardebeck and Michael (<xref ref-type="bibr" rid="B43">2006</xref>). The damped least square solution is then given by:
<disp-formula id="E5"><label>(5)</label><mml:math id="M5"><mml:mrow><mml:mrow><mml:mo>{</mml:mo> <mml:mrow><mml:msubsup><mml:mi>G</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow><mml:mi>T</mml:mi></mml:msubsup><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msup><mml:mi>e</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:msup><mml:mi>D</mml:mi><mml:mi>T</mml:mi></mml:msup><mml:mi>D</mml:mi></mml:mrow> <mml:mo>}</mml:mo></mml:mrow><mml:msub><mml:mi>m</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msubsup><mml:mi>G</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow><mml:mi>T</mml:mi></mml:msubsup><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi>a</mml:mi><mml:mi>l</mml:mi><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></disp-formula>
Where <italic>e</italic> is the scalar damping parameter that controls the relative weighting sum of the data misfit and the model variance (Figure <xref ref-type="fig" rid="F2">2A</xref>). Not only does this damping technique simultaneously minimize the misfit between the estimated stress field model and the data, it also minimizes the differences between the estimated stress tensors in neighboring cells (referred to as model variance). The computation is very close to the inversion techniques developed by Aki and Richards (<xref ref-type="bibr" rid="B1">1980</xref>) for arrival time tomography.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p><bold>Trade-off curve between the data variance and the model variance for the full range of possible values of the damping parameter <italic>e</italic></bold>. Number close to each black triangle denote the value <italic>e</italic> at this mark (Hardebeck and Michael, <xref ref-type="bibr" rid="B43">2006</xref>). <bold>(A)</bold> Trade-off curve for inversion of the synthetic data; <bold>(B)</bold> Trade-off curve for inversion of the real data.</p></caption>
<graphic xlink:href="feart-02-00009-g0002.tif"/>
</fig>
</sec>
<sec>
<title>Random stress search</title>
<p>The random stress search is based on a Monte Carlo procedure and was developed for stress inversion by Etchecopar et al. (<xref ref-type="bibr" rid="B34">1981</xref>) and Etchecopar (<xref ref-type="bibr" rid="B33">1984</xref>). In this study, we used the Fsa package (C&#x000E9;l&#x000E9;rier, <xref ref-type="bibr" rid="B24">2013</xref>). The best reduced stress tensor is obtained by testing a number of random stress tensors (here 10,000) and selecting those that yield the shear stress direction as close as possible to the observed slip vector of a data subset. The individual angular &#x003B1; misfit is defined as the absolute difference between the observed and predicted rake for each focal mechanism. The misfit function is thus defined by the average of the lowest individual misfit of the dataset.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Regional stress inversion</title>
<sec>
<title>Checkerboard tests</title>
<p>The checkerboard test is a very common technique in geophysics to evaluate the resolution and sensitivity of inversion results to the data. More specifically, we have designed a synthetic stress field as the model <italic>m</italic> containing a stress tensor at each node <italic>ij</italic>. We generated synthetic data <italic>d&#x00027;</italic> based on the locations and fault planes of the earthquakes in the catalog and computed the new predicted slip vector for each focal mechanism <italic>k</italic> given by the model <italic>m</italic>. By inverting the data <italic>d&#x00027;</italic>, we obtained the model <inline-formula><mml:math id="M24"><mml:mover accent='true'><mml:mi>m</mml:mi><mml:mo>&#x0005E;</mml:mo></mml:mover></mml:math></inline-formula> and we inspected the result by comparing the model <italic>m</italic> with <inline-formula><mml:math id="M25"><mml:mover accent='true'><mml:mi>m</mml:mi><mml:mo>&#x0005E;</mml:mo></mml:mover></mml:math></inline-formula>. The aim of the following tests is to evaluate the grid size and random choice of the actual fault plane proposed by Hardebeck and Michael (<xref ref-type="bibr" rid="B43">2006</xref>). No noise is added to the synthetic data.</p>
<p>We gridded the study area with a 2.5 &#x000D7; 2.5 km mesh to obtain on average 30 focal mechanisms per cell (Figure <xref ref-type="fig" rid="F3">3</xref>). Because earthquakes cluster under each central volcano and are located in a limited range of depth typical for each volcano, we adopted a 2D grid as a first order stress field (see Figures <xref ref-type="fig" rid="F1">1B</xref>, <xref ref-type="fig" rid="F3">3</xref>). We also performed experiments using different grid sizes such as 5 &#x000D7; 5 km and 1 &#x000D7; 1 km. The grid size of 2.5 &#x000D7; 2.5 km has the advantage of giving a high number of cells associated with a stress tensor to resolve kilometric stress deviation, while keeping an average of 25&#x02013;30 focal mechanisms per cell, which is statistically relevant for a representative stress tensor. On the one hand, reducing the grid size significantly diminishes the average number of focal mechanisms per cell. On the other hand, taking a larger grid size increases the number of focal mechanisms per cell and decreases the number of computed stress tensors. In this case, the stress field is resolved but small stress variations would not be revealed.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p><bold>Checkerboard tests using synthetic earthquakes based on the selected earthquake catalog. (A&#x02013;D)</bold> With no damping (<italic>e</italic> &#x0003D; 0): <bold>(A)</bold> map of the stress field issued from inversion of the synthetic earthquakes, superimposed red and green bars represent <inline-formula><mml:math id="M26"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> and <inline-formula><mml:math id="M27"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> respectively, denoting the strike slip regime; color bar denote the value of the stress shape ratio &#x003A6; from the stress inversion; epicenters of earthquakes are represented as red dots; the small crosses show the nodes of the grid in Figure <xref ref-type="fig" rid="F2">2B</xref>; <bold>(B)</bold> diagram of &#x003A6; with the number of the stress tensor on x-axis and the value of &#x003A6; on y-axis; <bold>(C)</bold> stereo-diagram of lower hemisphere (Schmidt&#x00027;s projection) showing the principal stresses where red, blue and green denote <inline-formula><mml:math id="M28"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub>, <inline-formula><mml:math id="M29"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub>, and <inline-formula><mml:math id="M30"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> respectively; <bold>(D)</bold> ternary diagram of the principal stress axes (e.g., Frohlich, <xref ref-type="bibr" rid="B35">1992</xref>); <bold>(E&#x02013;H)</bold> with damping (<italic>e</italic> &#x0003D; 0.6), same legend as for checkerboard test with no damping.</p></caption>
<graphic xlink:href="feart-02-00009-g0003.tif"/>
</fig>
<p>We produced a simple synthetic model <italic>m</italic> as the strike slip regime with <inline-formula><mml:math id="M31"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> alternatively heading to N 000&#x000B0; and N 045&#x000B0; for each adjacent node <italic>ij</italic>. Then, we ran two inversion tests with (1) no damping (<italic>e</italic> &#x0003D; 0) and (2) the optimal <italic>e</italic>-value of damping chosen at the lower left corner of the trade-off curve, which yields the best compromise between misfit and model variances (Figure <xref ref-type="fig" rid="F2">2A</xref>). Stress tensors are calculated if at least 8 focal mechanisms are contained per cell for both tests.</p>
<p>For inversion with no damping, the results show that the stress field <inline-formula><mml:math id="M32"><mml:mover accent='true'><mml:mi>m</mml:mi><mml:mo>&#x0005E;</mml:mo></mml:mover></mml:math></inline-formula> issued from the inversion of the synthetic data gave a good reproduction of the synthetic stress field <italic>m</italic> in terms of stress orientations in all cells (Figure <xref ref-type="fig" rid="F3">3</xref>). The values of the fourth unknown &#x003A6; are on average also well-retrieved from the inversion. Examining the plunge of <inline-formula><mml:math id="M33"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub>, <inline-formula><mml:math id="M34"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub>, and <inline-formula><mml:math id="M35"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> on a triangular diagram (Figure <xref ref-type="fig" rid="F3">3D</xref>) shows that all stress tensors are strike-slip in type with <inline-formula><mml:math id="M36"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> within 20&#x000B0; of the vertical. This first test reveals that a random choice of the nodal planes does not significantly affect the resulting stress field. Thus, the size of the grid is well-adapted to the inversion.</p>
<p>For the next inversion, we used a value for the damping parameter <italic>e</italic> &#x0003D; 0.6, corresponding to the optimal value given by the trade-off curve depicted in Figure <xref ref-type="fig" rid="F2">2A</xref>. Figure <xref ref-type="fig" rid="F3">3</xref> shows that the stress orientation of the principal axes is well reproduced with a damped stress inversion. Examining the plunge of <inline-formula><mml:math id="M37"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub>, <inline-formula><mml:math id="M38"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub>, and <inline-formula><mml:math id="M39"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> on a triangular diagram (Figure <xref ref-type="fig" rid="F3">3H</xref>) reveals that all stress tensors remain strike-slip in type, although more stress tensors show a <inline-formula><mml:math id="M40"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> away from the vertical than do the ones from the model with no damping. These results also reveal that cells containing a low number of data are first influenced by cells with a higher number of data when the damping parameter increases (Figure <xref ref-type="fig" rid="F3">3E</xref>).</p>
<p>These two checkerboard tests show that the sensitivity of the damped inversion is dependent on the number of data per cell and thus on the grid size. The synthetic stress field is well reproduced, despite the random choice among the two nodal planes. One should note that the heterogeneity of data within a cell is not evaluated with these tests.</p>
</sec>
<sec>
<title>Stress field results</title>
<p>We performed a damped stress inversion on the selected earthquake catalog described in section The Earthquake Catalog Used for Inversion. We used the grid size chosen from the checkerboard tests, as well as the same minimum number of focal mechanisms per cell to compute a stress tensor (Figure <xref ref-type="fig" rid="F3">3</xref>). Because the solution is not unique for such an inversion method, we computed four damped inversion models as a function of the scalar damping parameter <italic>e</italic> to evaluate the stability of the stress field in each cell. The <italic>e</italic>-values were chosen from the optimal value at the lower left corner of the trade-off curve (<italic>e</italic> &#x0003D; 0.6) compared to an <italic>a priori</italic> over-damped model (<italic>e</italic> &#x0003D; 1.4; Figure <xref ref-type="fig" rid="F2">2B</xref>).</p>
<p>Considering all the models, the effect of damping can clearly be seen in Figure <xref ref-type="fig" rid="F4">4</xref>, where a smoother model was obtained with high damping. All type of faulting were revealed, but normal and strike-slip faulting dominated (Figures <xref ref-type="fig" rid="F4">4</xref>, <xref ref-type="fig" rid="F5">5</xref>). In detail, the ternary diagrams show a continuum regime between strike-slip and normal faulting, revealing the occurrence of stress permutations between <inline-formula><mml:math id="M41"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> and <inline-formula><mml:math id="M42"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub>. This continuum is in agreement with the high stress shape ratio (e.g., &#x003A6; &#x0003D; 1) determined in the models (see Table <xref ref-type="table" rid="T1">1</xref>). Nevertheless, stress permutation between <inline-formula><mml:math id="M43"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> and <inline-formula><mml:math id="M44"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> associated with a low stress shape ratio also occurs and this undergoes a slight decrease with the damped model <italic>e</italic> &#x0003D; 1.4. In a first approximation, the stress trajectory is rather scattered for the model <italic>e</italic> &#x0003D; 0.6. However, according to the geographical location, some trends remain stable irrespective of the <italic>e</italic>-value (Figure <xref ref-type="fig" rid="F4">4</xref>). Thus, the stress field can be divided into one of four bins as a function of the central volcano: B&#x000E1;r&#x000F0;arbunga (B), Grimsv&#x000F6;tn (G), Kverkfj&#x000F6;ll (K), or Hamarinn (H). For convenience, we calculated the minimum horizontal stress &#x003C3;<sub><italic>hmin</italic></sub> as defined by Lund and Townend (<xref ref-type="bibr" rid="B56">2007</xref>) to read the trend of the stress trajectory (Figure <xref ref-type="fig" rid="F6">6</xref>). (1) The &#x003C3;<sub><italic>hmin</italic></sub> in the H bin trends NW-SE with two main peaks at N135E and N090 for damping of <italic>e</italic> &#x0003D; 0.6. Upon increasing the damping <italic>e</italic>-value, the preferred orientation reaches N120 to N130. (2) The G bin shows more scattered <inline-formula><mml:math id="M45"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub><italic>hmin</italic></sub> trends. However, the two main peaks are in the range of N060-90 and N000-N010. Damping tends to decrease the height of the first peak and to converge the <inline-formula><mml:math id="M46"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub><italic>hmin</italic></sub> orientations toward a more narrow range between N070 and N080. (3) The stress pattern of the B bin is the most constant, showing a main peak in the range of N090 to N100, with few <inline-formula><mml:math id="M47"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub><italic>hmin</italic></sub> axes tending perpendicular to this direction. When damping is strengthened, the main peak lies from N070 to N080. (4) The K bin constantly shows the same direction of <inline-formula><mml:math id="M48"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub><italic>hmin</italic></sub>, which ranges from N010 to N030.</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p><bold>Results for different damped stress fields</bold>. The damping parameter <italic>e</italic> is indicated in each map. Same legend as Figure <xref ref-type="fig" rid="F3">3</xref>.</p></caption>
<graphic xlink:href="feart-02-00009-g0004.tif"/>
</fig>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p><bold>Ternary diagrams of the principal stress axes of the reduced stress tensors for the different damped stress fields</bold>. The damping parameter <italic>e</italic> is indicated above each diagram.</p></caption>
<graphic xlink:href="feart-02-00009-g0005.tif"/>
</fig>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p><bold>Stress tensor solutions computed for a damping parameter <italic>e</italic> &#x0003D; 0.6, model displayed in Figure <xref ref-type="fig" rid="F4">4</xref></bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top"><bold><italic>n</italic>&#x000B0;</bold></th>
<th align="left" valign="top"><bold><italic>t</italic><sub>1</sub></bold></th>
<th align="left" valign="top"><bold><italic>p</italic><sub>1</sub></bold></th>
<th align="left" valign="top"><bold><italic>t</italic><sub>2</sub></bold></th>
<th align="left" valign="top"><bold><italic>p</italic><sub>2</sub></bold></th>
<th align="left" valign="top"><bold><italic>t</italic><sub>3</sub></bold></th>
<th align="left" valign="top"><bold><italic>p</italic><sub>3</sub></bold></th>
<th align="left" valign="top"><bold>&#x003A6;</bold></th>
<th align="left" valign="top"><bold>&#x003C3;<sub><italic>hmin</italic></sub></bold></th>
<th align="left" valign="top"><bold><italic>N</italic></bold></th>
<th align="left" valign="top"><bold><italic>Rm</italic></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1</td>
<td align="left" valign="top">45</td>
<td align="left" valign="top">29</td>
<td align="left" valign="top">213</td>
<td align="left" valign="top">61</td>
<td align="left" valign="top">313</td>
<td align="left" valign="top">6</td>
<td align="left" valign="top">0.78</td>
<td align="left" valign="top">133</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="left" valign="top">266</td>
<td align="left" valign="top">19</td>
<td align="left" valign="top">28</td>
<td align="left" valign="top">57</td>
<td align="left" valign="top">166</td>
<td align="left" valign="top">26</td>
<td align="left" valign="top">0.74</td>
<td align="left" valign="top">169</td>
<td align="left" valign="top">26</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">3</td>
<td align="left" valign="top">259</td>
<td align="left" valign="top">16</td>
<td align="left" valign="top">120</td>
<td align="left" valign="top">69</td>
<td align="left" valign="top">353</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">0.59</td>
<td align="left" valign="top">172</td>
<td align="left" valign="top">44</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">4</td>
<td align="left" valign="top">43</td>
<td align="left" valign="top">3</td>
<td align="left" valign="top">304</td>
<td align="left" valign="top">70</td>
<td align="left" valign="top">134</td>
<td align="left" valign="top">20</td>
<td align="left" valign="top">0.77</td>
<td align="left" valign="top">134</td>
<td align="left" valign="top">28</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">5</td>
<td align="left" valign="top">357</td>
<td align="left" valign="top">27</td>
<td align="left" valign="top">158</td>
<td align="left" valign="top">61</td>
<td align="left" valign="top">263</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">0.33</td>
<td align="left" valign="top">266</td>
<td align="left" valign="top">15</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">6</td>
<td align="left" valign="top">14</td>
<td align="left" valign="top">39</td>
<td align="left" valign="top">189</td>
<td align="left" valign="top">51</td>
<td align="left" valign="top">282</td>
<td align="left" valign="top">3</td>
<td align="left" valign="top">0.78</td>
<td align="left" valign="top">102</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">7</td>
<td align="left" valign="top">66</td>
<td align="left" valign="top">77</td>
<td align="left" valign="top">242</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">332</td>
<td align="left" valign="top">1</td>
<td align="left" valign="top">0.6</td>
<td align="left" valign="top">152</td>
<td align="left" valign="top">17</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">8</td>
<td align="left" valign="top">17</td>
<td align="left" valign="top">37</td>
<td align="left" valign="top">220</td>
<td align="left" valign="top">51</td>
<td align="left" valign="top">115</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">0.66</td>
<td align="left" valign="top">113</td>
<td align="left" valign="top">60</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">9</td>
<td align="left" valign="top">132</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">251</td>
<td align="left" valign="top">65</td>
<td align="left" valign="top">37</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">0.23</td>
<td align="left" valign="top">221</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">10</td>
<td align="left" valign="top">153</td>
<td align="left" valign="top">17</td>
<td align="left" valign="top">56</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">278</td>
<td align="left" valign="top">62</td>
<td align="left" valign="top">0.68</td>
<td align="left" valign="top">254</td>
<td align="left" valign="top">17</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">11</td>
<td align="left" valign="top">352</td>
<td align="left" valign="top">58</td>
<td align="left" valign="top">223</td>
<td align="left" valign="top">21</td>
<td align="left" valign="top">124</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">0.82</td>
<td align="left" valign="top">122</td>
<td align="left" valign="top">51</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">12</td>
<td align="left" valign="top">171</td>
<td align="left" valign="top">4</td>
<td align="left" valign="top">77</td>
<td align="left" valign="top">46</td>
<td align="left" valign="top">265</td>
<td align="left" valign="top">43</td>
<td align="left" valign="top">0.72</td>
<td align="left" valign="top">263</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">13</td>
<td align="left" valign="top">238</td>
<td align="left" valign="top">12</td>
<td align="left" valign="top">100</td>
<td align="left" valign="top">74</td>
<td align="left" valign="top">330</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">0.52</td>
<td align="left" valign="top">149</td>
<td align="left" valign="top">43</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">14</td>
<td align="left" valign="top">284</td>
<td align="left" valign="top">31</td>
<td align="left" valign="top">104</td>
<td align="left" valign="top">59</td>
<td align="left" valign="top">194</td>
<td align="left" valign="top">0</td>
<td align="left" valign="top">0.63</td>
<td align="left" valign="top">194</td>
<td align="left" valign="top">23</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">15</td>
<td align="left" valign="top">276</td>
<td align="left" valign="top">0</td>
<td align="left" valign="top">180</td>
<td align="left" valign="top">87</td>
<td align="left" valign="top">6</td>
<td align="left" valign="top">3</td>
<td align="left" valign="top">0.2</td>
<td align="left" valign="top">186</td>
<td align="left" valign="top">23</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">16</td>
<td align="left" valign="top">300</td>
<td align="left" valign="top">56</td>
<td align="left" valign="top">199</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">104</td>
<td align="left" valign="top">33</td>
<td align="left" valign="top">0.52</td>
<td align="left" valign="top">95</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">17</td>
<td align="left" valign="top">305</td>
<td align="left" valign="top">39</td>
<td align="left" valign="top">80</td>
<td align="left" valign="top">41</td>
<td align="left" valign="top">193</td>
<td align="left" valign="top">24</td>
<td align="left" valign="top">0.6</td>
<td align="left" valign="top">200</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">18</td>
<td align="left" valign="top">196</td>
<td align="left" valign="top">71</td>
<td align="left" valign="top">17</td>
<td align="left" valign="top">19</td>
<td align="left" valign="top">287</td>
<td align="left" valign="top">0</td>
<td align="left" valign="top">0.3</td>
<td align="left" valign="top">107</td>
<td align="left" valign="top">18</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">19</td>
<td align="left" valign="top">167</td>
<td align="left" valign="top">26</td>
<td align="left" valign="top">331</td>
<td align="left" valign="top">63</td>
<td align="left" valign="top">74</td>
<td align="left" valign="top">7</td>
<td align="left" valign="top">0.56</td>
<td align="left" valign="top">255</td>
<td align="left" valign="top">36</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">20</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">2</td>
<td align="left" valign="top">268</td>
<td align="left" valign="top">79</td>
<td align="left" valign="top">99</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">0.34</td>
<td align="left" valign="top">98</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">21</td>
<td align="left" valign="top">166</td>
<td align="left" valign="top">1</td>
<td align="left" valign="top">260</td>
<td align="left" valign="top">75</td>
<td align="left" valign="top">76</td>
<td align="left" valign="top">15</td>
<td align="left" valign="top">0.63</td>
<td align="left" valign="top">256</td>
<td align="left" valign="top">19</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">22</td>
<td align="left" valign="top">262</td>
<td align="left" valign="top">16</td>
<td align="left" valign="top">0</td>
<td align="left" valign="top">28</td>
<td align="left" valign="top">145</td>
<td align="left" valign="top">58</td>
<td align="left" valign="top">0.65</td>
<td align="left" valign="top">162</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">23</td>
<td align="left" valign="top">119</td>
<td align="left" valign="top">6</td>
<td align="left" valign="top">5</td>
<td align="left" valign="top">76</td>
<td align="left" valign="top">211</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">0.28</td>
<td align="left" valign="top">210</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">24</td>
<td align="left" valign="top">337</td>
<td align="left" valign="top">51</td>
<td align="left" valign="top">146</td>
<td align="left" valign="top">39</td>
<td align="left" valign="top">240</td>
<td align="left" valign="top">6</td>
<td align="left" valign="top">0.72</td>
<td align="left" valign="top">241</td>
<td align="left" valign="top">24</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">25</td>
<td align="left" valign="top">309</td>
<td align="left" valign="top">83</td>
<td align="left" valign="top">163</td>
<td align="left" valign="top">6</td>
<td align="left" valign="top">73</td>
<td align="left" valign="top">4</td>
<td align="left" valign="top">0.66</td>
<td align="left" valign="top">253</td>
<td align="left" valign="top">25</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">26</td>
<td align="left" valign="top">355</td>
<td align="left" valign="top">5</td>
<td align="left" valign="top">87</td>
<td align="left" valign="top">24</td>
<td align="left" valign="top">253</td>
<td align="left" valign="top">66</td>
<td align="left" valign="top">0.22</td>
<td align="left" valign="top">264</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">27</td>
<td align="left" valign="top">359</td>
<td align="left" valign="top">30</td>
<td align="left" valign="top">147</td>
<td align="left" valign="top">56</td>
<td align="left" valign="top">260</td>
<td align="left" valign="top">15</td>
<td align="left" valign="top">0.83</td>
<td align="left" valign="top">262</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">28</td>
<td align="left" valign="top">184</td>
<td align="left" valign="top">19</td>
<td align="left" valign="top">282</td>
<td align="left" valign="top">21</td>
<td align="left" valign="top">55</td>
<td align="left" valign="top">61</td>
<td align="left" valign="top">0.65</td>
<td align="left" valign="top">262</td>
<td align="left" valign="top">16</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">29</td>
<td align="left" valign="top">217</td>
<td align="left" valign="top">72</td>
<td align="left" valign="top">323</td>
<td align="left" valign="top">5</td>
<td align="left" valign="top">54</td>
<td align="left" valign="top">17</td>
<td align="left" valign="top">0.88</td>
<td align="left" valign="top">234</td>
<td align="left" valign="top">14</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">30</td>
<td align="left" valign="top">347</td>
<td align="left" valign="top">33</td>
<td align="left" valign="top">209</td>
<td align="left" valign="top">48</td>
<td align="left" valign="top">92</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">0.88</td>
<td align="left" valign="top">91</td>
<td align="left" valign="top">16</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">31</td>
<td align="left" valign="top">71</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">341</td>
<td align="left" valign="top">1</td>
<td align="left" valign="top">244</td>
<td align="left" valign="top">80</td>
<td align="left" valign="top">0.75</td>
<td align="left" valign="top">161</td>
<td align="left" valign="top">9</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">32</td>
<td align="left" valign="top">347</td>
<td align="left" valign="top">6</td>
<td align="left" valign="top">255</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">98</td>
<td align="left" valign="top">75</td>
<td align="left" valign="top">0.51</td>
<td align="left" valign="top">258</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">33</td>
<td align="left" valign="top">232</td>
<td align="left" valign="top">4</td>
<td align="left" valign="top">140</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">332</td>
<td align="left" valign="top">67</td>
<td align="left" valign="top">0.41</td>
<td align="left" valign="top">143</td>
<td align="left" valign="top">12</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">34</td>
<td align="left" valign="top">179</td>
<td align="left" valign="top">60</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">30</td>
<td align="left" valign="top">275</td>
<td align="left" valign="top">4</td>
<td align="left" valign="top">0.85</td>
<td align="left" valign="top">95</td>
<td align="left" valign="top">66</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">35</td>
<td align="left" valign="top">149</td>
<td align="left" valign="top">20</td>
<td align="left" valign="top">350</td>
<td align="left" valign="top">69</td>
<td align="left" valign="top">242</td>
<td align="left" valign="top">7</td>
<td align="left" valign="top">0.64</td>
<td align="left" valign="top">241</td>
<td align="left" valign="top">55</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">36</td>
<td align="left" valign="top">355</td>
<td align="left" valign="top">47</td>
<td align="left" valign="top">176</td>
<td align="left" valign="top">43</td>
<td align="left" valign="top">86</td>
<td align="left" valign="top">1</td>
<td align="left" valign="top">0.59</td>
<td align="left" valign="top">266</td>
<td align="left" valign="top">18</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">37</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">73</td>
<td align="left" valign="top">277</td>
<td align="left" valign="top">2</td>
<td align="left" valign="top">187</td>
<td align="left" valign="top">17</td>
<td align="left" valign="top">0.69</td>
<td align="left" valign="top">187</td>
<td align="left" valign="top">50</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">38</td>
<td align="left" valign="top">201</td>
<td align="left" valign="top">59</td>
<td align="left" valign="top">314</td>
<td align="left" valign="top">14</td>
<td align="left" valign="top">51</td>
<td align="left" valign="top">28</td>
<td align="left" valign="top">0.85</td>
<td align="left" valign="top">232</td>
<td align="left" valign="top">88</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">39</td>
<td align="left" valign="top">320</td>
<td align="left" valign="top">4</td>
<td align="left" valign="top">225</td>
<td align="left" valign="top">53</td>
<td align="left" valign="top">53</td>
<td align="left" valign="top">37</td>
<td align="left" valign="top">0.23</td>
<td align="left" valign="top">231</td>
<td align="left" valign="top">27</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">40</td>
<td align="left" valign="top">276</td>
<td align="left" valign="top">28</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">27</td>
<td align="left" valign="top">147</td>
<td align="left" valign="top">49</td>
<td align="left" valign="top">0.16</td>
<td align="left" valign="top">183</td>
<td align="left" valign="top">17</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">41</td>
<td align="left" valign="top">123</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">29</td>
<td align="left" valign="top">18</td>
<td align="left" valign="top">247</td>
<td align="left" valign="top">68</td>
<td align="left" valign="top">0.24</td>
<td align="left" valign="top">215</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">42</td>
<td align="left" valign="top">330</td>
<td align="left" valign="top">56</td>
<td align="left" valign="top">191</td>
<td align="left" valign="top">27</td>
<td align="left" valign="top">91</td>
<td align="left" valign="top">19</td>
<td align="left" valign="top">0.54</td>
<td align="left" valign="top">265</td>
<td align="left" valign="top">14</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">43</td>
<td align="left" valign="top">131</td>
<td align="left" valign="top">2</td>
<td align="left" valign="top">34</td>
<td align="left" valign="top">79</td>
<td align="left" valign="top">222</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">0.44</td>
<td align="left" valign="top">222</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">44</td>
<td align="left" valign="top">167</td>
<td align="left" valign="top">18</td>
<td align="left" valign="top">355</td>
<td align="left" valign="top">72</td>
<td align="left" valign="top">258</td>
<td align="left" valign="top">2</td>
<td align="left" valign="top">0.82</td>
<td align="left" valign="top">257</td>
<td align="left" valign="top">86</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">45</td>
<td align="left" valign="top">335</td>
<td align="left" valign="top">57</td>
<td align="left" valign="top">151</td>
<td align="left" valign="top">33</td>
<td align="left" valign="top">243</td>
<td align="left" valign="top">2</td>
<td align="left" valign="top">0.87</td>
<td align="left" valign="top">242</td>
<td align="left" valign="top">104</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">46</td>
<td align="left" valign="top">117</td>
<td align="left" valign="top">58</td>
<td align="left" valign="top">265</td>
<td align="left" valign="top">28</td>
<td align="left" valign="top">2</td>
<td align="left" valign="top">14</td>
<td align="left" valign="top">0.44</td>
<td align="left" valign="top">189</td>
<td align="left" valign="top">43</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">47</td>
<td align="left" valign="top">152</td>
<td align="left" valign="top">83</td>
<td align="left" valign="top">352</td>
<td align="left" valign="top">7</td>
<td align="left" valign="top">262</td>
<td align="left" valign="top">2</td>
<td align="left" valign="top">0.71</td>
<td align="left" valign="top">261</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">48</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">20</td>
<td align="left" valign="top">169</td>
<td align="left" valign="top">69</td>
<td align="left" valign="top">278</td>
<td align="left" valign="top">7</td>
<td align="left" valign="top">0.89</td>
<td align="left" valign="top">98</td>
<td align="left" valign="top">12</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">49</td>
<td align="left" valign="top">198</td>
<td align="left" valign="top">14</td>
<td align="left" valign="top">106</td>
<td align="left" valign="top">7</td>
<td align="left" valign="top">350</td>
<td align="left" valign="top">74</td>
<td align="left" valign="top">0.55</td>
<td align="left" valign="top">111</td>
<td align="left" valign="top">32</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">50</td>
<td align="left" valign="top">276</td>
<td align="left" valign="top">77</td>
<td align="left" valign="top">167</td>
<td align="left" valign="top">4</td>
<td align="left" valign="top">76</td>
<td align="left" valign="top">12</td>
<td align="left" valign="top">0.78</td>
<td align="left" valign="top">256</td>
<td align="left" valign="top">16</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">51</td>
<td align="left" valign="top">357</td>
<td align="left" valign="top">31</td>
<td align="left" valign="top">217</td>
<td align="left" valign="top">52</td>
<td align="left" valign="top">100</td>
<td align="left" valign="top">20</td>
<td align="left" valign="top">0.68</td>
<td align="left" valign="top">97</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">52</td>
<td align="left" valign="top">187</td>
<td align="left" valign="top">4</td>
<td align="left" valign="top">279</td>
<td align="left" valign="top">24</td>
<td align="left" valign="top">87</td>
<td align="left" valign="top">65</td>
<td align="left" valign="top">0.45</td>
<td align="left" valign="top">96</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">53</td>
<td align="left" valign="top">222</td>
<td align="left" valign="top">74</td>
<td align="left" valign="top">17</td>
<td align="left" valign="top">15</td>
<td align="left" valign="top">108</td>
<td align="left" valign="top">7</td>
<td align="left" valign="top">0.8</td>
<td align="left" valign="top">109</td>
<td align="left" valign="top">38</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">54</td>
<td align="left" valign="top">341</td>
<td align="left" valign="top">53</td>
<td align="left" valign="top">170</td>
<td align="left" valign="top">37</td>
<td align="left" valign="top">77</td>
<td align="left" valign="top">5</td>
<td align="left" valign="top">0.92</td>
<td align="left" valign="top">257</td>
<td align="left" valign="top">45</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">55</td>
<td align="left" valign="top">331</td>
<td align="left" valign="top">27</td>
<td align="left" valign="top">170</td>
<td align="left" valign="top">61</td>
<td align="left" valign="top">65</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">0.62</td>
<td align="left" valign="top">243</td>
<td align="left" valign="top">23</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">56</td>
<td align="left" valign="top">303</td>
<td align="left" valign="top">60</td>
<td align="left" valign="top">190</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">93</td>
<td align="left" valign="top">27</td>
<td align="left" valign="top">0.58</td>
<td align="left" valign="top">267</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">57</td>
<td align="left" valign="top">208</td>
<td align="left" valign="top">47</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">42</td>
<td align="left" valign="top">108</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">0.6</td>
<td align="left" valign="top">111</td>
<td align="left" valign="top">15</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">58</td>
<td align="left" valign="top">337</td>
<td align="left" valign="top">81</td>
<td align="left" valign="top">94</td>
<td align="left" valign="top">4</td>
<td align="left" valign="top">185</td>
<td align="left" valign="top">8</td>
<td align="left" valign="top">0.34</td>
<td align="left" valign="top">186</td>
<td align="left" valign="top">15</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">59</td>
<td align="left" valign="top">284</td>
<td align="left" valign="top">14</td>
<td align="left" valign="top">18</td>
<td align="left" valign="top">15</td>
<td align="left" valign="top">152</td>
<td align="left" valign="top">69</td>
<td align="left" valign="top">0.35</td>
<td align="left" valign="top">192</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">60</td>
<td align="left" valign="top">310</td>
<td align="left" valign="top">59</td>
<td align="left" valign="top">156</td>
<td align="left" valign="top">29</td>
<td align="left" valign="top">59</td>
<td align="left" valign="top">12</td>
<td align="left" valign="top">0.58</td>
<td align="left" valign="top">236</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">61</td>
<td align="left" valign="top">198</td>
<td align="left" valign="top">15</td>
<td align="left" valign="top">297</td>
<td align="left" valign="top">32</td>
<td align="left" valign="top">86</td>
<td align="left" valign="top">54</td>
<td align="left" valign="top">0.76</td>
<td align="left" valign="top">96</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">62</td>
<td align="left" valign="top">41</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">191</td>
<td align="left" valign="top">79</td>
<td align="left" valign="top">311</td>
<td align="left" valign="top">6</td>
<td align="left" valign="top">0.75</td>
<td align="left" valign="top">131</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">63</td>
<td align="left" valign="top">144</td>
<td align="left" valign="top">75</td>
<td align="left" valign="top">341</td>
<td align="left" valign="top">14</td>
<td align="left" valign="top">250</td>
<td align="left" valign="top">4</td>
<td align="left" valign="top">0.9</td>
<td align="left" valign="top">250</td>
<td align="left" valign="top">73</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">64</td>
<td align="left" valign="top">209</td>
<td align="left" valign="top">70</td>
<td align="left" valign="top">348</td>
<td align="left" valign="top">15</td>
<td align="left" valign="top">81</td>
<td align="left" valign="top">12</td>
<td align="left" valign="top">0.53</td>
<td align="left" valign="top">264</td>
<td align="left" valign="top">15</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">65</td>
<td align="left" valign="top">345</td>
<td align="left" valign="top">39</td>
<td align="left" valign="top">179</td>
<td align="left" valign="top">50</td>
<td align="left" valign="top">81</td>
<td align="left" valign="top">7</td>
<td align="left" valign="top">0.49</td>
<td align="left" valign="top">258</td>
<td align="left" valign="top">16</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">66</td>
<td align="left" valign="top">186</td>
<td align="left" valign="top">68</td>
<td align="left" valign="top">5</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">95</td>
<td align="left" valign="top">0</td>
<td align="left" valign="top">0.18</td>
<td align="left" valign="top">96</td>
<td align="left" valign="top">25</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">67</td>
<td align="left" valign="top">270</td>
<td align="left" valign="top">57</td>
<td align="left" valign="top">166</td>
<td align="left" valign="top">9</td>
<td align="left" valign="top">70</td>
<td align="left" valign="top">31</td>
<td align="left" valign="top">0.08</td>
<td align="left" valign="top">185</td>
<td align="left" valign="top">9</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">68</td>
<td align="left" valign="top">0</td>
<td align="left" valign="top">63</td>
<td align="left" valign="top">181</td>
<td align="left" valign="top">27</td>
<td align="left" valign="top">91</td>
<td align="left" valign="top">0</td>
<td align="left" valign="top">0.59</td>
<td align="left" valign="top">91</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">69</td>
<td align="left" valign="top">85</td>
<td align="left" valign="top">87</td>
<td align="left" valign="top">170</td>
<td align="left" valign="top">1</td>
<td align="left" valign="top">265</td>
<td align="left" valign="top">4</td>
<td align="left" valign="top">0.68</td>
<td align="left" valign="top">260</td>
<td align="left" valign="top">35</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">70</td>
<td align="left" valign="top">337</td>
<td align="left" valign="top">36</td>
<td align="left" valign="top">150</td>
<td align="left" valign="top">54</td>
<td align="left" valign="top">244</td>
<td align="left" valign="top">3</td>
<td align="left" valign="top">0.79</td>
<td align="left" valign="top">245</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">71</td>
<td align="left" valign="top">3</td>
<td align="left" valign="top">56</td>
<td align="left" valign="top">214</td>
<td align="left" valign="top">30</td>
<td align="left" valign="top">115</td>
<td align="left" valign="top">14</td>
<td align="left" valign="top">0.88</td>
<td align="left" valign="top">114</td>
<td align="left" valign="top">14</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">72</td>
<td align="left" valign="top">184</td>
<td align="left" valign="top">5</td>
<td align="left" valign="top">93</td>
<td align="left" valign="top">11</td>
<td align="left" valign="top">298</td>
<td align="left" valign="top">78</td>
<td align="left" valign="top">0.38</td>
<td align="left" valign="top">95</td>
<td align="left" valign="top">12</td>
<td align="left" valign="top">R</td>
</tr>
<tr>
<td align="left" valign="top">73</td>
<td align="left" valign="top">167</td>
<td align="left" valign="top">39</td>
<td align="left" valign="top">286</td>
<td align="left" valign="top">31</td>
<td align="left" valign="top">41</td>
<td align="left" valign="top">36</td>
<td align="left" valign="top">0.64</td>
<td align="left" valign="top">233</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">74</td>
<td align="left" valign="top">66</td>
<td align="left" valign="top">72</td>
<td align="left" valign="top">295</td>
<td align="left" valign="top">12</td>
<td align="left" valign="top">202</td>
<td align="left" valign="top">13</td>
<td align="left" valign="top">0.91</td>
<td align="left" valign="top">202</td>
<td align="left" valign="top">22</td>
<td align="left" valign="top">N</td>
</tr>
<tr>
<td align="left" valign="top">75</td>
<td align="left" valign="top">321</td>
<td align="left" valign="top">35</td>
<td align="left" valign="top">95</td>
<td align="left" valign="top">45</td>
<td align="left" valign="top">212</td>
<td align="left" valign="top">25</td>
<td align="left" valign="top">0.37</td>
<td align="left" valign="top">223</td>
<td align="left" valign="top">23</td>
<td align="left" valign="top">S.S.</td>
</tr>
<tr>
<td align="left" valign="top">76</td>
<td align="left" valign="top">351</td>
<td align="left" valign="top">69</td>
<td align="left" valign="top">108</td>
<td align="left" valign="top">10</td>
<td align="left" valign="top">202</td>
<td align="left" valign="top">18</td>
<td align="left" valign="top">0.73</td>
<td align="left" valign="top">203</td>
<td align="left" valign="top">16</td>
<td align="left" valign="top">N</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>From left to right: cell number is denoted by n&#x000B0;, the trend (<italic>t</italic>) and plunge (<italic>p</italic>) in degrees of the three principal stress axes <inline-formula><mml:math id="M49"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub>, <inline-formula><mml:math id="M50"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> and <inline-formula><mml:math id="M51"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> the stress shape ratio &#x003A6; defined in equation 3.2, <inline-formula><mml:math id="M52"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>hmin</sub> as the minimum horizontal stress in Figure <xref ref-type="fig" rid="F6">6</xref>, the number of data N within the cell considered, the stress regime Rm de-fined by S.S for Strike-Slip, N for Normal and R for Reverse regime.</italic></p>
</table-wrap-foot>
</table-wrap>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p><bold><inline-formula><mml:math id="M53"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>hmin</sub> maps for the different damped stress fields</bold>. The inset rose diagrams depict the direction of <inline-formula><mml:math id="M54"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub><italic>hmin</italic></sub> in 10&#x000B0; bins for each volcano denoted by the capital letter and delimited by the dashed black line (only showed on the stress field for <italic>e</italic> &#x0003D; 0.6). Same background as for Figure <xref ref-type="fig" rid="F3">3</xref>.</p></caption>
<graphic xlink:href="feart-02-00009-g0006.tif"/>
</fig>
<p>When the scalar damping parameter <italic>e</italic> increases, the main stress trajectories are more clearly highlighted. This could suggest that the main tendency observed from the stress trajectories is statistically strongly required by the data, although some local perturbations are maintained even with a high damping as shown in Figure <xref ref-type="fig" rid="F6">6</xref>. Here, we only consider the trends that remain stable irrespective of the <italic>e</italic>-values. These correspond to a stress field strongly required by the data.</p>
</sec>
<sec>
<title>Error propagation tests</title>
<p>To evaluate the stability of stress inversion in each cell, we generated a data vector that includes random noise and inverted this to evaluate the propagation of the data errors. This experiment is similar to the &#x0201C;Monte Carlo&#x0201D; tests commonly used in seismic tomography.</p>
<p>To carry out error propagation tests with the damped stress field models determined in section Stress Field Results, we first added random perturbations on the strike, dip and rake of our dataset in the range of the uncertainties of the fault plane solution (&#x000B1;15&#x000B0;, section The Earthquake Catalog Used for Inversion), following a normal distribution (Figure <xref ref-type="fig" rid="F7">7D</xref>). We then inverted the noisy data and finally evaluated the difference between the noisy models and the optimum damped model (<italic>e</italic> &#x0003D; 0.6) determined in section Stress Field Results. A convenient way to evaluate error propagation is to compute the scalar product of the principal stresses between a perturbed stress tensor and a non-perturbed one at the <italic>ij</italic> cell, giving the angular deviations. For convenience, the angular deviation for each of the principal stresses is noted herein as <inline-formula><mml:math id="M55"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> &#x02212; <inline-formula><mml:math id="M56"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>1</sub>, <inline-formula><mml:math id="M57"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> &#x02212; <inline-formula><mml:math id="M58"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>2</sub>, and <inline-formula><mml:math id="M59"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> &#x02212; <inline-formula><mml:math id="M60"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>3</sub>.</p>
<fig id="F7" position="float">
<label>Figure 7</label>
<caption><p><bold>Results for error propagation tests. (A&#x02013;C)</bold> represent the surface map of the angular deviation in degrees indicated by the color bar scale for <inline-formula><mml:math id="M61"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> &#x02212; <inline-formula><mml:math id="M62"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>1</sub>, <inline-formula><mml:math id="M63"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> &#x02212; <inline-formula><mml:math id="M64"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>2</sub>, and <inline-formula><mml:math id="M65"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> &#x02212; <inline-formula><mml:math id="M66"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>3</sub> respectively. Cells 53: example of stress axes permutation between <inline-formula><mml:math id="M67"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> and <inline-formula><mml:math id="M68"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> while <inline-formula><mml:math id="M69"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> remains unchanged (further explanation in text). Cell 16: example of large stress deviations for all of principal stress axes. <bold>(D)</bold> is the normal distribution of the errors used to perturb the data. <bold>(E&#x02013;G)</bold> are histograms showing the distribution of the angular deviation as function of the number of cell.</p></caption>
<graphic xlink:href="feart-02-00009-g0007.tif"/>
</fig>
<p>The results are presented for each principal stress axis in Figure <xref ref-type="fig" rid="F7">7</xref>. The histograms in Figures <xref ref-type="fig" rid="F7">7E&#x02013;G</xref> reveal the mean angular deviations associated with the mean errors in the range of 10 &#x000B1; 13&#x000B0;, 14 &#x000B1; 16&#x000B0;, and 9 &#x000B1; 12&#x000B0; for <inline-formula><mml:math id="M70"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> &#x02212; <inline-formula><mml:math id="M71"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>1</sub>, <inline-formula><mml:math id="M72"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> &#x02212; <inline-formula><mml:math id="M73"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>2</sub>, and <inline-formula><mml:math id="M74"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> &#x02212; <inline-formula><mml:math id="M75"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>3</sub> respectively, showing relatively small deviations. Interestingly, <inline-formula><mml:math id="M76"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> is the most stable stress axis while <inline-formula><mml:math id="M77"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> is the least stable one. The number of cells with a deviation of under 10&#x000B0; for <inline-formula><mml:math id="M78"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> &#x02212; <inline-formula><mml:math id="M79"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>3</sub> is 59 (73% of the cells). The surface map deviations depicted in Figures <xref ref-type="fig" rid="F7">7A&#x02013;C</xref> show that cells with high deviations (more than 25&#x000B0;) are systematically found on either a and c or b and c maps. For instance, cell 53 for <inline-formula><mml:math id="M80"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> &#x02212; <inline-formula><mml:math id="M81"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>2</sub> is associated with a high angular deviation that can also be found in the same cell for <inline-formula><mml:math id="M82"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> &#x02212; <inline-formula><mml:math id="M83"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>1</sub> but not for <inline-formula><mml:math id="M84"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> &#x02212; <inline-formula><mml:math id="M85"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>3</sub> (Figure <xref ref-type="fig" rid="F7">7</xref>). This suggests that stress rotation occurs around the <inline-formula><mml:math id="M86"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> stress axis, which remains the constant axis. Nevertheless, cell 16 is found to be deviated for all the principal stress axes (Figure <xref ref-type="fig" rid="F7">7</xref>). Stress deviations are therefore mainly expressed by rotations along one of the principal stress axes. It is not surprising that <inline-formula><mml:math id="M87"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> is the least stable stress axis since it is the common denominator for stress permutations such as <inline-formula><mml:math id="M88"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub>/<inline-formula><mml:math id="M89"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> and <inline-formula><mml:math id="M90"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub>/<inline-formula><mml:math id="M91"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub>. However, compared to the damped stress field models, we already pointed out the capacity of the stress field to permute mainly between <inline-formula><mml:math id="M92"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> and <inline-formula><mml:math id="M93"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub> as shown on the ternary diagrams (Figure <xref ref-type="fig" rid="F5">5</xref>). So this stress permutation revealed through the stress field models is in good agreement with the results of the error propagation test. Applying tests with different damping parameter values (i.e., <italic>e</italic> &#x0003D; 0.8, 1, 1.4) yielded lower mean values concerning the deviation for each principal stress axis, keeping <inline-formula><mml:math id="M94"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> as the most stable axis. Adding larger noise, of the order of &#x000B1;30&#x000B0; following a normal distribution, led to an increase in the mean angular deviation for each stress component of the order of 3&#x000B0;. Although more cells are disturbed, 44 cells for <inline-formula><mml:math id="M95"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> &#x02212; <inline-formula><mml:math id="M96"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>&#x02032;<sub>3</sub> have a deviation of under 10&#x000B0;, which represents 58% of all cells. Overall the error propagation tests show that the computed stress fields are stable.</p>
</sec>
</sec>
<sec>
<title>State of stress during the 1996 volcanic crisis</title>
<p>Several eruptions occurred during the 20 year time-span of the study. To select the eruptions associated with a large number of focal mechanisms for stress inversion purposes, a window of 100 earthquakes within 30 days was set up. Thus, only the volcanic crises in October 1996 (Gu&#x000F0;mundsson et al., <xref ref-type="bibr" rid="B41">2004</xref>, and references therein) and November 2004 in Gr&#x000ED;msv&#x000F6;tn (Sigmundsson and Gu&#x000F0;mundsson, <xref ref-type="bibr" rid="B72">2004</xref>) yielded significant numbers of earthquakes to carry out a proper analysis of state of stress (Figure <xref ref-type="fig" rid="F8">8A</xref>). Here, we focus on the volcanic crisis of 1996 because the resulting regional stress field shows only two main orientations of stress axes: (1) a dominant one nearly perpendicular to the spreading direction, and (2) a minor tendency in agreement with the spreading direction (Figure <xref ref-type="fig" rid="F6">6</xref>). The Gr&#x000ED;msv&#x000F6;tn area shows a more complex stress pattern that is probably not only related to volcano-tectonic interactions but also associated with a major geothermal activity (Bj&#x000F3;rnsson et al., <xref ref-type="bibr" rid="B17">1982</xref>, <xref ref-type="bibr" rid="B18">1992</xref>) and outburst (i.e., <italic>j&#x000F6;kulhlaup</italic>).</p>
<fig id="F8" position="float">
<label>Figure 8</label>
<caption><p><bold>Distribution in time of the seismic events used in this study (see section The Earthquake Catalog Used for Inversion). (A)</bold> histogram showing the 20 years span of the database and the two major cluster denoted by the light purple bars based on a time window of 100 earthquakes for 30 days; <bold>(B)</bold> histogram of the selected cluster for stress analysis of the 1996 Gj&#x000E1;lp eruption; <bold>(C)</bold> distribution of the epicenter of the selected cluster of the eruption 1996 as function of depth in km, red start denotes the main shock occurred the 09/29.</p></caption>
<graphic xlink:href="feart-02-00009-g0008.tif"/>
</fig>
<sec>
<title>Cluster selected for stress analysis</title>
<p>Prior to the eruption, no particular seismic activity was observed. A significant seismic activity started on the 29th of September 1996 with a main shock of 4.8 moment magnitude (Figures <xref ref-type="fig" rid="F8">8B,C</xref>). The eruption onset lasted from the 30th of September to the 13th of October and took place on a 6 km long Gj&#x000E1;lp fissure (Gu&#x000F0;mundsson et al., <xref ref-type="bibr" rid="B41">2004</xref>, Figure <xref ref-type="fig" rid="F1">1B</xref>), while dyke intrusion is believed to have occurred around the Bar&#x000F0;arbunga central volcano (Pagli et al., <xref ref-type="bibr" rid="B64">2007a</xref>). The selected cluster includes 184 earthquakes starting from the main shock on the 29th of September 1996 until the 25th of October 1996 (Figures <xref ref-type="fig" rid="F8">8A,C</xref>).</p>
<p>Figure <xref ref-type="fig" rid="F9">9</xref> shows the general distribution of the strike, dip and rake of the cluster. Two main strike orientations are noted in the range of N095 to N115&#x000B0; and N195 to N210&#x000B0; (Figure <xref ref-type="fig" rid="F9">9A</xref>). Both nodal planes show dips that can be either relatively gentle (from 45 to 70&#x000B0;) or steep (from 70&#x000B0; to 90&#x000B0;) (Figure <xref ref-type="fig" rid="F9">9B</xref>). The rake presents two main peaks in the range of &#x02212;45 to 30&#x000B0; and &#x02212;170 to 150&#x000B0; (Figure <xref ref-type="fig" rid="F9">9C</xref>). This cluster denotes a major tendency for strike-slip mechanisms during eruption.</p>
<fig id="F9" position="float">
<label>Figure 9</label>
<caption><p><bold>Histograms of the strike (A), dip (B), and rake (C) for both nodal planes of the cluster of the volcanic crisis of 1996 (see section Cluster Selected for Stress Analysis)</bold>.</p></caption>
<graphic xlink:href="feart-02-00009-g0009.tif"/>
</fig>
</sec>
<sec>
<title>Stress analysis</title>
<p>To detail the state of stress, we used another approach to the one that served for the regional stress inversion. A random stress search from the Fsa package (C&#x000E9;l&#x000E9;rier, <xref ref-type="bibr" rid="B24">2013</xref>, see section Random Stress Search) allowed interactive detection of the mechanically homogenous data subset.</p>
<p>A first stress inversion was applied to the 184 focal mechanisms. It yielded a reduced stress tensor which barely explains all the data. A second stress inversion was run but this time 30% of data were randomly selected and used for inversion to detect different datasets that are mechanically consistent. The resulting solution shows a reduced stress tensor with <inline-formula><mml:math id="M97"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> orientation of N065&#x000B0; associated with a plunge axis of 22&#x000B0; and <inline-formula><mml:math id="M98"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> orientation of N169&#x000B0; associated with a plunge axis of 30&#x000B0; (&#x003A6; &#x0003D; 0.8), thus defining a strike-slip regime. This solution explained 78 of the focal mechanisms with an angular &#x003B1; misfit lower than 30&#x000B0;. So this reduced stress tensor was used to reject data that yields an angular &#x003B1; misfit higher than 90&#x000B0;, to obtain a mechanically consistent data subset. Two subsets were thus sorted out, a first one containing 104 focal mechanisms and a second one containing 80 focal mechanisms. From this stage onwards, stress inversions are run on each subset.</p>
<p>Before inverting the data, a P, B, and T-axis analysis for 104 focal mechanisms is performed and presented in Figure <xref ref-type="fig" rid="F10">10</xref>. Interestingly, the P and T axes have a preferred orientation and the T-axis ranges between N055 and N075&#x000B0; (Figures <xref ref-type="fig" rid="F10">10A,B</xref>). According to the ternary diagram, most focal solutions are strike-slip in type although reverse and normal ones also occurred. A random stress inversion was applied to this data set. The 10 best reduced stress tensors are retained and these are shown in Figures <xref ref-type="fig" rid="F10">10D&#x02013;H</xref>. The orientation of <inline-formula><mml:math id="M99"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> for the best solution is N073&#x000B0; with a plunge of 28&#x000B0; while the orientation of <inline-formula><mml:math id="M116"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub> is N333&#x000B0; with a plunge of 17&#x000B0; for a stress shape ratio of 0.72, characterizing a strike-slip regime away from the Andersonian position (Figure <xref ref-type="fig" rid="F10">10E</xref>). This solution explains 83% of the data (with an angular misfit inferior to 30&#x000B0;, Figure <xref ref-type="fig" rid="F10">10G</xref>). The average angular misfit of the best solution was 15.9&#x000B0;. As for the regional stress field, an error propagation test was run, showing that the parameters of the reduced stress tensors remain very stable (see section Error Propagation Tests). The 10 best solutions obtained are in agreement with the regional stress field obtained over the 20-year span of this study (Figure <xref ref-type="fig" rid="F6">6</xref>).</p>
<fig id="F10" position="float">
<label>Figure 10</label>
<caption><p><bold>P, B, and T analysis and stress inversion results for the tectonic regime T1. (A)</bold> Stereographic projection lower hemisphere of P-axes, <bold>(B)</bold> Same projection for T-axes, <bold>(C)</bold> Ternary diagram for the P, B and T axes, S1 &#x0003D; Extension, S2 &#x0003D; Wrench, S3 &#x0003D; Compression (see Figure <xref ref-type="fig" rid="F3">3</xref> for references). <bold>(D)</bold> Tectonic regime plot (Armijo et al., <xref ref-type="bibr" rid="B9">1982</xref>; Philip, <xref ref-type="bibr" rid="B66">1987</xref>; C&#x000E9;l&#x000E9;rier, <xref ref-type="bibr" rid="B21">1995</xref>) of the 10 best stress tensors resulting from the random stress search. Vertical axis, <inline-formula><mml:math id="M100"><mml:mrow><mml:mi>&#x003A6;</mml:mi><mml:mo>=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mstyle scriptlevel='+1'><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x003C3;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>&#x02212;</mml:mo><mml:msub><mml:mi>&#x003C3;</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x003C3;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&#x02212;</mml:mo><mml:msub><mml:mi>&#x003C3;</mml:mi><mml:mn>3</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:math></inline-formula>. <bold>(E)</bold> Ternary diagram showing the plunge-axes of the 10 best stress tensors. <bold>(F)</bold> Same projection as for the P and T-axes, red squares denote the orientation of &#x003C3;<sub>1</sub>, blue circles &#x003C3;<sub>2</sub> and green diamonds &#x003C3;<sub>3</sub>. <bold>(G)</bold> Table of the best 10 stress tensors in ascending order (x-axis, the first one being the best one), with the individual angular misfit &#x003B1; (between the observed slip and the resolved shear stress) of each datum (y-axis). Blue cases for &#x003B1; &#x0003E; 5&#x000B0;, purple ones for &#x003B1; &#x0003E; 15&#x000B0;, and green ones &#x003B1; &#x0003E; 30&#x000B0;. The gray ones shows &#x003B1; &#x0003E; 30&#x000B0; and then are not explained by the stress tensor. <bold>(H)</bold> Average misfit &#x003B1; in y-axis for the 10 best stress tensor numbered in x-axis.</p></caption>
<graphic xlink:href="feart-02-00009-g0010.tif"/>
</fig>
<p>As for the first subset, a P, B, and T-axis analysis was performed with the remaining 80 focal mechanisms and the results are presented in Figure <xref ref-type="fig" rid="F11">11</xref>. A preferred orientation of the T-axis is found; T-axes are mainly orientated in the range of N150&#x02013;170&#x000B0; (Figures <xref ref-type="fig" rid="F11">11A,B</xref>). In terms of mechanisms, strike-slip regimes are dominant, although many focal solutions range between reverse and strike-slip positions in the ternary diagrams (Figure <xref ref-type="fig" rid="F11">11C</xref>). A first stress inversion was performed, yielding an average angular misfit of 20&#x000B0;. This misfit is acceptable, but it is preferable to refine it and run a second stress inversion, to remove the focal solutions with an angular misfit of higher than 90&#x000B0;. The second stress inversion yields an angular misfit of 14&#x000B0;, removing 5 focal solutions. These solutions are satisfactory and very stable, according to the estimation of the 10 best reduced stress tensors. An error propagation test was performed and this confirmed that the reduced stress tensor parameters are stable. Moreover, the best estimated stress tensor explains more than 90% of the data. This stress tensor solution shows a <inline-formula><mml:math id="M101"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> axis of N322&#x000B0; with a stress shape ratio &#x003A6; &#x0003D; 0.6 and is characterized by a strike-slip regime away from the Andersonian positions (Figure <xref ref-type="fig" rid="F11">11</xref>).</p>
<fig id="F11" position="float">
<label>Figure 11</label>
<caption><p><bold>P, B, and T analysis and stress inversion results for the tectonic regime T2</bold>. Same legend as Figure <xref ref-type="fig" rid="F10">10</xref>.</p></caption>
<graphic xlink:href="feart-02-00009-g0011.tif"/>
</fig>
<p>Two states of stress are well-identified: (1) the strike-slip regime with the <inline-formula><mml:math id="M102"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> orientation of N073&#x000B0; (called T1 hereafter), and (2) the strike-slip regime with the <inline-formula><mml:math id="M103"><mml:mover accent='true'><mml:mi>&#x003C3;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> orientation of N142&#x000B0; (called T2 hereafter). To illustrate more clearly the difference between the T1 and T2 tectonic regimes, we computed the distance between the 10 best reduced stress tensor solutions of T1 and T2. Lisle and Orife (<xref ref-type="bibr" rid="B54">2002</xref>) and Orife and Lisle (<xref ref-type="bibr" rid="B61">2003</xref>) defined a measure of the distance between two stress tensors called stress difference, expressed by a single scalar D that takes into account not only the stress orientation but also the stress magnitude (the reader is referred to these references for further details). This parameter D varies from 0 to 2, where 0 means that the two stress tensors are identical and 2 means that they are strictly opposite. The results are shown in Figures <xref ref-type="fig" rid="F12">12A,B</xref>. It is clear that T1 and T2 are opposite stress tensors since the D values are in the range of 1.8&#x02013;2. The T1 regime represents 56% of the cluster while the T2 regime represents 41%. 3% (including the main shock) remain unexplained by either T1 or T2.</p>
<fig id="F12" position="float">
<label>Figure 12</label>
<caption><p><bold>Two opposite reduced stress tensors. (A)</bold> Plot of the parameter <italic>D</italic> (in x-axis) representing a distance between the pair of the 10 best stress tensors solutions of T1 and the best 10 stress tensors of T2 (y-axis, in ascending order where the first one being the best one) that takes into account the stress orientations and the stress shape ratio (see section Stress Analysis, references (Lisle and Orife, <xref ref-type="bibr" rid="B54">2002</xref>; Orife and Lisle, <xref ref-type="bibr" rid="B61">2003</xref>)); <bold>(B)</bold> 3D perspective of the two opposite stress tensors T1 and T2.</p></caption>
<graphic xlink:href="feart-02-00009-g0012.tif"/>
</fig>
</sec>
<sec>
<title>Occurrence of the state of stress and geometrical rotations with time</title>
<p>To observe the occurrence of the T1 and T2 tectonic regimes over time, we simply plotted the focal solutions associated with T1 and T2 as a function of time (Figure <xref ref-type="fig" rid="F13">13A</xref>). Furthermore, to evaluate rotation of focal mechanisms with time, we consider three-dimensional rotations (3-D) of the geometry of focal mechanisms by an approach such as that described by Kagan (<xref ref-type="bibr" rid="B48">2007</xref>). This method considers 3-D rotations by which one double-couple focal mechanism can be turned into another arbitrary focal mechanism. This 3-D rotation is expressed by a single misfit angle noted &#x003B2;. This misfit &#x003B2; angle varies from 0&#x000B0; when the pair of focal mechanisms is identical to a maximum angular misfit of 120&#x000B0;. To calculate &#x003B2;, focal mechanisms need to be compared to an arbitrary frame. We introduced here the frame <italic>Q</italic> &#x0003D; (<inline-formula><mml:math id="M104"><mml:mover accent='true'><mml:mi>p</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>, <inline-formula><mml:math id="M105"><mml:mover accent='true'><mml:mi>b</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>, <inline-formula><mml:math id="M106"><mml:mover accent='true'><mml:mi>&#x003C4;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>) where <inline-formula><mml:math id="M107"><mml:mover accent='true'><mml:mi>p</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>, <inline-formula><mml:math id="M108"><mml:mover accent='true'><mml:mi>b</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula>, <inline-formula><mml:math id="M109"><mml:mover accent='true'><mml:mi>&#x003C4;</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula> are unit vectors parallel to the seismological P, B, and T axes respectively (here we used the same frames as C&#x000E9;l&#x000E9;rier, <xref ref-type="bibr" rid="B22">2008</xref>, <xref ref-type="bibr" rid="B23">2010</xref>). T1 was defined by the frame S<sub>T1</sub> (see section Stress Inversion Principle) and was used to set up an arbitrary frame Q<sub>T1</sub> such that:
<disp-formula id="E6"><label>(6)</label><mml:math id="M6"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></disp-formula>
Yielding a misfit &#x003B2; &#x0003D; 0 between these two frames. Next, each focal mechanism was defined by its frame Q<sub><italic>k</italic></sub> (where k &#x0003D; 1, 2, 3&#x02026;<italic>N</italic> the number of focal solutions). This was associated with the tectonic regime T1 compared to Q<sub>T1</sub> and the 3D rotation angle &#x003B2; calculated. One should note that Q<sub>T1</sub> (i.e., the arbitrary frame) and Q<sub>k</sub> have to be compared in a common reference frame. We use a geographical frame <italic>G</italic> &#x0003D; (<inline-formula><mml:math id="M110"><mml:mover accent='true'><mml:mi>g</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub>; <inline-formula><mml:math id="M111"><mml:mover accent='true'><mml:mi>g</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub>; <inline-formula><mml:math id="M112"><mml:mover accent='true'><mml:mi>g</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub>) where <inline-formula><mml:math id="M113"><mml:mover accent='true'><mml:mi>g</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>1</sub>, <inline-formula><mml:math id="M114"><mml:mover accent='true'><mml:mi>g</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>2</sub>, and <inline-formula><mml:math id="M115"><mml:mover accent='true'><mml:mi>g</mml:mi><mml:mo>&#x02192;</mml:mo></mml:mover></mml:math></inline-formula><sub>3</sub> are unit vectors pointing north, east and down, respectively. The same process was carried out for T2, where Q<sub>T2</sub> is the second arbitrary frame set up. Rather than the absolute amount of rotation, we considered the relative rotation to qualitatively observe geometrical rotations of the focal solutions over time. This method is simple and has the advantage of not involving stress inversion. The results of the focal solutions with time are presented in Figure <xref ref-type="fig" rid="F13">13A</xref>. Also, the focal solutions and the rotation &#x003B2; misfit are presented on maps as functions of T1 and T2 (Figure <xref ref-type="fig" rid="F13">13B</xref>).</p>
<fig id="F13" position="float">
<label>Figure 13</label>
<caption><p><bold>Distribution in time and in space of the tectonic regimes T1 and T2 during the 1996 eruption. (A&#x02013;C)</bold> shows the 3D rotations angle &#x003B2; of each focal solution (Kagan, <xref ref-type="bibr" rid="B48">2007</xref>) compared to the frame Q<sub>T1</sub> for T1 in red and the frame Q<sub>T2</sub> for T2 in blue respectively in y-axis and the time in x-axis, the dots represent the seismic events (see section Occurrence of the State of Stress and Geometrical Rotations with Time). The maps show the amount of 3D rotation &#x003B2; for T1 <bold>(D)</bold> associated with bars that characterized the location of the seismic events and the orientation of &#x003C3;<sub>hmin</sub> &#x0003D; N073&#x000B0; &#x000B1; 5&#x000B0; and for T2 <bold>(E)</bold> with the same features than <bold>(D)</bold> where the orientation of &#x003C3;<sub>hmin</sub> &#x0003D; N142&#x000B0; &#x000B1; 7&#x000B0;.</p></caption>
<graphic xlink:href="feart-02-00009-g0013.tif"/>
</fig>
<p>From Figure <xref ref-type="fig" rid="F13">13</xref> it is obvious that both tectonic regimes occurred within the same time periods, sometime even within a couple of minutes of each other. Such flip of focal mechanisms over a short time period was seen in the Upptyppingar swarm in 2007 in Iceland, northeast of the glacier (Jakobsd&#x000F3;ttir et al., <xref ref-type="bibr" rid="B45">2008</xref>; White et al., <xref ref-type="bibr" rid="B81">2011</xref>). Substantial changes in rotation of focal solutions were mainly observed immediately prior to the eruption (approximately 15 h before its onset) and during the first days of the eruption from 30th of September to 2nd of October). Afterwards, the rotation remains almost standard, but the amount of rotation is relatively greater than during the first days of the eruption. Also, both tectonic regimes occurred spatially in close proximity to each other, so no particular distribution was observed. This feature was also highlighted in the Upptyppingar swarm (Jakobsd&#x000F3;ttir et al., <xref ref-type="bibr" rid="B45">2008</xref>; White et al., <xref ref-type="bibr" rid="B81">2011</xref>). However, then the location of the maximum amount of rotation seemed to be located northern of the Bar&#x000F0;arbunga volcano where the main shock occurred, and in an ice-free domain (Figure <xref ref-type="fig" rid="F13">13B</xref>).</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>More than 2400 focal mechanisms spanning a period of almost 20 years (from 1991 to 2009) were inverted to infer a first insight of the regional stress field beneath the Vatnaj&#x000F6;kull glacier. The contribution of the volcanic, tectonic and isostatic rebound processes will be discussed in the light of recent numerical models to interpret the resulting stress field.</p>
<sec>
<title>Present-day state of stress in the vatnaj&#x000F6;kull region</title>
<sec>
<title>Regional stress field over a 20 year time-span</title>
<p>The different stress fields obtained by the Hardebeck and Michael (<xref ref-type="bibr" rid="B43">2006</xref>) approach revealed a dominance of normal and strike-slip faulting associated with high stress shape ratio (e.i., &#x003C3;<sub>1</sub> &#x02248; &#x003C3;<sub>2</sub>). In detail, the ternary diagrams (Figure <xref ref-type="fig" rid="F5">5</xref>) show rather a continuum between the normal and strike-slip faulting. These features suggest the occurrence of stress permutation between &#x003C3;<sub>1</sub> and &#x003C3;<sub>2</sub> in agreement with the stress shape ratio characterizing seismotectonic behavior. Stress permutations between &#x003C3;<sub>2</sub> and &#x003C3;<sub>3</sub> also occur but they remain a minor feature. It is well-established that stress permutations such as switching between normal to strike-slip faulting occurred widely throughout Iceland for the present-day stress field (Bergerat et al., <xref ref-type="bibr" rid="B15">1998</xref>; Garcia et al., <xref ref-type="bibr" rid="B36">2002</xref>; Bergerat and Plateaux, <xref ref-type="bibr" rid="B16">2012</xref>) and for paleo-stress fields (Bergerat et al., <xref ref-type="bibr" rid="B14">1990</xref>; Villemin et al., <xref ref-type="bibr" rid="B79">1994</xref>; Gu&#x000F0;mundsson et al., <xref ref-type="bibr" rid="B40">1996</xref>; Bergerat and Angelier, <xref ref-type="bibr" rid="B13">1998</xref>; Plateaux et al., <xref ref-type="bibr" rid="B67">2012</xref>). Local conditions such as the uniaxial extension (&#x003C3;<sub>1</sub> &#x0003D; &#x003C3;<sub>2</sub> &#x0003E; &#x003C3;<sub>3</sub>), fluid transport and dyking can effectively affect the stress field locally. However, with the database and the method used here the question arises as to whether this permutation reflects oblique mechanisms (i.e., oblique slips) or rather two kinds of pure mechanisms. To answer this question, we selected the cell with the greatest amount of data. One hundred and four focal mechanisms are located around B&#x000E1;r&#x000F0;arbunga volcanoes as shown in Figure <xref ref-type="fig" rid="F4">4</xref> at node 15&#x02013;16 (stress tensor solution n&#x000B0; 48 in Table <xref ref-type="table" rid="T1">1</xref>) as a representative cell. We plotted the P, B, and T axes of the 104 focal mechanisms in this cell.</p>
<p>This test does not imply any stress inversion and gives a &#x0201C;direct&#x0201D; observation of the focal mechanisms. The results are presented in Figure <xref ref-type="fig" rid="F14">14</xref> and reveal a continuum between normal and strike-slip types. This strongly supports the hypothesis that the stress regime in the studied area is a continuum between normal and strike-slip faulting.</p>
<fig id="F14" position="float">
<label>Figure 14</label>
<caption><p><bold>Distribution of the P, B, and T-axes for the 104 focal mechanisms of the cell 15&#x02013;16 (corresponding to the stress tensor solution number 48, see Table <xref ref-type="table" rid="T1">1</xref>)</bold>.</p></caption>
<graphic xlink:href="feart-02-00009-g0014.tif"/>
</fig>
<p>In terms of stress orientations, two preferred directions of &#x003C3;<sub><italic>hmin</italic></sub> were determined: (1) a direction in agreement with the spreading direction N&#x000B0;105 E according to DeMets et al. (<xref ref-type="bibr" rid="B30">1990</xref>, <xref ref-type="bibr" rid="B31">1994</xref>) and (2) a second direction deviated and perpendicular in some places. The damped regional stress field shows that the deviated stress direction is sustained through time mainly around the B&#x000E1;r&#x000F0;arbunga and Gr&#x000ED;msv&#x000F6;tn central volcanoes while the second direction prevails around the Hamarinn volcano. Interestingly, a gravimetric study of Gu&#x000F0;mundsson and Hognad&#x000F3;ttir (<xref ref-type="bibr" rid="B42">2007</xref>) highlighted that, in contrast to the large central volcanoes such as Grimsv&#x000F6;tn and B&#x000E1;r&#x000F0;arbunga, no gravity anomaly is associated with the central volcano of Hamarinn. This volcano is lacking collapse caldera and shares a fissure swarm with the larger volcano of B&#x000E1;r&#x000F0;arbunga. Gu&#x000F0;mundsson and Hognad&#x000F3;ttir (<xref ref-type="bibr" rid="B42">2007</xref>) thus proposed that one of the two central volcanoes within the Veidiv&#x000F6;tn-B&#x000E1;r&#x000F0;arbunga volcanic system (Figure <xref ref-type="fig" rid="F1">1</xref>) becomes the dominant one (here the B&#x000E1;r&#x000F0;arbunga) and serves as the main conduit of magma supply, while the Hamarinn is supplied sporadically through sharing-dyke with the dominant one. This might explain why no deviation is observed in the Hamarinn volcano over the period of the study (20 years).</p>
</sec>
<sec>
<title>State of stress during the 1996 eruption</title>
<p>The same preferred directions of &#x003C3;<sub><italic>hmin</italic></sub> were determined for the present day stress and the state of stress during the 1996 eruption. However, it appears that the deviated stress direction prevails. Deviated states of stress from both the regional stress field and during the volcanic crisis show similar stress orientations and stress shape ratio (i.e., &#x003C3;<sub>1</sub> &#x02248; &#x003C3;<sub>2</sub>).</p>
<p>White et al. (<xref ref-type="bibr" rid="B81">2011</xref>) have demonstrated that the flip of normal to reverse focal mechanisms may occur within a minute and in the same location. The two opposite states of stress characterized by the strike-slip regime that were highlighted during the volcanic crisis in 1996 support the same observation of two opposite fracturing mechanisms. Because the two T1 and T2 states of stress show stress regimes distant from the Andersonian positions, P, B, and T axes should be interpreted in terms of fault and slip geometry rather than in terms of stress (C&#x000E9;l&#x000E9;rier, <xref ref-type="bibr" rid="B23">2010</xref>). White et al. (<xref ref-type="bibr" rid="B81">2011</xref>) proposed that the simultaneous normal and reverse sequence mechanisms may be associated with the progressive melt intrusion of a dyke. We propose that during the 1996 eruption, magma intrusion may have caused such sequence as well.</p>
</sec>
<sec>
<title>Comparison with other regions</title>
<p>The stress directions described here have been observed elsewhere in Iceland. For instance, a large swarm of earthquakes occurred in 2007 north of the Vatnaj&#x000F6;kull in the Upptyppingar region at a depth of 14&#x02013;17 km and it is believed that this was due to dyke intrusion (Jakobsd&#x000F3;ttir et al., <xref ref-type="bibr" rid="B45">2008</xref>). Analyses of P, B, and T-axes from fault plane solutions achieved by the Icelandic national survey showed two preferred directions of the T-axis: one is in agreement with the direction of regional spreading and another one lies perpendicular to this (Jakobsd&#x000F3;ttir et al., <xref ref-type="bibr" rid="B45">2008</xref>; Plateaux et al., <xref ref-type="bibr" rid="B67">2012</xref>). Interestingly, such an observation has been described for other volcano-tectonic regions such as Mount Etna (Cocina et al., <xref ref-type="bibr" rid="B26">1996</xref>; Patan&#x000E9; and Privitera, <xref ref-type="bibr" rid="B65">2001</xref>), Guagua Pichincha in Ecuador (Legrand et al., <xref ref-type="bibr" rid="B51">2002</xref>), the Soufri&#x000E8;re Hills volcano (Roman et al., <xref ref-type="bibr" rid="B70">2008</xref>) or Mount St. Helens in Washington (Letho et al., <xref ref-type="bibr" rid="B52">2010</xref>). These studies propose that intruding magma must be the cause of these major changes in the direction of the pressure or tension axes. Thus, we argue that the occurrence of the stress deviations that we observe must be the consequence of volcanic processes prevailing locally on the tectonic ones, not only during a volcanic crisis but also over several years.</p>
</sec>
</sec>
<sec>
<title>Contribution of numerical modeling for stress interpretation</title>
<p>The contribution of numerical modeling may provide an insight to decipher the &#x0201C;stress signal&#x0201D; of the volcanic, tectonic and isostatic rebound processes from the resulting stress field.</p>
<sec>
<title>Influence of the glacier retreat</title>
<p>Iceland is currently undergoing glacial isostatic adjustment due to melting of the glaciers (&#x000C1;rnad&#x000F3;ttir et al., <xref ref-type="bibr" rid="B11">2009</xref>). Moreover, according to these authors our study area is the fastest rebounding area in Iceland. Therefore, we can expect the regional stress field to be affected by elastic rebound due to glacier thinning. On the base of numerical models of magma transport and isostasic rebound, Hooper et al. (<xref ref-type="bibr" rid="B44">2011</xref>), Jull and McKenzie (<xref ref-type="bibr" rid="B47">1996</xref>), Maclennan (<xref ref-type="bibr" rid="B57">2002</xref>), Sigmundsson et al. (<xref ref-type="bibr" rid="B73">2010a</xref>,<xref ref-type="bibr" rid="B74">b</xref>), and Pagli and Sigmundsson (<xref ref-type="bibr" rid="B62">2008</xref>) showed that decompression due to the recent retreat of the glacier will significantly increase the rate of melt generation in the mantle. However, Sigmundsson et al. (<xref ref-type="bibr" rid="B73">2010a</xref>,<xref ref-type="bibr" rid="B74">b</xref>) argued that the mode and time scale of transport of the additional magma toward the surface may take longer than decades or centuries. So, we might expect no direct influence of deglaciation on the regional stress field during the short time period of our seismotectonic study (20 years). According to Sigmundsson et al. (<xref ref-type="bibr" rid="B73">2010a</xref>,<xref ref-type="bibr" rid="B74">b</xref>), the elastic rebound due to the effect of present day ice thinning on the failure of shallow magma chambers should remain small, compared to their natural activity. Therefore, we can discard a notable effect on the expected state of stress (in terms of stress orientation and magnitude) due to the present-day retreat of the glacier, which can be compared to our results.</p>
</sec>
<sec>
<title>Stress deviation around volcanoes</title>
<p>A number of studies have attempted to model the stress field in terms of stress orientation and magnitude for volcano-tectonic interactions (Gu&#x000F0;mundsson et al., <xref ref-type="bibr" rid="B38">2005</xref>, Gu&#x000F0;mundsson and Andrew, <xref ref-type="bibr" rid="B39">2007</xref>). Numerical modeling of Andrew and Gu&#x000F0;mundsson (<xref ref-type="bibr" rid="B3">2008</xref>) considered for their calculations the magma chambers as elastic inclusions. With these simplifications, they highlighted that a contrast of elastic properties between central volcanoes and their host matrix (e.g., lava pile) may significantly change the stress field. More specifically, the maximum principal stress (&#x003C3;<sub>1</sub>) can change in both magnitude and orientation in the host rocks immediately surrounding the elastic inclusion. These numerical models predict local stress deviation from the spreading direction around volcanoes. Pressurization and depressurization of the magma chamber must also change the stress in direction and in magnitude. Vargas-Bracamontes and Neuberg (<xref ref-type="bibr" rid="B78">2012</xref>) propose an interaction between the regional and the magma-induced local stress field, based on the Coulomb failure criterion, to explain the 90&#x000B0; shift of pressure axes (P-axes) referred therein as deviated stress direction from the regional stress field.. According to these authors, when magma pressure starts to increase, the slip (in either a regional or rotated sense of slip relative to the regional maximum compression) also increases. A further increase would tend to promote faulting in the opposite sense from faulting induced by regional stress fields.</p>
</sec>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>While several authors, cited above, stressed the variability of focal mechanisms computed from the records of earthquake swarms, so far no inversion of stress field from focal mechanisms concerning the volcanic regions of Iceland has been published. Therefore, our scientific aim was to study at a small spatial scale the variations of the stress field around and beneath the Vatnaj&#x000F6;kull ice cap, where no direct observation of faulting is possible.</p>
<p>To do this, we used the methodology developed by Hardebeck and Michael (<xref ref-type="bibr" rid="B43">2006</xref>) that allowed us to analyze these variations on a 2.5 &#x000D7; 2.5 km scale during a temporal period of 20 years. To verify the resolution and evaluate the range of errors of our results, we introduced innovative methodologies as propagation test errors, notably the inversion developed by C&#x000E9;l&#x000E9;rier (<xref ref-type="bibr" rid="B24">2013</xref>). We also computed the stress difference as proposed by Lisle and Orife (<xref ref-type="bibr" rid="B54">2002</xref>) to extract distinct tectonic regimes.</p>
<p>In this paper, we describe the characterization of a continuum between strike-slip and extensive faulting with a high stress shape ratio &#x003A6;. We highlight local permutations between &#x003C3;<sub>1</sub> and &#x003C3;<sub>2</sub> and horizontal deviations of the stress pattern. Two main directions of &#x003C3;<sub>hmin</sub> were revealed: one in agreement with the regional spreading and second deviated, and even perpendicular to the first in some places. The deviated stress direction is sustained through the 20 year span of the study around the B&#x000E1;r&#x000F0;arbunga and Grimsv&#x000F6;tn central volcanoes while the spreading direction remains predominant around the Hamarinn volcano. This result supports the hypothesis that this volcano lacks collapse caldera and shares a fissure swarm with the larger B&#x000E1;r&#x000F0;arbunga volcano.</p>
<p>During the 1996 eruption, two opposite strike-slip stress regimes occur: one in agreement with the spreading direction and the other deviated from this direction, which prevails during the volcanic crisis. Because these two states of stress T1 and T2 show stress regimes away from the Andersonian positions, P, B, and T axes, the rapid flip between these two regimes may be associated with the progressive melt intrusion of a dyke.</p>
<p>As a whole, the detailed study of stress regimes in this volcanic region provides not only a description of P, B, and T axis direction, but also allows the fracturing mechanisms over the long-term and during an intrusion/eruption sequence to be inferred through determination of the stress shape ratio &#x003A6;. Such stress deviations and/or permutations may favor the reactivation of faults and could explain the intense seismicity observed in the Vatnaj&#x000F6;kull region. Because such stress perturbations have already been noticed in other volcano-tectonic regions, such a detailed procedure of studying stress regimes at several spatial and temporal scales could be applied to other volcanic regions.</p>
<sec>
<title>Conflict of interest statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
</sec>
</body>
<back>
<ack>
<p>We thank Berg&#x000FE;&#x000F3;ra S. &#x000DE;orbjarnard&#x000F3;ttir for help in providing the earthquakes catalog from IMO. We are also grateful to Bernard C&#x000E9;l&#x000E9;rier for fruitful discussions. Thanks to Marie Keiding for providing comments on the manuscript. We also would like to thank the editor Valerio Acocella and three anonymous reviewers for improving the manuscript. SATSI code (Spatial And Temporal Stress Inversion) was used for inverting data and was downloaded from USGS website (<ext-link ext-link-type="uri" xlink:href="http://earthquake.usgs.gov/research/software/">http://earthquake.usgs.gov/research/software/</ext-link>). Figures were made using GMT, MATLAB and ParaView.</p>
</ack>
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