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<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>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1346645</article-id>
<article-id pub-id-type="doi">10.3389/feart.2024.1346645</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Fluid flow at the Loppa High results from the seabed laboratory and test site</article-title>
<alt-title alt-title-type="left-running-head">Chand et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2024.1346645">10.3389/feart.2024.1346645</ext-link>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chand</surname>
<given-names>Shyam</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<name>
<surname>Brunstad</surname>
<given-names>Harald</given-names>
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<sup>2</sup>
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<surname>Lepland</surname>
<given-names>Aivo</given-names>
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<sup>1</sup>
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<name>
<surname>Thorsnes</surname>
<given-names>Terje</given-names>
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<sup>1</sup>
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<surname>Pedersen</surname>
<given-names>Jon Halvard</given-names>
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<sup>2</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Geological Survey of Norway (NGU)</institution>, <addr-line>Trondheim</addr-line>, <country>Norway</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Expres Aker BP</institution>, <addr-line>Lysaker</addr-line>, <country>Norway</country>
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<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/215800/overview">Michael Lehning</ext-link>, Swiss Federal Institute of Technology Lausanne, Switzerland</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2611981/overview">Alexey Portnov</ext-link>, Spanish National Research Council (CSIC), Spain</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2240123/overview">Pavel Serov</ext-link>, UiT The Arctic University of Norway, Norway</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Shyam Chand, <email>shyam.chand@ngu.no</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1346645</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>11</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Chand, Brunstad, Lepland, Thorsnes and Pedersen.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Chand, Brunstad, Lepland, Thorsnes and Pedersen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<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) and the copyright owner(s) 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>The Loppa High is a subsurface structural high located in SW Barents Sea flanked by regional fault complexes where many hydrocarbon discoveries have been made along its peripheries during recent years. Since the petroleum exploration started in the late 1970&#x2019;s, extensive studies have been undertaken giving a good understanding of the subsurface stratigraphy and the presence and maturation of hydrocarbon sources, fluid migration processes into hydrocarbon traps and seabed seeps. Many shallow gas anomalies are observed in this region due to fluid migration from the deeper reservoirs. Taking advantage of modern echo sounder and sonar technology, a more precise mapping of shallow subsurface became possible as well as detection of seafloor seeps to be inspected and sampled by advanced ROV technology. Presence of thermogenic hydrocarbons in seeps would indicate remobilisation from reservoirs in the subsurface that remained after the Late Paleogene/Neogene tectonism and the Pleistocene glacial rebound. Results of multibeam echosounder mapping of selected areas have been used to select seep sites for detailed investigation using ROV&#x2019;s, and HUGIN AUV equipped with synthetic aperture sonar (HISAS), methane sniffers and optical cameras. This has aided the selection of optimal sampling sites and the collection of a large amount of sample material including seeping fluids, carbonate crusts and sediments which has been used for geochemical characterization and geochronology. Here, we present the evidence of the hydrocarbon migration and seepage from reservoirs mainly of deep thermogenic origin and altered by shallow storage during and after glaciation. The thermogenic signature of the seeping fluids indicates the long term and large-scale supply of methane to the global methane budget also from similar areas of potential natural leakage from the subsurface to the water column.</p>
</abstract>
<kwd-group>
<kwd>fluid flow</kwd>
<kwd>Barents Sea</kwd>
<kwd>Loppa High</kwd>
<kwd>pockmark</kwd>
<kwd>multibeam</kwd>
<kwd>gas flare</kwd>
<kwd>gas hydrate</kwd>
<kwd>methane</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Cryospheric Sciences</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Seafloor observations of fluid flow features have become more of interest recently since they have provided many clues not only about what has happened in the past but a peep in to the present subsurface hydrocarbon potential and its relation to the geological formations (<xref ref-type="bibr" rid="B6">Capozzi et al., 2017</xref>; <xref ref-type="bibr" rid="B12">Cr&#xe9;mi&#xe8;re et al., 2018</xref>). The seafloor anomalies also give an insight into the relation between fluid seepage and habitats for different life-forms, and geo hazards that might be relevant to future drilling (<xref ref-type="bibr" rid="B51">Sen et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Sen et al., 2018</xref>). Fluid seepage at the seafloor is often associated with circular seabed depressions called pockmarks which are generated when the strength of fluid flow is sufficient to remove surface sediments and/or prevent sedimentation (<xref ref-type="bibr" rid="B33">King and MacLean, 1970</xref>; <xref ref-type="bibr" rid="B30">Judd and Hovland, 2007</xref>). It has been suggested that pockmarks are not necessary criteria for tracking fluid seepage since they are only formed where there is a recording medium present in the form of soft sediments (<xref ref-type="bibr" rid="B47">Rise et al., 2015</xref>). Hence, even though the seepage can be marked by the presence of acoustic gas flares in the water column (<xref ref-type="bibr" rid="B36">Leifer and MacDonald, 2003</xref>; <xref ref-type="bibr" rid="B48">R&#xf6;mer et al., 2014</xref>; <xref ref-type="bibr" rid="B17">Dupr&#xe9; et al., 2015</xref>), many flares do not associate with pockmarks (<xref ref-type="bibr" rid="B11">Chand et al., 2012</xref>). The fluid seepage along passive margins is linked to many factors depending on the structural, geological and palaeo geographic evolution history of the region. These include the proximity to active plate boundaries, active zones of sediment loading, faulting and the effects of glaciations in the form of ice loading and unloading (<xref ref-type="bibr" rid="B19">Einsele, 2013</xref>; <xref ref-type="bibr" rid="B32">Khader and Novakowski, 2014</xref>; <xref ref-type="bibr" rid="B23">Fjeldskaar and Amantov, 2018</xref>).</p>
<p>At high latitudes, waxing and waning of glaciers have the most important direct and indirect effect on seepage. Most of the studies from the Norwegian offshore regions link fluid flow anomalies to glacial loading and unloading cycles (<xref ref-type="bibr" rid="B9">Chand et al., 2008</xref>; <xref ref-type="bibr" rid="B11">Chand et al., 2012</xref>; <xref ref-type="bibr" rid="B13">Cr&#xe9;mi&#xe8;re et al., 2016a</xref>; <xref ref-type="bibr" rid="B44">Portnov et al., 2016</xref>; <xref ref-type="bibr" rid="B67">Winsborrow et al., 2016</xref>; <xref ref-type="bibr" rid="B2">Andreassen et al., 2017</xref>; <xref ref-type="bibr" rid="B52">Serov et al., 2023</xref>) or to sudden sediment loading resulting from glacial retreat melt water inflows and associated sediment discharges during glacial retreat (<xref ref-type="bibr" rid="B28">Hustoft et al., 2009</xref>; <xref ref-type="bibr" rid="B31">Karstens et al., 2018</xref>). Moreover, the glacial cycles create or expand a hydrate stable zone in sediments during loading, holding a reservoir of gas and hydrates. Gases from such reservoirs are released during and after the glacial unloading due to the removal of the load which is needed to keep the hydrates in stable form (<xref ref-type="bibr" rid="B55">Sloan and Koh, 2007</xref>). Glacial loading can also affect the fluid flow in the fault systems and result in the sealing of normal faults causing a quiescent period of no movements followed by enhanced activity during and after unloading (<xref ref-type="bibr" rid="B26">Hampel and Hetzel, 2006</xref>). Analysis using fault stress modelling from North Sea area indicates that the reactivation of faults might have happened during Pleistocene deglaciations and therefore potential hydrocarbon seepage might have occurred (<xref ref-type="bibr" rid="B24">Grollimund and Zoback, 2000</xref>). The large-scale erosion and uplift that has happened during the past glaciations resulted in overturned formations and near seafloor subcropping of source and reservoir rocks (<xref ref-type="bibr" rid="B27">Henriksen et al., 2011</xref>) influencing the fluid flow.</p>
<p>Seafloor and water column data collected during number of surveys have yielded important observations about the seabed features such as pockmarks, iceberg ploughmarks, glacial prodmarks, carbonate crusts, bacterial mats and ongoing/past gas seepage of SW Barents Sea (<xref ref-type="bibr" rid="B10">Chand et al., 2009</xref>; <xref ref-type="bibr" rid="B11">Chand et al., 2012</xref>; <xref ref-type="bibr" rid="B8">Chand et al., 2014</xref>; <xref ref-type="bibr" rid="B13">Cr&#xe9;mi&#xe8;re et al., 2016a</xref>; <xref ref-type="bibr" rid="B14">Cr&#xe9;mi&#xe8;re et al., 2016b</xref>; <xref ref-type="bibr" rid="B12">Cr&#xe9;mi&#xe8;re et al., 2018</xref>). The prodmarks are formed when detached icebergs plunges making a rounded depression on seafloor and when these icebergs plough away creating a ploughmark in seafloor sediments can be many tens of meters deep affecting the subsurface stratigraphy also. The subsurface has also been investigated many years through the acquisition of 2D and 3D seismic data and resulted in many important hydrocarbon discoveries (<xref ref-type="bibr" rid="B62">Vadakkepuliyambatta et al., 2013</xref>; <xref ref-type="bibr" rid="B39">NPD, 2016</xref>). Geochemical analysis of seeping free gas, methane derived authigenic carbonate crusts and biomarkers indicated a deep seated origin of fluids that is leaking/leaked through the Barents Sea seafloor (<xref ref-type="bibr" rid="B38">Nickel et al., 2013</xref>; <xref ref-type="bibr" rid="B14">Cr&#xe9;mi&#xe8;re et al., 2016b</xref>; <xref ref-type="bibr" rid="B60">Thiagarajan et al., 2022</xref>) showing the importance in using these proxies for hydrocarbon exploration.</p>
<p>This study focuses on the Loppa High, a fault bounded structural high in the SW Barents Sea and the surrounding basins and fault structures (<xref ref-type="fig" rid="F1">Figure 1</xref>). Based on the geological and geophysical information from many surveys, this site was chosen as a laboratory site to investigate various factors related to fluid flow. Properties of the gases released at the seafloor and associated carbonate crusts can be linked to the sources of the gases and thereby analyse the possibility that the hydrocarbons were leaking during and after the glaciations. Comparison of results from seep to the reservoir gases can give a direct information of source to seep relationships and gas modifications along the migration pathways. Here, we have the unique opportunity to compare results from reservoir level to the seafloor thereby envisage the entire route for the gases. The influence of faults and properties of near seafloor sediments are analysed to study their impact on the formation of the present focussed fluid flow locations. Results from the nearby area are also presented to compare the regional development of the fluid flow.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Regional bathymetry of the SW Barents Sea showing the boundaries of structural blocks (black lines). Also shown are the locations of gas flares (red stars) (<xref ref-type="bibr" rid="B61">Thorsnes et al., 2023</xref>), sites (black dots with white labels) where gas samples for geochemical studies were collected (G1-Well 7316/5-1, G2-Harstad Basin, G3-H&#xe5;brann, G4-Loppa High, G5-Svanefjell), seismo-geological section A-A&#x2019; (red line, <xref ref-type="fig" rid="F2">Figure 2</xref>), exploration wells along the line (red dots), hydrocarbon discoveries (white polygons) and 3D seismic cube LN12M01 (yellow polygon, <xref ref-type="fig" rid="F5">Figure 5</xref>). The high-resolution bathymetry indicates the new locations where multibeam water column data were interpreted. BFC- Bj&#xf8;rnoyrenna Fault Complex, AFC-Asteria Fault Complex, TFFC- Troms&#xf8; Finnmark Fault Complex, RLFC- Ringvass&#xf8;y Loppa Fault Complex, PP&#x2013;Polheim Platform, GKT-Gohta.</p>
</caption>
<graphic xlink:href="feart-12-1346645-g001.tif"/>
</fig>
</sec>
<sec id="s2">
<title>Geological setting</title>
<p>The Barents Sea is a shallow epicontinental sea surrounded by a Tertiary rifted margin to the west and the Norway, Russia and Svalbard landmasses lying on the south, east and north respectively (<xref ref-type="bibr" rid="B20">Eldholm et al., 1984</xref>). The SW Barents shelf formed in late Devonian and is underlain by metamorphic basement formed during Caledonian orogeny (<xref ref-type="bibr" rid="B56">Smelror et al., 2009</xref>) (<xref ref-type="fig" rid="F2">Figure 2</xref>). Extensional tectonic movements dominated the late Palaeozoic and Mesozoic tectonic history of the region (<xref ref-type="bibr" rid="B29">Johansen et al., 1993</xref>), locally influenced by wrench tectonics (<xref ref-type="bibr" rid="B5">Brunstad and R&#xf8;nnevik, 2022</xref>). The late Devonian to early Carboniferous crustal extension resulted in the formation of Hammerfest Basin followed by extension faulting affecting the Loppa High area during late Carboniferous to early Permian period (<xref ref-type="bibr" rid="B22">Faleide et al., 1993</xref>; <xref ref-type="bibr" rid="B7">Cavanagh et al., 2006</xref>). The main depocenters were located in intra-cratonic basins in the Mesozoic and early Cenozoic, shifting to the continental margin following the early Eocene opening of the Norwegian Sea (<xref ref-type="bibr" rid="B58">Spencer et al., 1984</xref>). The late Jurassic Hekkingen Formation is the major source rock along the Loppa High and Hammerfest Basin area (<xref ref-type="bibr" rid="B16">Dor&#xe9;, 1995</xref>), even though, Lower to Middle Triassic shales (mainly Klapmyss and Kobbe formations) also have hydrocarbon potential (<xref ref-type="bibr" rid="B4">Bjor&#xf8;y et al., 2010</xref>) (<xref ref-type="fig" rid="F2">Figure 2</xref>). In the flanking Hammerfest, Troms&#xf8; and Bj&#xf8;rn&#xf8;ya basins and the Fingerdjupet, higher levels of TOC are present in the Hauterivian-Cenomanian intervals of Cretaceous (<xref ref-type="bibr" rid="B25">Hagset et al., 2022</xref>) and are considered as gas and locally oil sources. Moreover, there are indications that source rocks of Eocene and possibly Miocene age (<xref ref-type="bibr" rid="B15">Daszinnies et al., 2021</xref>) are present west of Svalbard margin, and could potentially be present also along the western Barents Sea margin further south. The Selis Ridge of the crestal parts of the Loppa high acts as the major divide separating the pre-Triassic sediments on either sides and therefore the likelihood of potential traps prior to this age along the flanks of the Loppa High (<xref ref-type="fig" rid="F2">Figure 2A</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Geological section across the study area showing the major structural features and the seepage routes. The sites of two surface gas samples are also indicated. <bold>(B)</bold> Section showing the hydrocarbon generation and seepage history across the study area. Petroleum generation and escape history was modelled by Lundin Petroleum AS using information from the exploration wells and sedimentation history of various formations established from palaeo-geographic modelling (<xref ref-type="bibr" rid="B60">Thiagarajan et al., 2022</xref>).</p>
</caption>
<graphic xlink:href="feart-12-1346645-g002.tif"/>
</fig>
<p>Seafloor geomorphology of the SW Barents Sea has been shaped by several glacial-interglacial cycles since the Pliocene. Glaciers have reached the shelf edge many times with the most extensive coverage occurring during the last glacial maximum (<xref ref-type="bibr" rid="B66">Vorren et al., 1991</xref>; <xref ref-type="bibr" rid="B34">Laberg et al., 2010</xref>; <xref ref-type="bibr" rid="B35">Laberg et al., 2012</xref>). Numerous erosional channels were carved in to the lithified sedimentary rocks with the main channel being the Bj&#xf8;rn&#xf8;yrenna resulting in deposition of more than 3000 m sediments at the Bear Island Fan (<xref ref-type="bibr" rid="B18">Eidvin and Riis, 1989</xref>; <xref ref-type="bibr" rid="B66">Vorren et al., 1991</xref>; <xref ref-type="bibr" rid="B46">Riis and Fjeldskaar, 1992</xref>; <xref ref-type="bibr" rid="B21">Faleide et al., 1996</xref>; <xref ref-type="bibr" rid="B35">Laberg et al., 2012</xref>). The glacial and erosional unloading resulted in 900&#x2013;1,400 m of late Cenozoic uplift (<xref ref-type="bibr" rid="B46">Riis and Fjeldskaar, 1992</xref>) and the formation of a prominent erosional surface known as the upper regional unconformity (URU) which represents the base of the glacial sediments (<xref ref-type="bibr" rid="B57">Solheim and Kristoffersen, 1984</xref>; <xref ref-type="bibr" rid="B65">Vorren et al., 1986</xref>). On the westward transect from the Troms&#xf8; and Bj&#xf8;rn&#xf8;ya basins to the shelf margin, there is a transition from areas of net erosional uplift to that of net deposition. The area west of this transition to net deposition consists of a thick wedge of Pleistocene sediments. This change from net erosional uplift to net burial has implications on the hydrocarbon generation history. In general, the areas of net erosional uplift are believed to have reached maximum burial in the Eocene/Oligocene ending petroleum generation. The areas of net burial have their petroleum source rocks at maximum burial today and are believed to have ongoing petroleum generation (<xref ref-type="bibr" rid="B27">Henriksen et al., 2011</xref>). Seismo-stratigraphic interpretations and glacial modelling indicate that grounded glaciers may have reached the shelf break of the southern Barents Sea 5&#x2013;10 times during the Pleistocene (<xref ref-type="bibr" rid="B57">Solheim and Kristoffersen, 1984</xref>; <xref ref-type="bibr" rid="B64">Vorren et al., 1988</xref>; <xref ref-type="bibr" rid="B49">S&#xe6;ttem et al., 1991</xref>; <xref ref-type="bibr" rid="B53">Siegert and Dowdeswell, 2004</xref>; <xref ref-type="bibr" rid="B40">Patton et al., 2015a</xref>; <xref ref-type="bibr" rid="B41">2015b</xref>), with ice thickness estimated at 800&#x2013;2000 m during the last glacial maximum (<xref ref-type="bibr" rid="B54">Siegert et al., 2001</xref>; <xref ref-type="bibr" rid="B59">Svendsen et al., 2004</xref>; <xref ref-type="bibr" rid="B40">Patton et al., 2015a</xref>; <xref ref-type="bibr" rid="B41">2015b</xref>; <xref ref-type="bibr" rid="B3">Auriac et al., 2016</xref>). Dating of carbonate crusts and sediments cores from various locations of the SW Barents Sea indicate that the deglaciation started &#x223c;17.5 kyr ago (<xref ref-type="bibr" rid="B68">Winsborrow et al., 2010</xref>; <xref ref-type="bibr" rid="B13">Cr&#xe9;mi&#xe8;re et al., 2016a</xref>). This was followed/coincident with pockmark formation in the Loppa High area around 15 kyr ago (<xref ref-type="bibr" rid="B42">Pau et al., 2014</xref>), by which time the entire Barents Sea was ice-free. Sedimentation decreased from 40&#x2013;70 cm/kyr during deglaciation to &#x223c;6 cm/kyr during the last 9 kyr (<xref ref-type="bibr" rid="B1">Aagaard-S&#xf8;rensen et al., 2010</xref>).</p>
</sec>
<sec sec-type="materials|methods" id="s3">
<title>Material and methods</title>
<p>Multibeam echosounder (MBE) data collected using EM710 MBE by the Norwegian Defence Research Establishment (FFI) ship RV H.U. Sverdrup II have been used to generate terrain models and identify water column acoustic gas flares (hereafter referred as flares) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Fledermaus (FM) Midwater package was used to detect and analyse water column gas anomalies. Details about water column analysis can be found in <xref ref-type="bibr" rid="B61">Thorsnes et al. (2023)</xref>. The autonomous underwater vehicle (AUV) HUGIN, equipped with a high-resolution interferometric synthetic aperture sonar (HISAS 1030) and MBE EM2040 was used to map the seabed in detail in selected areas with detected gas flares (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F4">4</xref>). The HISAS system gives a range-independent resolution of approximately 3x3 cm and swath of 400 m at a speed of 2 m/s. The data were merged into high-resolution mosaics using Reflection software from Kongsberg Maritime. Methane sniffer (Franatech) installed on HUGIN was used to detect methane seepage in the water column at identified flare locations using EM710 data. Still photos were also collected using the TFish Black &#x26; White camera onboard HUGIN at selected locations. High resolution Topas and sub bottom profiler (SBP) seismic data were also collected from selected locations using Ship&#x2019;s Topas PS18 system and EdgeTech 2200 full spectrum chirp SBP system on HUGIN respectively. Details about sampling and analyses of seep and reservoir gases from the study area can be found in <xref ref-type="bibr" rid="B12">Cr&#xe9;mi&#xe8;re et al. (2018)</xref> and <xref ref-type="bibr" rid="B60">Thiagarajan et al. (2022)</xref>, respectively.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Multibeam bathymetry from four areas <bold>(A&#x2013;D)</bold> showing the locations of pockmarks, flares (pink lightning symbol) in coexistence with various glacial seafloor features such as eskers, retreat moraine ridges (RM), glacio-tectonic depressions (GDR, hill-hole pairs). <bold>(A)</bold> Notice that the eskers cross the retreat moraines indicating that they formed after RM. <bold>(B)</bold> The pockmarks occur as chains in ploughmarks due to the availability of more soft sediments. <bold>(C)</bold> The GDRs appear to be depression formed after blocks of sediments moved from east to west. <bold>(D)</bold> bathymetry and <bold>(E)</bold> backscatter map showing the properties associated with small and mega pockmarks and the flare locations.</p>
</caption>
<graphic xlink:href="feart-12-1346645-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>HISAS image from Hammerfest basin flare area showing <bold>(A)</bold> carbonate crust with micro pockmarks (&#x223c;1 m), <bold>(B)</bold> normal pockmarks (&#x223c;15 m) and micro pockmarks, <bold>(C)</bold> normal pockmarks closer to the HUGIN AUV nadir showing high resolution image from the inside of pockmarks with stones and carbonates.</p>
</caption>
<graphic xlink:href="feart-12-1346645-g004.tif"/>
</fig>
<p>The gas samples from the flare sites were collected using a gas sampler connected to the manipulator arm of the ROV and the reservoir gas sample using MDT (modular formation tester) and DST (drill stem tester) fluid sampling tools. The stable isotope ratios and molecular proportions hydrocarbons were analyzed at the Applied Petroleum Technology labs in Oslo, Norway. As described by <xref ref-type="bibr" rid="B60">Thiagarajan et al. (2022)</xref>, aliquots of gas sample were transferred to exetainers and 0.1&#x2013;1.0 mL of each sample was as extracted using a Gerstel MPS2 autosampler and injected into an Agilent 7890 RGA GC equipped with Mol sieve 5A, 4&#x2013;8 mesh and Poraplot Q columns, a flame ionisation detector (FID) and 2 thermal conductivity detectors. Hydrocarbon concentrations were measured by FID. The carbon isotope compositions of hydrocarbons were determined using a GC-CIRMS system. Repeated analyses of standards indicate that the reproducibility of &#x3b4;13C values is better than 1&#x2030; (2 RSD).</p>
<p>Regional stratigraphic and structural boundaries were mapped using available 2D and 3D seismic data and presented in <xref ref-type="bibr" rid="B11">Chand et al. (2012)</xref>. Spatial subsurface coverage was obtained for most of the Loppa High area with data interpretation based on 2D and 3D seismic data using Petrel software. The 2D and 3D seismic data were provided by Lundin Petroleum AS and consists of mega merged 3D cube LN12M01 covering many surveys from the study area and 2D lines available in DISKOS database. The 3D seismic is with 4 ms sampling interval and 25 m horizontal resolution. Resolution was sufficiently high to identify the position and vertical extent of deep local fault structures. Petroleum generation and escape history was modelled by Lundin Petroleum AS using information from the exploration wells and sedimentation history of various formations established from palaeogeographic modelling (details given in <xref ref-type="bibr" rid="B60">Thiagarajan et al., 2022</xref>). Different phases of petroleum generation and expulsion have been suggested based on the modelling (<xref ref-type="fig" rid="F2">Figure 2B</xref>). The sources of gases from different generation scenarios and probable locations of their escape are indicated on a composite seismic section along the geological section given in <xref ref-type="fig" rid="F2">Figure 2A</xref> (<xref ref-type="fig" rid="F2">Figure 2B</xref>).</p>
</sec>
<sec sec-type="results" id="s4">
<title>Results</title>
<sec id="s4-1">
<title>Seafloor and water column inspection</title>
<p>Multibeam echosounder and HISAS data were used to inspect the water column and seafloor for fluid flow features. The study area consists of locations covering different structural, stratigraphic and glacial features which can control fluid flow. The seafloor consists of iceberg ploughmarks and glacial features such as eskers and end morains (<xref ref-type="fig" rid="F3">Figure 3</xref>). Partially covered retreat moraine (RM) ridges can be observed indicating the region was influenced by multiple glacial advances during the last glaciation (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The eskers observed are also partially covered by the retreat moraines indicating that they belong to an early stage (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The pockmarks are concentrated along iceberg ploughmarks either due to the presence of soft sediments as recording medium in these depressions or that the ploughmarks acts as easier pathways for fluid escape being an incision into the relatively less permeable glacial deposits (<xref ref-type="fig" rid="F3">Figure 3B</xref>). Glacio-tectonic depressions (GDR) are also observed in the study area indicating the influence from grounded ice (<xref ref-type="fig" rid="F3">Figure 3C</xref>). The pockmarks vary in sizes and depths occurring close to each other indicating difference mechanisms or intensity in fluid flow creating them (<xref ref-type="fig" rid="F3">Figures 3D, E</xref>). As observed elsewhere, the pockmarks consist of relatively coarser/harder sediments indicated by high backscatter (<xref ref-type="fig" rid="F3">Figure 3E</xref>). Flares are observed to be associated with some of the large pockmarks but not always as noted earlier (<xref ref-type="fig" rid="F3">Figure 3E</xref>). Close inspection of the large pockmark using high resolution HISAS data indicate the presence of carbonate crusts and very small pockmarks inside them (<xref ref-type="fig" rid="F4">Figure 4</xref>). The detailed morphology of the pockmark indicates that the fluids are deflected to the rims of the pockmarks creating the small pockmarks probably due to blockage of conduits by authigenic carbonate precipitation cementing fine grain sediments (<xref ref-type="fig" rid="F4">Figure 4</xref>). The carbonate crusts occur as massive pavements covering hundreds of square meters indicating long term release and focussed flow of fluids through the seafloor. In many areas the carbonate crusts fields are seen to be associated with pockmarks. However, there are also numerous pockmarks without any indication of carbonate crusts or current fluid flow.</p>
<p>We have interpreted &#x223c;3800 km<sup>2</sup> of water column data and observed 28 flares of varying sizes and magnitudes from the study area. The northernmost flare location of the study area is part of the Bj&#xf8;rn&#xf8;yrenna fault complex where one flare is observed (<xref ref-type="fig" rid="F1">Figure 1</xref>). The flare occurs close to the Filicudi (well 7219/12-1) hydrocarbon discovery (<xref ref-type="fig" rid="F1">Figure 1</xref>). Three flares are identified in the region along the eastern boundary of the Polhem Platform with Loppa High (<xref ref-type="fig" rid="F1">Figure 1</xref>). Two flares occur close to the boundary whereas one is found &#x223c;10 km west of the boundary (<xref ref-type="fig" rid="F1">Figure 1</xref>). Further south, eight flares occur bounding the Ringvass&#xf8;y Loppa fault complex (RLFC) along the southwestern part of the Polhem Platform, (<xref ref-type="fig" rid="F1">Figure 1</xref>). Along the southern part of the RLFC bounding the Gohta-Komse Terrace and Hammerfest Basin, eleven flares are observed mostly concentrated along the fault locations (<xref ref-type="fig" rid="F1">Figures 1</xref>, <xref ref-type="fig" rid="F5">5</xref>). Further east, five flares are observed along the Bj&#xf8;rn&#xf8;yrenna glacial advance grounding zone wedge deposits (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Variance cube slice at 800 ms TWT from sea surface of LN12M01 3D seismic data showing the location of flares (red stars), boundary of Bj&#xf8;rn&#xf8;yrenna glacial advance grounding zone (blue dashed line), seismic sections in <xref ref-type="fig" rid="F6">Figure 6</xref> (purple lines), gas sample locations (black dots) and regional faults (black lines). Notice the good correlation of flares with faults locations. Figure location is given in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
</caption>
<graphic xlink:href="feart-12-1346645-g005.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>Fluid flow and the subsurface</title>
<p>The subsurface structure and geology are investigated using 2D and 3D seismic data. The subsurface along northern part of Bj&#xf8;rn&#xf8;yrenna fault complex indicates the presence of N-S oriented faults in line with the direction of the fault complex (<xref ref-type="fig" rid="F5">Figure 5</xref>). Faults of several other structural trends and directions can also be seen in the variance slice taken at 800 ms TWT from sea level indicating the heavily faulted nature of the subsurface (<xref ref-type="fig" rid="F5">Figure 5</xref>). The flare here is situated above the faults corresponding to the Bj&#xf8;rn&#xf8;yrenna fault complex (<xref ref-type="fig" rid="F6">Figure 6A</xref>) where the high amplitude anomalies associated with presence of gas can be seen at different stratigraphic levels of the subsurface (<xref ref-type="fig" rid="F6">Figure 6A</xref>). The flare seems to be located &#x223c;5 km away from the traceable deep-seated fault location. The URU surface appears to be blotted with gas leaking from the faults which is probably moving upslope along it to the flare location (<xref ref-type="fig" rid="F6">Figure 6A</xref>). The post URU sediments show a chaotic pattern below the flare compared to either side indicating that the sediments are probably of different character allowing fluid flow through them (<xref ref-type="fig" rid="F6">Figure 6A</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Seismic sections <bold>(A&#x2013;J)</bold> showing examples of high amplitude anomalies related to acoustic gas flares (arrows) observed in the study area (Location in <xref ref-type="fig" rid="F5">Figure 5</xref>). Blue line indicates URU surface, and green line for seafloor. The major faults are marked by black lines. The location of two gas samples, G4 and G5, coincides with flare locations shown on 6d and 6i.</p>
</caption>
<graphic xlink:href="feart-12-1346645-g006.tif"/>
</fig>
<p>Further south along the eastern boundary of Polhem Platform, the seismic data indicate a dome structure (the Selis Ridge) associated with numerous faults (<xref ref-type="fig" rid="F6">Figure 6B</xref>). Some very strong amplitude anomalies are observed at the URU surface at the shallowest part of the dome where the glacial sediments are thick (&#x223c;100 ms TWT) and non-tectonized (<xref ref-type="fig" rid="F6">Figure 6B</xref>). The sub-URU stratigraphy is sloping towards west in the west side of the dome whereas it shallows from east to west in the eastern side of the dome. One of the two flares in this area occurs above the fault with a marked high amplitude anomaly close to the URU surface. Many high amplitude anomalies can be seen fringing to the eastern side of the fault below the URU surface as well (<xref ref-type="fig" rid="F6">Figure 6B</xref>). The URU surface is blotted with high amplitude anomaly towards the west of the flare and close to the western end of the seismic line where a second flare is observed (<xref ref-type="fig" rid="F1">Figure 1</xref>). The variance slice (<xref ref-type="fig" rid="F5">Figure 5</xref>) indicates heavy faulting with fault orientations shifting from N-S in the south to NE-SW orientation in the north with the faults becoming more and more bifurcated covering larger areas (<xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<p>Along the central eastern boundary between the Polhem Platform and Loppa High, the subsurface is faulted with N-S oriented faults (<xref ref-type="fig" rid="F5">Figures 5</xref>, <xref ref-type="fig" rid="F6">6C</xref>). This location is peculiar with a mixed type of stratigraphic and structural control since the sub-URU sedimentary wedge from the west at the Polhem Platform is pinching out close to this area. The faulted Triassic deposits of Loppa High reach the URU surface here (<xref ref-type="fig" rid="F6">Figure 6C</xref>). The flare observed in this area is located above one of the faults which has a high amplitude anomaly in the subsurface, but dipping strata also pinch out directly below this flare. The presence of deep-seated faults, and the high amplitude anomaly deeper than URU close to the fault, suggests a fault related fluid supply to this flare and the shallow dipping permeable beds serving as fluid conduits (<xref ref-type="fig" rid="F6">Figure 6C</xref>).</p>
<p>The western flare on the Polhem Platform also suggests a similar fluid flow mechanism with direct link to faults but intermediate permeable beds facilitating the fluid flow to the URU level (<xref ref-type="fig" rid="F6">Figure 6D</xref>). Here, many flares occur above the large high amplitude anomaly close to the URU surface. The gas sample G4 is collected from the seep in this area. The flares along the eastern boundary of RLFC are located above the base Cretaceous pinchout boundary with faults linking the subsurface to seafloor (<xref ref-type="fig" rid="F6">Figures 6D&#x2013;G</xref>). The subsurface high amplitude anomalies, even though located along a westward dipping stratigraphic boundary, indicate a clear connection to faults below it. The Gohta and Komse Terraces also show the association with flares (<xref ref-type="fig" rid="F1">Figures 1</xref>, <xref ref-type="fig" rid="F6">6E</xref>). The fluids seem to be accumulating at the top boundary of the faults creating the high amplitude anomaly which is then moving upwards to the URU level through sloping layers of the fault complex (<xref ref-type="fig" rid="F6">Figure 6E</xref>). The triple junction between RLFC and Asterias fault complex along the southern part of the Gohta-Komse terrace appears to be chaotic with many high amplitude anomaly pockets occurring at different level with no apparent connection shown by faults (<xref ref-type="fig" rid="F6">Figure 6F</xref>). The presence of faults as the major mechanism for gas transport can be inferred at the southernmost location along the RLFC where all the flares occur away from the pinch out zones but on top of faults (<xref ref-type="fig" rid="F6">Figure 6G</xref>). The URU surface and sediments above it may be acting as a partially compromised cap rock regulating the fluid transfer from the URU to the seafloor (<xref ref-type="fig" rid="F6">Figure 6G</xref>).</p>
<p>A series of high amplitude anomalies occur along the top of Triassic close to the pinch out zone. But there is no real connectivity between these anomalies and each of these anomalies can be directly linked to faults in the subsurface (<xref ref-type="fig" rid="F6">Figures 6H&#x2013;J</xref>). As noticeable in seismic data, the fluid flow is controlled by the glacial sediments which in this case are pinching out towards south. Further south, on top of E-W oriented faults, four flares have been identified (<xref ref-type="fig" rid="F6">Figures 6H&#x2013;J</xref>). The flares appear to be directly connected to the faults with little quaternary sediments overlying these faults (<xref ref-type="fig" rid="F6">Figures 6H&#x2013;J</xref>). The gas sample G5 is collected from this flare along the line given in <xref ref-type="fig" rid="F6">Figure 6I</xref>. High amplitude anomalies due to the presence of gas can be seen at different levels of stratigraphy along the flanks of the faults (<xref ref-type="fig" rid="F6">Figures 6H&#x2013;J</xref>). The anomalies are concentrated on one side of the fault and on foot wall part of the permeable layer which is acting as the reservoir.</p>
<p>The two easternmost flares located above Svanefjell discovery have a similar model of fluid flow where the faults are bringing fluids to the URU surface and the URU surface act as horizontal cap rock layer with large gas accumulation at the URU level (<xref ref-type="fig" rid="F6">Figure 6J</xref>). The seismic data indicates that the chances of finding a gas flare is very high along the southern part of the seismic data since the gas accumulation is having a clear route to the surface from the high amplitude anomaly located at the URU level (<xref ref-type="fig" rid="F6">Figure 6J</xref>).</p>
</sec>
<sec id="s4-3">
<title>Geochemical results</title>
<p>Gas composition and isotope data of samples collected from the study area indicate variably mixed thermogenic and bacterial origins of gases (<xref ref-type="fig" rid="F7">Figure 7</xref>). The relationships of methane dD vs. d13C (<xref ref-type="fig" rid="F7">Figure 7B</xref>) are consistent with predominantly thermogenic origin of gases in locations G3, G4 and G5 (&#x3b4;<sup>13</sup>C-CH<sub>4</sub>: 45.2&#x2030; to &#x2212;50.2&#x2030;, dD-CH<sub>4</sub>: 185&#x2030; to &#x2212;208&#x2030;) whereas microbial source dominates in G1 and G2 (&#x3b4;<sup>13</sup>C-CH<sub>4</sub>: 49.4&#x2030; to &#x2212;67.8&#x2030;, dD-CH<sub>4</sub>: 175&#x2030; to &#x2212;215&#x2030;). All seep samples plot in or near the bacterial field on the Bernard diagram (<xref ref-type="fig" rid="F7">Figure 7A</xref>) due to very low abundance of higher molecular-weight components (ethane, propane, butane). The reservoir sample from G1 stands out and plots between the thermogenic and bacterial fields in the Bernard diagram showing that there is some mixing happening at the reservoir level too (<xref ref-type="fig" rid="F7">Figure 7A</xref>) which is clear in the methane isotopic ratios indicating a biogenic origin (<xref ref-type="fig" rid="F7">Figure 7B</xref>). Despite indications of bacterial origin of seep gases based on the Bernard plot relationships, the predominantly thermogenic origin as indicated by methane data (<xref ref-type="fig" rid="F7">Figure 7B</xref>) appears fully feasible given that methane migrates more readily from reservoirs compared to higher-molecular weight components that tend to be retained in the rock (<xref ref-type="bibr" rid="B45">Prinzhofer and Huc, 1995</xref>; <xref ref-type="bibr" rid="B37">Martini et al., 1996</xref>). Such compositional fractionation along the migration pathway from the reservoir to the seep may result in high C1/(C2-C4) and placement outside the thermogenic field in the Bernard plot (<xref ref-type="fig" rid="F7">Figure 7B</xref>) of G3, G4 and G5 gases that have predominantly thermogenic origin. Still, isotope data of methane suggest that there is a minor bacterial component present in G3, G4 and G5, and a bacterial component is dominant in G1 and G2 as suggested earlier (<xref ref-type="bibr" rid="B12">Cr&#xe9;mi&#xe8;re et al., 2018</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Gas composition and isotope data from samples collected from the study area and nearby locations plotted as <bold>(A)</bold> Bernard diagram and <bold>(B)</bold> gas genesis diagram based on methane carbon and hydrogen isotope composition. Locations shown as G1-Well 7316/5-1, G2-Harstad Basin, G3-H&#xe5;brann, G4-Loppa High and G5-Svanefjell in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
</caption>
<graphic xlink:href="feart-12-1346645-g007.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>Discussion</title>
<p>The fluid flow processes in the Loppa High and surrounding region are of special interest to investigate given the forcing of the glacial loading and unloading after deglaciation on the faulted shallow source rocks of Jurassic and Triassic age. The Loppa High is bounded by regional fault complexes of various ages (the Asterias, the Ringvass&#xf8;y-Loppa, the Bj&#xf8;rn&#xf8;yrenna and the Hoop fault complexes) on all sides and the sedimentary rocks encompassing the high are also heavily faulted making the region prone for fluid flow from deep source levels. The fault orientations might have changed in directions and dips due to the combined effects of sedimentary loading and various glaciations including erosion and glacio-isostatic uplift resulting in frequent opening and closing of various pathways. The glaciers were &#x223c;1,500&#x2013;2000 m thick during the last glaciation (<xref ref-type="bibr" rid="B54">Siegert et al., 2001</xref>; <xref ref-type="bibr" rid="B3">Auriac et al., 2016</xref>) reached the maximum extent 25 Ka and started retreating 17 ka ago (<xref ref-type="bibr" rid="B43">Peltier, 2004</xref>; <xref ref-type="bibr" rid="B53">Siegert and Dowdeswell, 2004</xref>; <xref ref-type="bibr" rid="B59">Svendsen et al., 2004</xref>). The loading effect during last glacial maximum spanned over a period of about 8000 years resulting in a thick hydrate stability zone (<xref ref-type="bibr" rid="B9">Chand et al., 2008</xref>) and consequent fluids expulsion from the subsurface reservoirs due to the load. Whether the thick and deep gas hydrate stability zone acted as a seal or not is unclear since there are many factors affecting the situation, such as, 1) the rate of grounded ice sheet growth (pressure buildup) vs. intensity of fluid seepage towards the surface, 2) the pore saturation and morphology of the hydrate formed controlling the fluid flow, 3) the temperature of the fluids vs. hydrate stability parameters, 4) proximity of the location to glacial front. In simple terms we can assume that the hydrate layer acted as a barrier, and with the deglaciation, the layer was removed resulting in intense fluid flow to the seafloor immediately followed by long term fluid flow as observed now as flares.</p>
<p>The results from the analysis of seep gas samples from the flare areas indicate that they, except G2, have a deep thermogenic origin, but the reservoir gas in G1 indicates a significant microbial contribution. This can be attributed to microbial degradation of thermogenic gas altering the isotopic composition of the methane gas (<xref ref-type="bibr" rid="B69">Milkov, 2011</xref>) most probably resulting from water percolation through open faults. The water percolation can be due to the existence of hydraulic under pressures either due to glacial unloading after hydraulic equilibration during grounded ice loading or due to an inherent under pressure generated due to large scale erosion during various ice ages which got equilibrated with opening of faults (<xref ref-type="bibr" rid="B63">Vinard et al., 2001</xref>). Both scenarios exhibit an open system at least for a short duration, consistent with the seepage from the reservoirs. All other samples except those from the Harstad Basin indicates an oil associated existence also implying the possibility of seepage from oil reservoirs. The four study areas are close to hydrocarbon discoveries and therefore such a signature indicates the possibility of past and present seepage from these reservoirs. Results from previous studies (<xref ref-type="bibr" rid="B13">Cr&#xe9;mi&#xe8;re et al., 2016a</xref>) suggest an enhanced seepage scenario after glacier retreat.</p>
<p>Since the fluids are leaking from the shallow sources, the originally deep sourced fluids probably have changed in properties by microbial degradation and hence the original source properties are partly hidden. The acoustic gas flares observed in the study can be related to the location of deep-seated faults in seismic data (<xref ref-type="fig" rid="F5">Figure 5</xref>) and different levels of accumulation can be observed (<xref ref-type="fig" rid="F6">Figure 6</xref>). The glacial deposits cover a major part of the study area, but flares occur wherever a subsurface fault is bringing fluids to the base of these deposits. The Cretaceous and older Mesozoic sediments are shallowing towards the area with the presence of fluid flow anomalies with fluid transfer happening along faults and unconformities. But no apparent single fluid focussing routes can be pointed out indicating a general seepage through heavy faulted sediments bringing the fluids to the URU. On the other hand, the glacial deposits act as a major control in redirecting the upward movement of fluids to the seafloor.</p>
</sec>
<sec sec-type="conclusion" id="s6">
<title>Conclusion</title>
<p>
<list list-type="simple">
<list-item>
<p>2. Fluid flow in the SW Barents Sea is occurring through faults mediated by glacial sediments.</p>
</list-item>
<list-item>
<p>3. The fluid leaking locations with soft sediments are associated with larger pockmarks (&#x3e;30 m) than the usual ones and occurrence of carbonate crusts.</p>
</list-item>
<list-item>
<p>4. Geochemical results from the samples indicate that the fluids are mainly deep thermogenic origin and altered by shallow storage during and after glaciation.</p>
</list-item>
<list-item>
<p>5. The thermogenic signature of the seeping fluids indicates the long term and large-scale supply of methane to the global methane budget also from similar areas of potential natural leakage from the subsurface to the water column.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The datasets presented in this article are not readily available because the raw data is not distributable. Requests to access the datasets should be directed to <email>shyam.chand@ngu.no</email>.</p>
</sec>
<sec id="s8">
<title>Author contributions</title>
<p>SC: Conceptualization, Data curation, Formal Analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. HB: Investigation, Project administration, Resources, Supervision, Visualization, Writing&#x2013;review and editing. AL: Data curation, Investigation, Methodology, Validation, Writing&#x2013;review and editing. TT: Funding acquisition, Investigation, Project administration, Supervision, Visualization, Writing&#x2013;review and editing. JP: Formal Analysis, Investigation, Resources, Visualization, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was funded by Lundin Norway AS (now Aker BP) and Geological Survey of Norway (NGU).</p>
</sec>
<ack>
<p>Geological Survey of Norway (NGU): data collection, processing, analysis, research, support and reporting.</p>
</ack>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>Authors HB and JP were employed by Expres Aker BP.</p>
<p>The remaining 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>
<p>The authors declare that this study received funding from Lundin Norway AS. The funder had the following involvement in the study: data collection, processing, analysis and reporting.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
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