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<article article-type="review-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Built Environ.</journal-id>
<journal-title>Frontiers in Built Environment</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Built Environ.</abbrev-journal-title>
<issn pub-type="epub">2297-3362</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">848698</article-id>
<article-id pub-id-type="doi">10.3389/fbuil.2022.848698</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Built Environment</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Performance-Based Design of Tall Timber Buildings Under Earthquake and Wind Multi-Hazard Loads: Past, Present, and Future</article-title>
<alt-title alt-title-type="left-running-head">Tesfamariam</alt-title>
<alt-title alt-title-type="right-running-head">MH PBD Tall Timber Buildings</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tesfamariam</surname>
<given-names>S.</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/191884/overview"/>
</contrib>
</contrib-group>
<aff>
<institution>School of Engineering</institution>, <institution>The University of British Columbia</institution>, <addr-line>Kelowna</addr-line>, <addr-line>BC</addr-line>, <country>Canada</country>
</aff>
<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/213445/overview">Gregory A. Kopp</ext-link>, Western University, Canada</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/168538/overview">Teng Wu</ext-link>, University at Buffalo, United&#x20;States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/212313/overview">Kohei Fujita</ext-link>, Kyoto University, Japan</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: S. Tesfamariam, <email>Solomon.Tesfamariam@ubc.ca</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Earthquake Engineering, a section of the journal Frontiers in Built Environment</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>8</volume>
<elocation-id>848698</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Tesfamariam.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Tesfamariam</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>The rapid growth of the urban population and associated environmental concerns are challenging city planners and developers to consider sustainable and cost-efficient building systems. Timber-based buildings, such as sustainable systems, are increasingly used. The timber buildings, however, being lighter and flexible, can be vulnerable to earthquakes and wind loads. This paper gives a state-of-the-art review on performance-based design (PBD) considerations and future direction for timber and timber-based hybrid buildings. The PBD review covered both earthquake and wind loads and multi-hazard design considerations. The review also provided 1) current practice and future direction in consideration of hazard, response, and loss assessment within the multi-hazard PBD, 2) damping and energy dissipation devices, 3) optimization under uncertainty, and 4) future of surrogate and multi-fidelity modeling in&#x20;PBD.</p>
</abstract>
<kwd-group>
<kwd>multi-hazard design</kwd>
<kwd>tall-timber building</kwd>
<kwd>damping</kwd>
<kwd>multi-fidelity models</kwd>
<kwd>energy dissipation devices</kwd>
<kwd>optimization</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<sec id="s1-1">
<title>Evolution of Tall-Timber and Hybrid Buildings</title>
<p>The rapid growth of the urban population and associated environmental concerns challenged city planners to consider sustainable and cost-efficient building systems (<xref ref-type="bibr" rid="B177">Nygaard et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B85">Foster and Reynolds 2018</xref>; <xref ref-type="bibr" rid="B207">Smith and Frangi 2014</xref>). With the recent introduction of manufactured mass timber elements, such as cross-laminated timber (CLT), laminated veneer lumber, and glued laminated timber (glulam), sustainable tall-timber buildings have&#x20;become a viable option (<xref ref-type="bibr" rid="B235">Tesfamariam et&#x20;al., 2021a</xref>, <xref ref-type="bibr" rid="B229">2019</xref>, <xref ref-type="bibr" rid="B236">2015</xref>; <xref ref-type="bibr" rid="B230">Tesfamariam and Das 2021</xref>; <xref ref-type="bibr" rid="B241">van de Lindt et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B2">Ahmed and Arocho 2020</xref>; <xref ref-type="bibr" rid="B192">Ramage et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B159">Malo et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B186">Pei et&#x20;al., 2015</xref>). What constitutes a &#x201c;tall building&#x201d; is relative to the time (<xref ref-type="bibr" rid="B118">Jennings 1970</xref>), and&#x20;the definition of &#x201c;tallness&#x201d; in a mass-timber building is evolving (<xref ref-type="bibr" rid="B86">Foster et&#x20;al., 2016</xref>). <xref ref-type="fig" rid="F1">Figure&#x20;1</xref> depicts the evolution of constructed, under construction, and proposed tall-timber buildings.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Evolution of tall-timber design and construction (compiled from the Council on Tall Buildings and Urban Habitat database on January 1, 2022).</p>
</caption>
<graphic xlink:href="fbuil-08-848698-g001.tif"/>
</fig>
<p>Tall-timber buildings are lighter and more flexible (<xref ref-type="bibr" rid="B85">Foster and Reynolds 2018</xref>) and consequently are vulnerable to wind loads due to limited overturning moment resistance capacity and excessive vibration demand (<xref ref-type="bibr" rid="B28">Bezabeh et&#x20;al., 2020a</xref>; <xref ref-type="bibr" rid="B25">Bezabeh et&#x20;al., 2018a</xref>). Limited studies are published on wind performance of timber and timber-based hybrid structure substantiated with wind tunnel tests (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B31">Bezabeh et&#x20;al., 2020b</xref>; <xref ref-type="bibr" rid="B25">Bezabeh et&#x20;al., 2018a</xref>). <xref ref-type="bibr" rid="B28">Bezabeh et&#x20;al. (2020a)</xref> carried out high-frequency pressure integration wind tunnel tests on tall-timber buildings (10, 15, 20, 30, and 40 stories). The dynamic response and serviceability-performance limits were assessed with respect to the 2015 National Building Code of Canada (NBC) (<xref ref-type="bibr" rid="B176">NRC 2015</xref>). With height beyond 10 stories, lateral drift and stiffness requirements can govern serviceability limit state and require stringent wind design consideration. <xref ref-type="bibr" rid="B27">Bezabeh et&#x20;al. (2018c)</xref> experimentally and analytically assessed the performance of a 10-story mass-timber building under tornado-like laboratory simulations and atmospheric boundary layer flow at Western University, Canada. The results highlight that strong tornadoes pose significant damage to drift-sensitive nonstructural components.</p>
<p>Knowledge of damping in tall-timber buildings is limited and uncertain (<xref ref-type="bibr" rid="B26">Bezabeh et&#x20;al., 2018b</xref>; <xref ref-type="bibr" rid="B75">Edsk&#xe4;r and Lidel&#xf6;w 2019</xref>; <xref ref-type="bibr" rid="B193">Reynolds et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B119">Kareem and Gurley 1996</xref>; <xref ref-type="bibr" rid="B182">Pagnini and Solari 1988</xref>). With emerging tall-timber building construction (<italic>e.g.</italic>, <xref ref-type="fig" rid="F1">Figure&#x20;1</xref>), the importance of damping was noted, and practical solutions were provided. &#x201c;Treet&#x201d; (<xref ref-type="bibr" rid="B159">Malo et&#x20;al., 2016</xref>), for example, a 14-story timber apartment building in Norway, is using the lateral-force resisting system that is diagonal glulam beams. The CLT was used for the elevator shaft and stairways, with additional concrete topped floor to improve the wind performance. &#x201c;Scotia Place&#x201d; (<xref ref-type="bibr" rid="B172">Moore 2000</xref>) is a 12-story steel-frame apartment building located in a high seismic zone in New&#x20;Zealand. Using the wood floor, the overall weight was reduced with additional cost savings in material and floor finishing. However, the lighter structure showed vulnerability to wind and the need for supplemental damping. Considering different levels of uncertain damping values, <xref ref-type="bibr" rid="B25">Bezabeh et&#x20;al. (2018a)</xref> showed the required damping values to satisfy the NBC criteria.</p>
</sec>
<sec id="s1-2">
<title>Motivation</title>
<p>Different national and international seismic design codes, <italic>e.g.</italic>, NBC (<xref ref-type="bibr" rid="B176">NRC 2015</xref>), International Building Code (<xref ref-type="bibr" rid="B111">ICC 2017</xref>), follow prescriptive (deterministic) and force-based design. The wind load design is mainly considering the first mode vibration and serviceability limit state (e.g., cladding failure, occupant comfort) (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B180">Ouyang and Spence 2021</xref>; <xref ref-type="bibr" rid="B25">Bezabeh et&#x20;al., 2018a</xref>; <xref ref-type="bibr" rid="B23">Bernardini et&#x20;al., 2014</xref>). The seismic design principles are for first mode deformation response and collapse prevention limit state. This is not suitable for tall-timber buildings that have higher mode contributions (<xref ref-type="bibr" rid="B192">Ramage et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B252">Willford et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B118">Jennings 1970</xref>). In addition, under severe earthquakes, the building can sustain irreparable damage with post-earthquake occupancy and community recovery implications (<xref ref-type="bibr" rid="B223">Takagi and Wada 2019</xref>). For the tall-timber and hybrid buildings that are outside of the code-oriented practice, performance-based design (PBD) is a viable approach (<xref ref-type="bibr" rid="B94">Golesorkhi et&#x20;al., 2017</xref>; Bezabeh et&#x20;al., 2015; <xref ref-type="bibr" rid="B181">PEER 2017</xref>; <xref ref-type="bibr" rid="B152">Loss et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B151">LATBSDC 2020</xref>; <xref ref-type="bibr" rid="B5">Alinejad et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B235">Tesfamariam et&#x20;al., 2021a</xref>). In wind engineering, there is a departure from prescriptive to PBD for wind as reflected in <xref ref-type="bibr" rid="B8">ASCE (2019)</xref> pre-standard.</p>
<p>The current building design codes use combination rules (<italic>e.g.</italic>, dead load and earthquake load) to achieve uniform reliability (<xref ref-type="bibr" rid="B56">Crosti et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B74">Duthinh and Simiu, 2010</xref>). In combination with other loads (dead load, live loads, snow loads, etc.), the design is governed by earthquake or wind loads (NBC 2015; <xref ref-type="bibr" rid="B9">ASCE 2017</xref>). The risk of exceeding a given limit&#x20;state is implicitly assumed to be the same in the region where earthquake or wind is the dominant load (<xref ref-type="bibr" rid="B134">Kwag et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B74">Duthinh and Simiu 2010</xref>). In cities, such as Vancouver (high seismic zone) and Boston (low seismic zone), for example, the challenge for structural designers is an earthquake, and wind can be competing design loads (<xref ref-type="bibr" rid="B249">Wen and Kang 2001a</xref>; <xref ref-type="bibr" rid="B156">Mahmoud and Cheng 2017</xref>; <xref ref-type="bibr" rid="B233">Tesfamariam et&#x20;al., 2019</xref>). The earthquake and wind loads multi-hazard (MH) design might not necessarily be governed by higher intensity single hazard but be dominated by the lower intensity and more frequent hazard (<xref ref-type="bibr" rid="B249">Wen and Kang 2001a</xref>; <xref ref-type="bibr" rid="B251">Wen 2001</xref>). <xref ref-type="bibr" rid="B248">Wen (1990)</xref> proposed a uniform reliability design rule of combination. With increasing building height, the need for MH design consideration of tall building design is apparent (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B221">Suksuwan and Spence 2018</xref>).</p>
<p>With increasing demand in the design and construction of tall-timber buildings, MH PBD principles beyond the current design guideline are needed. The PBD framework for wind, earthquake, and MH tall-timber design is depicted in <xref ref-type="fig" rid="F2">Figure&#x20;2</xref>. From the current literature review, for PBD of tall-timber building, issues related to modeling, consideration of site-specific soil&#x2013;structure interaction (SSI), energy dissipation devices, efficient optimization algorithms, and damping are apparent (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). Thus, this paper is a state-of-the-art review of the MH design consideration and discussion on the emerging modeling consideration for tall-timber design and future implementation.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Earthquake and wind MH design framework.</p>
</caption>
<graphic xlink:href="fbuil-08-848698-g002.tif"/>
</fig>
</sec>
<sec id="s1-3">
<title>Objectives</title>
<p>In this paper, the first high-level review of the current PBD for seismic and wind loads is provided. In addition, the review is extended for the earthquake and wind MH framework. Within the PBD framework, emerging challenges for tall-timber buildings in quantifying site-specific hazard engineering demand parameters are discussed. The problem of PBD is faced with a plethora of information and computationally expensive models. This entails the use of machine learning techniques for surrogate models; emerging multi-fidelity models are discussed in more detail. The review provided in this paper is outlined below.<list list-type="simple">
<list-item>
<p>&#x2022; Detailed review and evolution of PBD design for earthquake (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B81">FEMA 2012</xref>; <xref ref-type="bibr" rid="B181">PEER 2017</xref>; <xref ref-type="bibr" rid="B151">LATBSDC 2020</xref>) and wind (<xref ref-type="bibr" rid="B216">Spence and Kareem 2014</xref>; <xref ref-type="bibr" rid="B60">Cui and Caracoglia 2018</xref>; <xref ref-type="bibr" rid="B31">Bezabeh et&#x20;al., 2020b</xref>; <xref ref-type="bibr" rid="B106">Hou and Jafari 2020</xref>; <xref ref-type="bibr" rid="B120">Kareem 2020</xref>) are provided in the cited literature. Thus, the review provided here is brief to set the context for the MH design consideration and emerging modeling consideration.</p>
</list-item>
<list-item>
<p>&#x2022; With limited tall-timber buildings designed, the damping value to use for design and analysis is an ongoing challenge. This paper provides a review of the source of damping and damping values obtained from <italic>in situ</italic> measurements.</p>
</list-item>
<list-item>
<p>&#x2022; SSI is highlighted to be important in the damping quantification and review, and future direction is provided.</p>
</list-item>
<list-item>
<p>&#x2022; The lighter and tall-timber buildings are vulnerable to wind, and this can be mitigated using damping technologies. The different damping technologies are briefly reviewed, and current applications are highlighted. Detailed reviews on different damping technologies and applications to tall buildings are discussed in the literature (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B212">Soong and Spencer Jr 2002</xref>; <xref ref-type="bibr" rid="B46">Christopoulos and Filiatrault 2006</xref>; <xref ref-type="bibr" rid="B225">Takewaki 2011</xref>; <xref ref-type="bibr" rid="B136">Lago et&#x20;al., 2018</xref>).</p>
</list-item>
<list-item>
<p>&#x2022; Finally, with evolving computational tools, the different optimization techniques and surrogate models are reviewed. With the computationally intensive design and optimization, the current application of the multi-fidelity models is reviewed.</p>
</list-item>
</list>
</p>
<p>This paper is intended to give a highlight and opportunity for current state-of-the-art and future research direction.</p>
</sec>
</sec>
<sec id="s2">
<title>Performance-Based Design for Earthquake Loads</title>
<p>In the 1990s, PBD was introduced as a new structural design procedure to meet targeted building performance subject to ground shaking (<xref ref-type="bibr" rid="B219">SEAOC 1995</xref>; <xref ref-type="bibr" rid="B79">FEMA 1997</xref>). Although the first-generation PBD methods considered actual seismic demand and nonlinear building capacity, they were deterministic in nature. The second generation of performance-based earthquake engineering (PBEE) methodology was proposed to quantify the mean annual rate of exceedance of earthquake impact &#x3bb;<sub>E</sub>(<italic>dv</italic>) by capturing the uncertainty in ground shaking, building behavior, and decision variables (<xref ref-type="bibr" rid="B54">Cornell and Krawinkler 2000</xref>; <xref ref-type="bibr" rid="B189">Porter 2003</xref>). The PBEE framework (summarized in <xref ref-type="table" rid="T1">Table&#x20;1</xref>) was put forward by the Pacific Earthquake Engineering Research Center (PEER) (<xref ref-type="bibr" rid="B189">Porter 2003</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>PEER performance based design framework.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">References</th>
<th align="center">Equation</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">
<xref ref-type="bibr" rid="B54">Cornell and Krawinkler (2000)</xref>, <xref ref-type="bibr" rid="B181">PEER (2017)</xref>
</td>
<td align="left">
<inline-formula id="inf1">
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<mml:mo>&#x3d;</mml:mo>
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<mml:mo>&#x222b;</mml:mo>
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<mml:mrow>
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<mml:mi>p</mml:mi>
</mml:mrow>
</mml:munder>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:mrow>
<mml:munder>
<mml:mo>&#x222b;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:munder>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mrow>
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<mml:mrow>
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<mml:mrow>
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<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>m</mml:mi>
<mml:mo>&#x7c;</mml:mo>
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<mml:mi>d</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>d</mml:mi>
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<mml:mo>&#x7c;</mml:mo>
<mml:mi>i</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>&#x3bb;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>&#x7c;</mml:mo>
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</mml:mrow>
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</mml:mstyle>
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</mml:mstyle>
</mml:mrow>
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</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
<tr>
<td align="left">
<inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>E</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>v</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> <italic>&#x3d;</italic> mean annual rate of exceedance of earthquake impact; <italic>dv</italic> &#x3d; decision variable corresponding to the performance metric (for example, repair cost, downtime); <italic>dm</italic> &#x3d; damage measure; <italic>edp</italic> &#x3d; engineering demand parameter; <italic>im</italic> &#x3d; intensity measure for the ground motion; <italic>&#x3bb;</italic>(<italic>im</italic>) &#x3d; mean annual rate that a certain level of <italic>im</italic> is exceeded, <italic>G</italic> (<italic>x</italic>&#x7c;<italic>y</italic>) &#x3d; complementary cumulative distribution function of <italic>x</italic> given <italic>y</italic>
</td>
</tr>
<tr>
<td rowspan="2" align="left">
<xref ref-type="bibr" rid="B50">Ciampoli et&#x20;al. (2011)</xref>
</td>
<td align="left">
<inline-formula id="inf3">
<mml:math id="m3">
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</inline-formula> <italic>&#x3d;</italic> mean annual rate of exceedance of wind impact; <italic>dv</italic> &#x3d; decision variable corresponding to the performance metric (for example, repair cost); <italic>dm</italic> &#x3d; damage measure; <italic>edp</italic> &#x3d; engineering demand parameter; <italic>ip</italic> &#x3d; wind&#x2013;structure interaction; <italic>im</italic> &#x3d; intensity measure for the wind; d<italic>&#x3bb;(im</italic>) &#x3d; mean annual rate that a certain level of <italic>im</italic> is exceeded, <italic>G</italic> (<italic>x</italic>&#x7c;<italic>y,z</italic>) &#x3d; complementary cumulative distribution function of <italic>x</italic> given <italic>y</italic> and <italic>z</italic>. The structural response (<italic>edp</italic>) is characterized conditional on the wind&#x2013;structure interaction (<italic>ip</italic>) in addition to the wind effects (<italic>im</italic>)</td>
</tr>
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<p>The PEER framework has been applied in the seismic design and evaluation of buildings (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B178">O&#x27;Reilly and Calvi 2019</xref>; <xref ref-type="bibr" rid="B203">Shome et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B117">Jayaram et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B262">Zareian and Krawinkler 2012</xref>; <xref ref-type="bibr" rid="B147">Liel et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B98">Goulet et&#x20;al., 2007</xref>). The PEER&#x27;s triple integral implicitly assumes that damage measure (<italic>dm</italic>) conditioned-on-engineering demand parameter (<italic>edp</italic>) is independent of intensity measure (<italic>im</italic>), and decision variable (<italic>dv</italic>) conditioned-on-<italic>dm</italic> is independent of <italic>im</italic> and <italic>edp</italic>. The seismic impact quantification is decomposed into subtasks that can be carried out by a different group of experts (<xref ref-type="bibr" rid="B130">Der Kiureghian 2005</xref>). This conditional independence of the PEER framework has enabled other researchers to extend it to PBD for fire (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B139">Lange et&#x20;al., 2014</xref>), hurricane (<xref ref-type="bibr" rid="B21">Barbato et&#x20;al., 2013</xref>), tsunami (<xref ref-type="bibr" rid="B18">Attary et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B91">Goda et&#x20;al., 2021</xref>), and wind (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B50">Ciampoli et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B188">Petrini and Ciampoli, 2012</xref>).</p>
<p>Computing the mean annual rate of exceedance of <italic>dv</italic>s is computationally intensive, and different approximations are proposed. The triple integral in the PEER framework can be computed using computationally intensive Monte Carlo simulations (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B117">Jayaram et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B98">Goulet et&#x20;al., 2007</xref>). Different stochastic models, such as Poisson, Markov, semi-Markov, renewal, or trigger type, have been considered for earthquake modeling (<xref ref-type="bibr" rid="B10">Anagnos and Kiremidjian 1984</xref>). With Poisson&#x27;s occurrence of the earthquake load assumption, <xref ref-type="bibr" rid="B130">Der Kiureghian (2005)</xref> formulated a closed-form solution of the PEER framework. The closed-form solution of the mean annual rate is identical to the PEER framework. However, when the PEER framework is extended beyond 1&#xa0;year, it gives a conservative result (<xref ref-type="bibr" rid="B130">Der Kiureghian 2005</xref>). Similarly, with Poisson&#x27;s earthquake arrival assumption, <xref ref-type="bibr" rid="B249">Wen and Kang (2001a)</xref> developed a closed-form solution for earthquake load formulated under life cycle cost (LCC) (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). The LCC equation shown in <xref ref-type="table" rid="T2">Table&#x20;2</xref> is a generalized equation that can be used for earthquake, wind, and earthquake and wind MH. In addition, it accounts for the coincidence rate of earthquake and wind hazard in the calculation of the LCC. <xref ref-type="bibr" rid="B224">Takahashi et&#x20;al. (2004)</xref> considered a renewal model of earthquake occurrences in the LCC analysis. The LCC approach has been used in buildings&#x27; seismic design applications (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B250">Wen and Kang 2001b</xref>; <xref ref-type="bibr" rid="B148">Liu et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B170">Mitropoulou et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B38">Castaldo et&#x20;al., 2016</xref>). <xref ref-type="bibr" rid="B157">Mahsuli and Haukaas (2013)</xref> proposed a reliability-based approach to solving the loss assessment.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>LCC performance based design framework.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Reference</th>
<th align="center">Equation</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="4" align="left">
<xref ref-type="bibr" rid="B249">Wen and Kang 2001a</xref>; <xref ref-type="bibr" rid="B250">Wen and Kang 2001b</xref>
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</inline-formula> &#x3d; coincidence rate of hazards <italic>i</italic> and <italic>j</italic>; mean occurrence rate of hazard <italic>i</italic>;; <inline-formula id="inf13">
<mml:math id="m13">
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<mml:mi>&#x3bc;</mml:mi>
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<mml:mo>)</mml:mo>
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</inline-formula> &#x3d; coincidence rate of hazards <italic>i</italic>, <italic>j</italic> and <italic>k</italic>; mean occurrence rate of hazard <italic>i</italic>; <inline-formula id="inf15">
<mml:math id="m15">
<mml:mrow>
<mml:msubsup>
<mml:mi>P</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>i</mml:mi>
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<mml:math id="m16">
<mml:mrow>
<mml:msubsup>
<mml:mi>P</mml:mi>
<mml:mi>l</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
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</inline-formula> &#x3d; probability of limit-state <italic>l</italic> given the coincidence of hazard <italic>i</italic> and <italic>j</italic>; <inline-formula id="inf17">
<mml:math id="m17">
<mml:mrow>
<mml:msubsup>
<mml:mi>P</mml:mi>
<mml:mi>l</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
<mml:mi>k</mml:mi>
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</inline-formula> &#x3d; probability of limit-state <italic>l</italic> given the coincidence of hazard <italic>i</italic>, <italic>j</italic> and <italic>k</italic>; <inline-formula id="inf18">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mrow>
<mml:msub>
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</inline-formula> &#x3d; mean duration of hazard <italic>i</italic>
</td>
</tr>
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</sec>
<sec id="s3">
<title>Performance-Based Design for Wind Loads</title>
<p>The current wind load design follows the Davenport wind loading chain (<xref ref-type="bibr" rid="B65">Davenport 1967</xref>; <xref ref-type="bibr" rid="B112">Isyumov 2012</xref>). In the wind loading chain, the wind response of tall buildings is determined by considering local wind climatology, local wind exposure and topography, structural aerodynamic characteristics (governed by building shape), and structural dynamic properties (<xref ref-type="bibr" rid="B121">Kareem et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Bezabeh et&#x20;al., 2020b</xref>; <xref ref-type="bibr" rid="B210">Solari 2020</xref>). The framework was developed for synoptic and stationary winds. Non-stationarity of the wind load, however, has been identified as an important factor to consider (<xref ref-type="bibr" rid="B123">Kareem and Wu 2013</xref>; <xref ref-type="bibr" rid="B209">Solari et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B104">Hong 2016</xref>). <xref ref-type="bibr" rid="B121">Kareem et&#x20;al. (2019)</xref> generalized the Davenport wind loading chain to account for a non-stationary wind&#x2013;force&#x2013;response relationship. Unlike earthquake load, for wind load, the building&#x27;s aerodynamic interactions are evolving with the change in the built environment (<xref ref-type="bibr" rid="B64">Davenport 1983</xref>; <xref ref-type="bibr" rid="B78">Elshaer et&#x20;al., 2017</xref>). Thus, the design for wind loads should account for the evolution of the built environment.</p>
<p>
<xref ref-type="bibr" rid="B31">Bezabeh et&#x20;al. (2020b)</xref> have provided a state-of-the-art review on PBD for wind loads. The PEER framework was extended for &#x201c;Performance-Based Wind Engineering&#x201d; (PBWE, <xref ref-type="table" rid="T1">Table&#x20;1</xref>, <xref ref-type="bibr" rid="B50">Ciampoli et&#x20;al., 2011</xref>). Different researchers have used the PBWE framework (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B19">Augusti and Ciampoli 2008</xref>; <xref ref-type="bibr" rid="B50">Ciampoli et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B51">Ciampoli and Petrini 2012</xref>; <xref ref-type="bibr" rid="B216">Spence and Kareem 2014</xref>; <xref ref-type="bibr" rid="B48">Chuang and Spence 2017</xref>; <xref ref-type="bibr" rid="B220">Suksuwan and Spence 2019</xref>; <xref ref-type="bibr" rid="B180">Ouyang and Spence 2021</xref>). Similar to PBEE, the PBWE framework is computationally intensive and requires quantifying the probabilistic hazard to loss assessment. <xref ref-type="bibr" rid="B249">Wen and Kang (2001a)</xref> proposed an LCC-based closed-form solution of the probabilistic wind design framework (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). The LCC framework has been applied for tall building wind load design (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B140">Le and Caracoglia 2021</xref>; <xref ref-type="bibr" rid="B167">Micheli et&#x20;al., 2019</xref>, <xref ref-type="bibr" rid="B165">2021</xref>; <xref ref-type="bibr" rid="B60">Cui and Caracoglia 2018</xref>, <xref ref-type="bibr" rid="B59">Cui and Caracoglia 2020</xref>; <xref ref-type="bibr" rid="B109">Ierimonti et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B110">Ierimonti et&#x20;al., 2018</xref>). <xref ref-type="bibr" rid="B25">Bezabeh et&#x20;al. (2018a</xref>, <xref ref-type="bibr" rid="B26">2018b)</xref> extended the Davenport wind loading chain to account for uncertainties and formulated it in a reliability framework.</p>
<p>The wind load design was mainly undertaken for a linear response that will consequently furnish over designed system (<xref ref-type="bibr" rid="B4">Alinejad and Kang, 2020</xref>). The consideration of nonlinear wind design is an emerging area (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B3">Alinejad et&#x20;al., 2020</xref>, <xref ref-type="bibr" rid="B5">2021</xref>; <xref ref-type="bibr" rid="B31">Bezabeh et&#x20;al., 2020b</xref>; <xref ref-type="bibr" rid="B77">Elezaby and El Damatty 2020</xref>; <xref ref-type="bibr" rid="B108">Huang and Chen 2022</xref>). To ameliorate this, the <xref ref-type="bibr" rid="B8">ASCE (2019)</xref> pre-standard has put forward a PBWD of buildings for wind load, where both linear elastic and nonlinear time history analysis (NLTHA) can be utilized. <xref ref-type="bibr" rid="B48">Chuang and Spence (2017)</xref> presented a wind PBD framework to account both for collapse and non-collapse limit states. <xref ref-type="bibr" rid="B29">Bezabeh et&#x20;al. (2021a</xref>, <xref ref-type="bibr" rid="B30">2021b)</xref> proposed a PBWD for a nonlinear wind design framework. <xref ref-type="bibr" rid="B31">Bezabeh et&#x20;al. (2020b)</xref> proposed using self-centering systems to overcome the progressive unidirectional accumulation of plastic deformations.</p>
</sec>
<sec id="s4">
<title>Multi-Hazard Design Under Earthquake and Wind Loads</title>
<p>For earthquake and wind MH design framework, fragility-based (<xref ref-type="bibr" rid="B266">Zheng et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B143">Li et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B144">Li et&#x20;al., 2020</xref>), LCC-based (<xref ref-type="bibr" rid="B131">Kleingesinds and Lavan 2021</xref>; <xref ref-type="bibr" rid="B132">Kleingesinds et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B242">Venanzi et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B156">Mahmoud and Cheng 2017</xref>; <xref ref-type="bibr" rid="B249">Wen and Kang 2001a</xref>; <xref ref-type="bibr" rid="B250">Wen and Kang 2001b</xref>), and risk-based (<xref ref-type="bibr" rid="B56">Crosti et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B74">Duthinh and Simiu 2010</xref>; <xref ref-type="bibr" rid="B221">Suksuwan and Spence 2018</xref>; <xref ref-type="bibr" rid="B247">Wang M. et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B134">Kwag et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B198">Roy et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B266">Zheng et&#x20;al., 2021</xref>) framework have been proposed to meet different performance objectives (<italic>e.g.</italic>, serviceability/comfort, life safety).</p>
<p>
<xref ref-type="bibr" rid="B249">Wen and Kang (2001a)</xref> formulated a generalized LCC framework that considers both correlated and uncorrelated earthquake and wind loads (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). The MH framework assumed that earthquake and wind hazards follow a Poisson model (<xref ref-type="bibr" rid="B248">Wen 1990</xref>). The MH PBD framework considers uncertainties in hazard, demand, capacity, and initial construction <italic>C</italic>
<sub>
<italic>o</italic>
</sub> and damage costs. The earthquake and wind loads vary over time; however, the co-occurrence of the maximum values for earthquake and wind loads is small, and this correlation can be ignored (<xref ref-type="bibr" rid="B249">Wen and Kang 2001a</xref>; <xref ref-type="bibr" rid="B251">Wen 2001</xref>). <xref ref-type="bibr" rid="B221">Suksuwan and Spence (2018)</xref> and <xref ref-type="bibr" rid="B49">Chulahwat and Mahmoud (2017)</xref>, for example, integrated the PEER earthquake <inline-formula id="inf19">
<mml:math id="m19">
<mml:mrow>
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<mml:mi>&#x3bb;</mml:mi>
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</inline-formula> and wind <inline-formula id="inf20">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>W</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> PBD frameworks (<xref ref-type="table" rid="T1">Table&#x20;1</xref>) for earthquake and wind MH design, <inline-formula id="inf21">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mi>H</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>V</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, as:<disp-formula id="e1">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mi>H</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>E</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>W</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
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<label>(1)</label>
</disp-formula>With an increasing body of knowledge in the MH design framework, there is no reported study for tall-timber buildings. The MH framework for the tall-timber building is presented in <xref ref-type="fig" rid="F2">Figure&#x20;2</xref>.</p>
</sec>
<sec id="s5">
<title>Site-Specific Hazard and Engineering Demand Parameters</title>
<p>In 1910, the Seismology Society of America identified three emerging areas (<xref ref-type="bibr" rid="B164">McGuire 2004</xref>): 1) earthquake event, 2) associated ground motions, and 3) effect on structures. The three emerging areas are still valid today for innovative building systems to reliably quantify the <italic>im</italic> and <italic>edp</italic>s. In wind engineering, it has gone through similar evolution with the wind loading chain (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B121">Kareem et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Bezabeh et&#x20;al., 2020b</xref>; <xref ref-type="bibr" rid="B210">Solari 2020</xref>).</p>
<p>The <italic>edp</italic>s in the PBD framework (<xref ref-type="table" rid="T1">Table&#x20;1</xref>) are structural responses, such as acceleration and inter-story drift ratio (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B232">Tesfamariam and Goda 2015</xref>; <xref ref-type="bibr" rid="B59">Cui and Caracoglia 2020</xref>), obtained through NLTHA. The site-specific hazard can be undertaken using probabilistic seismic hazard analysis (<xref ref-type="bibr" rid="B164">McGuire 2004</xref>; <xref ref-type="bibr" rid="B16">Atkinson and Goda 2013</xref>; <xref ref-type="bibr" rid="B36">Bommer and Stafford 2020</xref>) framework, considering empirical equations (<xref ref-type="bibr" rid="B201">Shahi and Baker 2011</xref>; <xref ref-type="bibr" rid="B217">Stafford 2014</xref>) or physics-based (<xref ref-type="bibr" rid="B17">Atkinson and Silva 2000</xref>; <xref ref-type="bibr" rid="B256">Yamamoto and Baker 2013</xref>) ground motion characterization. Finally, different ground motion selection algorithms are used to carry out the NLTHA (e.g., <xref ref-type="bibr" rid="B37">Bradley et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B92">Goda, 2015</xref>).</p>
<p>Advances in computational resources have enabled researchers to develop high-resolution coupled physics-based ground motion sources to structural simulation models (<xref ref-type="bibr" rid="B126">Kenawy et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B163">McCallen et&#x20;al., 2021</xref>). This eliminates the epistemic uncertainty in quantifying free field and foundation level shaking. This model, however, requires a detailed site-specific source model and is computationally intensive. The computationally intensive PBD simulations can be ameliorated with a cloud-enabled computational platform (<xref ref-type="bibr" rid="B70">Deierlein et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B120">Kareem 2020</xref>). This might not be suitable for preliminary design iterations and verifications; however, it can be used for final design validation.</p>
<p>Once the <italic>im</italic> at the site is obtained through the hazard analysis, the <italic>im</italic> and <italic>edp</italic> relation is established through fragility curves (e.g., <xref ref-type="bibr" rid="B93">Goda and Tesfamariam 2015</xref>; <xref ref-type="bibr" rid="B67">De Risi et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B59">Cui and Caracoglia 2020</xref>; <xref ref-type="bibr" rid="B140">Le and Caracoglia 2021</xref>; <xref ref-type="bibr" rid="B206">Silva et&#x20;al., 2021</xref>). Other important areas that warrant investigation for tall-timber buildings are the effect of long-duration earthquakes (<xref ref-type="bibr" rid="B118">Jennings 1970</xref>; <xref ref-type="bibr" rid="B231">Tesfamariam and Goda 2017</xref>), mainshock and aftershock earthquake sequences (<xref ref-type="bibr" rid="B92">Goda 2015</xref>; <xref ref-type="bibr" rid="B231">Tesfamariam and Goda, 2017</xref>; <xref ref-type="bibr" rid="B232">Tesfamariam and Goda 2015</xref>), a dependency between <italic>edp</italic>s (<xref ref-type="bibr" rid="B93">Goda and Tesfamariam 2015</xref>; <xref ref-type="bibr" rid="B67">De Risi et&#x20;al., 2019</xref>), and directionality of wind loads (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B59">Cui and Caracoglia 2020</xref>).</p>
</sec>
<sec id="s6">
<title>Loss Assessment</title>
<p>The accuracy of the loss assessment is influenced by the available data and the choices of relevant models and parameters (<xref ref-type="bibr" rid="B105">Hosseinpour et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B55">Cremen and Baker 2021</xref>; <xref ref-type="bibr" rid="B178">O&#x27;Reilly and Calvi 2019</xref>; <xref ref-type="bibr" rid="B20">Baker and Cornell 2008</xref>). In North America, the current seismic loss assessment has evolved from expert-driven (<italic>e.g.</italic>, ATC 13, <xref ref-type="bibr" rid="B12">ATC 1985</xref>) to detailed simulation-based models (HAZUS, <xref ref-type="bibr" rid="B82">FEMA&#x2013;NIBS 2003</xref>; FEMA P58, <xref ref-type="bibr" rid="B80">FEMA 2000</xref>). In a case where historical data are scarce, simulation-based methods are viable options (<xref ref-type="bibr" rid="B257">Yang et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B262">Zareian and Krawinkler 2012</xref>). HAZUS (<xref ref-type="bibr" rid="B82">FEMA&#x2013;NIBS 2003</xref>; <xref ref-type="bibr" rid="B128">Kircher et&#x20;al., 2006</xref>) quantifies the loss assessment using the maximum inter-story drift ratio obtained through simulation. Response of tall buildings are subject to multimodal response, and the loss assessment is better captured using a nonuniform evaluation of loss distribution over the height (<xref ref-type="bibr" rid="B204">Shome and Luco 2010</xref>; <xref ref-type="bibr" rid="B203">Shome et&#x20;al., 2015</xref>). FEMA P58 (<xref ref-type="bibr" rid="B81">FEMA 2012</xref>; <xref ref-type="bibr" rid="B13">ATC 2018</xref>) developed a fragility-based loss assessment tool named performance assessment calculation tool. The performance assessment calculation tool contains a large database consisting of the mean and dispersion values of different consequence functions (repair cost, repair time, casualty, and dollar loss). <xref ref-type="bibr" rid="B15">Aslani and Miranda (2005)</xref> proposed a story-based loss assessment by considering the damage, downtime due to business interruption, injuries, and loss of lives. Different authors have now developed simplified story-based loss assessments (e.g., <xref ref-type="bibr" rid="B183">Papadopoulos et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B202">Shahnazaryan et&#x20;al., 2021</xref>). Similar trends are followed in the loss assessment under wind load (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B140">Le and Caracoglia 2021</xref>; <xref ref-type="bibr" rid="B167">Micheli et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B165">Micheli et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B60">Cui and Caracoglia 2018</xref>, <xref ref-type="bibr" rid="B59">2020</xref>; <xref ref-type="bibr" rid="B109">Ierimonti et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B110">Ierimonti et&#x20;al., 2018</xref>).</p>
<p>The current state-of-the-art evaluation and design are moving from loss quantification to post-earthquake recovery, called resiliency (<xref ref-type="bibr" rid="B52">Cimellaro et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B53">Cimellaro 2013</xref>; <xref ref-type="bibr" rid="B162">McAllister 2016</xref>; <xref ref-type="bibr" rid="B6">Almufti and Willford 2021</xref>; <xref ref-type="bibr" rid="B89">Furley et&#x20;al., 2021</xref>). A comprehensive resilience rating system, Resilience-Based Earthquake Design Initiative, was developed by Arup (<xref ref-type="bibr" rid="B6">Almufti and Willford 2021</xref>). <xref ref-type="bibr" rid="B253">Wilson et&#x20;al. (2021)</xref> implemented loss assessment for CLT building using FEMA P58. <xref ref-type="bibr" rid="B89">Furley et&#x20;al. (2021)</xref> implemented a stochastic model to quantify the resiliency of a two-story self-centering CLT building.</p>
</sec>
<sec id="s7">
<title>Soil&#x2013;Structure Interaction</title>
<p>SSI is influenced by the site conditions, foundation embedment, flexibility, and shape on foundation impedance (<xref ref-type="bibr" rid="B218">Stewart et&#x20;al., 1999</xref>; <xref ref-type="bibr" rid="B213">Sotiriadis et&#x20;al., 2020</xref>). This interaction is complex, and it can have both beneficial and detrimental effects on the response (<xref ref-type="bibr" rid="B173">Mylonakis and Gazetas 2000</xref>). Low-fidelity spring models (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B218">Stewart et&#x20;al., 1999</xref>; <xref ref-type="bibr" rid="B213">Sotiriadis et&#x20;al., 2020</xref>) and high-fidelity finite element models (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B191">Rahmani et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B14">Arboleda-Monsalve et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B163">McCallen et&#x20;al., 2021</xref>) have been used for SSI. Low-fidelity, linear, and nonlinear spring models can be used at the foundation of the building structure (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B218">Stewart et&#x20;al., 1999</xref>; <xref ref-type="bibr" rid="B213">Sotiriadis et&#x20;al., 2020</xref>). <xref ref-type="bibr" rid="B142">Lesgidis et&#x20;al. (2018)</xref> proposed frequency- and intensity-dependent spring models for&#x20;SSI.</p>
<p>The SSI is an important intrinsic source of damping for tall buildings (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B58">Cruz and Miranda, 2017</xref>). The SSI will consequently impact the response of tall buildings under earthquake and wind loads. However, the SSI effect is not considered in the current tall-timber building design literature. <xref ref-type="bibr" rid="B149">Liu et&#x20;al. (2008)</xref> showed that for a wind-induced response of tall buildings incorporating tuned mass damper (TMD), neglecting the SSI overestimated the response and underestimated the effectiveness of the TMD. <xref ref-type="bibr" rid="B268">Zhou et&#x20;al. (2018)</xref>, for eddy current TMD and wind-load application on tall buildings, showed that, with consideration of SSI, the short return period acceleration response exceeded the human comfort limit states.</p>
</sec>
<sec id="s8">
<title>Damping</title>
<p>Damping mechanisms in tall buildings are associated with intrinsic/inherent (or structural), aerodynamic, hysteretic, and supplemental/additional (<xref ref-type="bibr" rid="B208">Smith et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B136">Lago et&#x20;al., 2018</xref>). Factors that contribute to the damping are as follows (<xref ref-type="bibr" rid="B259">Yeh et&#x20;al., 1971</xref>; <xref ref-type="bibr" rid="B57">Cruz and Miranda, 2016</xref>, <xref ref-type="bibr" rid="B58">2017</xref>): material, friction between members and connections, structural system and joint types, foundation and soil types, interior partitions, exterior cladding, other nonstructural members, and vibration amplitude.</p>
<p>The damping associated with different mass timber building typologies and connections can be quantified from field measurement (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B208">Smith et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B127">Kijewski-Correa and Pirnia, 2007</xref>). With <italic>in situ</italic> ambient vibration measurements, <xref ref-type="bibr" rid="B75">Edsk&#xe4;r and Lidel&#xf6;w (2019)</xref> and <xref ref-type="bibr" rid="B193">Reynolds et&#x20;al. (2016)</xref> reported building height and damping relationship (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). From <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>, it is apparent that, as expected, with the increase in building height, the damping values are decreasing. The damping&#x2013;height empirical equations for steel, concrete, and steel/concrete buildings reported in <xref ref-type="bibr" rid="B208">Smith et&#x20;al. (2010)</xref> are plotted in <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>. Overall, both have a similar trend, and some of the timber-building damping values are bounded between the empirical equation for steel and RC damping values. The variability in the damping values for the timber building is high, and this warrants more investigation to understand the causal relation of different explanatory factors. The current analytical studies reported on mass timber building do not consider the SSI. Thus, the response obtained through the <italic>in situ</italic> measurements and analytical studies can be different (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B76">Edsk&#xe4;r and Lidel&#xf6;w 2017</xref>, <xref ref-type="bibr" rid="B75">2019</xref>). Thus, future analytical studies should incorporate the SSI in the damping calculations. The building height and frequency relationship is shown in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>. One of the main explanatory factors for the reduction in damping and frequency can be intrinsic damping (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B227">Tamura and Suganuma 1996</xref>; <xref ref-type="bibr" rid="B208">Smith et&#x20;al., 2010</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Variation of damping with height.</p>
</caption>
<graphic xlink:href="fbuil-08-848698-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Variation of frequency with height.</p>
</caption>
<graphic xlink:href="fbuil-08-848698-g004.tif"/>
</fig>
</sec>
<sec id="s9">
<title>Energy Dissipation Devices</title>
<p>Motions of a building, due to earthquake and wind loads, are traditionally controlled through mass and stiffness proportioning. Increasing the stiffness, however, can increase the acceleration demand. In addition, it can reduce the overall seismic energy dissipation capacity with consequent unintended failure of connections and capacity-protected elements (<xref ref-type="bibr" rid="B8">ASCE 2019</xref>). Using supplemental energy dissipators, the exceedance of serviceability limit state can be reduced. <xref ref-type="fig" rid="F5">Figure&#x20;5</xref> depicts the high-level category of the different supplemental energy dissipation devices.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>General classification of supplemental energy dissipation devices.</p>
</caption>
<graphic xlink:href="fbuil-08-848698-g005.tif"/>
</fig>
<p>The supplemental energy dissipation devices can be categorized as passive, active, semiactive, and hybrid damping systems and seismic isolation systems (<xref ref-type="bibr" rid="B212">Soong and Spencer Jr 2002</xref>; <xref ref-type="bibr" rid="B225">Takewaki 2011</xref>; <xref ref-type="bibr" rid="B136">Lago et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B66">De Domenico et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B114">Jafari and Alipour 2021b</xref>; <xref ref-type="bibr" rid="B226">Takewaki and Akehashi 2021</xref>). Traditional passive control damping, such as TMD and tuned liquid damper, are tuned to the fundamental period of the structure and are not suitable for earthquake response mitigation (<xref ref-type="bibr" rid="B252">Willford et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B136">Lago et&#x20;al., 2018</xref>). Under severe earthquake loads, the structural response will undergo yielding and consequent period elongation. On the other hand, metallic damper used for earthquake loads will not be suitable for wind loads, as the serviceability wind loads will not yield metallic dampers (<xref ref-type="bibr" rid="B252">Willford et&#x20;al., 2008</xref>). Viscoelastic dampers (<xref ref-type="bibr" rid="B47">Christopoulos and Montgomery 2013</xref>) are attractive damping technology that can be used both for earthquake and wind loads. Under MH design consideration, finding the right damper and location by satisfying the MH performance limit states can be cast as an optimization problem (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B221">Suksuwan and Spence 2018</xref>; <xref ref-type="bibr" rid="B198">Roy et&#x20;al., 2021</xref>).</p>
<p>Different papers are published on the application of energy dissipation devices for tall buildings: earthquake (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B47">Christopoulos and Montgomery 2013</xref>; <xref ref-type="bibr" rid="B125">Kasagi et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B175">Nakamura and Hanzawa 2017</xref>; <xref ref-type="bibr" rid="B268">Zhou et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B103">Hashizume and Takewaki 2020</xref>; <xref ref-type="bibr" rid="B238">Uemura et&#x20;al., 2021</xref>), wind (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B149">Liu et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B90">Giaralis and Petrini 2017</xref>), and MH (earthquake and wind) (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B196">Roy and Matsagar 2019</xref>, <xref ref-type="bibr" rid="B197">2020</xref>; <xref ref-type="bibr" rid="B247">Wang M. et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B143">Li et&#x20;al., 2021</xref>) loads. Use of base isolations for tall buildings under earthquake (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B228">Taniguchi et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B158">Makita et&#x20;al., 2018</xref>), wind (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B44">Chen and Ahmadi 1992</xref>; <xref ref-type="bibr" rid="B243">Vulcano 1998</xref>; <xref ref-type="bibr" rid="B45">Cheng et&#x20;al., 2002</xref>), and MH (earthquake and wind) (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B198">Roy et&#x20;al., 2021</xref>) loads are also reported in the literature. <xref ref-type="bibr" rid="B149">Liu et&#x20;al. (2008)</xref> and <xref ref-type="bibr" rid="B268">Zhou et&#x20;al. (2018)</xref>, respectively, considered the influence of SSI on TMD and eddy-current TMD on tall building response under wind loads. Fa&#xe7;ades of buildings often are considered nonstructural elements. Recent innovative connections, however, are paving the way for the potential use of the fa&#xe7;ades as distributed dampers (<xref ref-type="bibr" rid="B113">Jafari and Alipour 2021a</xref>,<xref ref-type="bibr" rid="B115">c</xref>).</p>
<p>The application of dampers in timber building is limited (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B107">Huang and Chang 2018</xref>; <xref ref-type="bibr" rid="B102">Hashemi et&#x20;al., 2020</xref>). The damping for the mass timber is mostly considered with energy dissipating connectors (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B190">Pu et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B83">Fitzgerald et&#x20;al., 2020</xref>). More studies, however, in light timber structures are reported (<xref ref-type="bibr" rid="B35">Bolmsvik and Brandt 2013</xref>; <xref ref-type="bibr" rid="B116">Jayamon et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B239">Ugalde et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B234">Tesfamariam et&#x20;al., 2021b</xref>; <xref ref-type="bibr" rid="B174">Nakamura and Fujii 2021</xref>).</p>
</sec>
<sec id="s10">
<title>Optimization</title>
<p>The MH design optimization problems are subject to uncertainties both on the demand and capacity (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B195">Rosenblueth 1986</xref>; <xref ref-type="bibr" rid="B251">Wen 2001</xref>; <xref ref-type="bibr" rid="B88">Franchin 2004</xref>; <xref ref-type="bibr" rid="B129">Der Kiureghian and Ditlevsen 2009</xref>; <xref ref-type="bibr" rid="B216">Spence and Kareem 2014</xref>; <xref ref-type="bibr" rid="B132">Kleingesinds et&#x20;al., 2021</xref>). Different optimization under uncertainty algorithms is proposed. The design optimization, under uncertainty, can be cast under reliability-based design optimization (RBDO) (<xref ref-type="bibr" rid="B11">Aoues and Chateauneuf 2010</xref>; <xref ref-type="bibr" rid="B240">Valdebenito and Schu&#xeb;ller 2010</xref>; <xref ref-type="bibr" rid="B211">Song et&#x20;al., 2021</xref>) and robust design optimization (RDO) (<xref ref-type="bibr" rid="B42">Chatterjee et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B40">Chakraborty et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B61">Das et&#x20;al., 2021</xref>) frameworks. Subsequently, the problem is solved using gradient (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B87">Franchin et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B131">Kleingesinds and Lavan 2021</xref>) or non-gradient (derivate-free) (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B101">Hare et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B1">Afshari et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B238">Umeura et&#x20;al., 2021</xref>) optimization algorithms. In addition, the design requirements to satisfy both earthquake and wind MH loads can be conflicting, and the problem can be formulated under a multi-objective optimization framework (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B1">Afshari et&#x20;al., 2019</xref>).</p>
<sec id="s10-1">
<title>Reliability-Based Design Optimization</title>
<p>The RBDO technique has proven its utility for optimization under uncertainty (<xref ref-type="bibr" rid="B211">Song et&#x20;al., 2021</xref>). In RBDO, although user-defined performance functions are optimized, probability failure criterion is added as a constraint. The solution for RBDO can be classified as formulated, among others, as two-level and decoupled methods (<xref ref-type="bibr" rid="B69">De et&#x20;al., 2021</xref>). The two-level optimization, which is computationally intensive, entails the use of two nested loops, <italic>i.e.</italic>, the inner loop to solve the reliability analysis and the outer loop to carry out the design optimization. The decoupled method, which is less computationally intensive, entails carrying out deterministic RBDO by replacing the inner-loop reliability analysis (<xref ref-type="bibr" rid="B155">Madsen and Hansen 1992</xref>). <xref ref-type="bibr" rid="B214">Spence et&#x20;al. (2016)</xref> proposed an efficient algorithm for the RBDO of a large-scale uncertain system. <xref ref-type="bibr" rid="B41">Chakraborty and Roy (2011)</xref> used RBDO for the optimal design of TMD under earthquake load. <xref ref-type="bibr" rid="B7">Altieri et&#x20;al. (2018)</xref> investigated the optimal design of a nonlinear viscous damper using RBDO under earthquake load. <xref ref-type="bibr" rid="B62">Das et&#x20;al. (2020)</xref> showed the effectiveness of the estimation of tuning parameters of nonlinear energy sink using RBDO. <xref ref-type="bibr" rid="B179">Ontiveros-Perez et&#x20;al. (2019)</xref> used RBDO of passive friction damper for mitigation of earthquake-induced vibration. To enhance the seismic performance of the base-isolated structure, <xref ref-type="bibr" rid="B187">Peng et&#x20;al. (2021)</xref> proposed a reliability-based optimization technique for an adaptive sliding base isolation system. <xref ref-type="bibr" rid="B269">Zou et&#x20;al. (2010)</xref> studied the reliability-based optimization of the base-isolated concrete building considering the drift of the superstructure as a performance criterion.</p>
</sec>
<sec id="s10-2">
<title>Robust Design Optimization</title>
<p>A system is called robust when the system is insensitive to the effects of uncertainty. The RDO method propagates uncertainty by minimizing the mean and standard deviators of the structural responses. This problem is solved as a multi-objective optimization problem. <xref ref-type="bibr" rid="B169">Miguel et&#x20;al. (2014)</xref> showed the optimal location and parameters of friction damper using RDO. <xref ref-type="bibr" rid="B260">Yu et&#x20;al. (2013)</xref> carried out a reliability-based RDO of TMD to mitigate the earthquake-induced vibration of building structures. The effectiveness and robustness of TMD were studied by <xref ref-type="bibr" rid="B99">Greco et&#x20;al. (2015)</xref> to mitigate the seismic-induced vibration for buildings. <xref ref-type="bibr" rid="B135">Lagaros and Fragiadakis (2007)</xref> proposed an LCC-based RDO for the design of steel moment-resisting frames. The RDO, for estimating the tuning parameters of nonlinear energy sink with negative stiffness, was investigated by <xref ref-type="bibr" rid="B40">Chakraborty et&#x20;al. (2021)</xref> and <xref ref-type="bibr" rid="B61">Das et&#x20;al. (2021)</xref>.</p>
</sec>
<sec id="s10-3">
<title>Topology Optimization</title>
<p>With advances in finite element modeling, optimizing the shape and form of the tall-timber building can be undertaken under topology optimization. The topology optimization, for a prescribed structural domain, under a set of the objective function and design constraints, provides a rational approach to obtain optimal layout (<xref ref-type="bibr" rid="B205">Sigmund and Maute 2013</xref>). <xref ref-type="bibr" rid="B22">Beghini et&#x20;al. (2014)</xref> presented a review of structural topology optimization and highlighted the means of finding the balance between engineering and architecture. This can be of particular interest in tall-timber buildings, as it can integrate aesthetics and structural factors in design. <xref ref-type="bibr" rid="B160">Martin and Deierlein (2020)</xref> proposed modal compliance-based topology optimization for the tall building subjected to dynamic seismic excitation. <xref ref-type="bibr" rid="B221">Suksuwan and Spence (2018)</xref> proposed a simulation-centered performance-based MH topology optimization framework for earthquake and wind loads. <xref ref-type="bibr" rid="B95">Goli et&#x20;al. (2021)</xref> showed the parametric topology optimization of the lateral bracing systems for tall buildings subjected to wind and gravity loads using bidirectional evolutionary structural optimization. <xref ref-type="bibr" rid="B96">Gomez et&#x20;al. (2020</xref>, <xref ref-type="bibr" rid="B97">2021</xref>) showed the topology optimization of the building subjected to seismic and wind stochastic excitations, respectively. <xref ref-type="bibr" rid="B33">Bobby et&#x20;al. (2016</xref>, <xref ref-type="bibr" rid="B34">2017</xref>) proposed a data-driven and reliability-based topology optimization of uncertain wind-excited tall buildings, respectively. <xref ref-type="bibr" rid="B32">Bobby et&#x20;al. (2014)</xref> proposed a performance-based topology optimization framework for wind-excited tall buildings.</p>
</sec>
</sec>
<sec id="s11">
<title>Multi-Fidelity Surrogate Models</title>
<p>High-fidelity and detailed three-dimensional building models can be used for the NLTHA of buildings (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B194">Rinaldin and Fragiacomo 2016</xref>; <xref ref-type="bibr" rid="B153">Lu et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B245">Wang and Wu 2020</xref>; <xref ref-type="bibr" rid="B235">Tesfamariam et&#x20;al., 2021a</xref>). For computationally intensive three-dimensional models or experimental data, however, the use of a physics-informed neural network, surrogate models, and multi-fidelity models can be the future direction (<xref ref-type="bibr" rid="B185">Peherstorfer et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B222">Swischuk et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B70">Deierlein et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B39">Chakraborty 2021</xref>; <xref ref-type="bibr" rid="B124">Karniadakis et&#x20;al., 2021</xref>).</p>
<sec id="s11-1">
<title>Surrogate Models</title>
<p>For computationally expensive design and optimization, a surrogate model (<italic>e.g.</italic>, artificial neural network, <xref ref-type="bibr" rid="B141">Lehk&#xfd; et&#x20;al., 2018</xref>; response surface method, <xref ref-type="bibr" rid="B84">Foschi et&#x20;al., 2002</xref>), constructed using few training samples, can replace the original limit state. In the surrogate model development, adaptive sampling techniques can be considered to enhance the reliability of the prediction. Such sampling techniques, for example, are Kriging (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B73">Dubourg et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B23">Bernardini et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B146">Li et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B264">Zhang et&#x20;al., 2017</xref>), adaptive Kriging (<xref ref-type="bibr" rid="B63">Das and Tesfamariam 2020</xref>; <xref ref-type="bibr" rid="B133">Kroetz et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B263">Zhang et&#x20;al., 2022</xref>), adaptive Bayesian support vector regression (<xref ref-type="bibr" rid="B246">Wang J.&#x20;et&#x20;al., 2021</xref>), polynomial chaos-based Kriging (<xref ref-type="bibr" rid="B62">Das et&#x20;al., 2020</xref>), spectral representation (<xref ref-type="bibr" rid="B265">Zhao et&#x20;al., 2021</xref>), Kriging and adaptive wavelet network (<xref ref-type="bibr" rid="B168">Micheli et&#x20;al., 2020a</xref>), and Bayesian deep learning (<xref ref-type="bibr" rid="B154">Luo and Kareem 2020</xref>). In uncertainty propagation, assemble of surrogate models can be used (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B244">Wang et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B61">Das et&#x20;al., 2021</xref>). <xref ref-type="bibr" rid="B166">Micheli et&#x20;al. (2020b)</xref> used multiple-surrogate models for probabilistic performance assessment of wind-excited tall buildings.</p>
</sec>
<sec id="s11-2">
<title>Physics-Informed Neural Network</title>
<p>A physics-based (informed) neural network (<xref ref-type="bibr" rid="B254">Wu et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B24">Beucler et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B100">Haghighat and Juanes 2021</xref>) is an emerging and promising modeling technique. In a physics-based neural network, the physics of the problem (<italic>e.g.</italic>, structural model output) is coupled with machine learning (<italic>e.g.</italic>, neural network) to develop surrogate models. <xref ref-type="bibr" rid="B137">Lai et&#x20;al. (2021)</xref> presented structural identification with physics-informed neural ordinary differential equations. <xref ref-type="bibr" rid="B261">Yucesan et&#x20;al. (2021)</xref> proposed a framework using a physics-informed neural network for adjusting the outputs of torsional vibration dampers to experimental data. <xref ref-type="bibr" rid="B68">De (2021)</xref> applied a physics-based neural network model for base-isolated buildings and wind-excited tall structures. <xref ref-type="bibr" rid="B245">Wang and Wu (2020)</xref> implemented a physics-informed neural network for wind-induced nonlinear structural dynamic analysis.</p>
</sec>
<sec id="s11-3">
<title>Multi-Fidelity Models</title>
<p>A state-of-the-art review on multi-fidelity models is discussed in <xref ref-type="bibr" rid="B185">Peherstorfer et&#x20;al. (2018)</xref>. The multi-fidelity approach considers the integration of a high-fidelity (higher accuracy, higher computational cost) model with low fidelity (lower accuracy, lower computational cost). The integration in the multi-fidelity approach entails adaptation (<italic>i.e.</italic>, enhancing the low-fidelity model), fusion (<italic>i.e.</italic>, combining the low- and high-fidelity results), and filtering (<italic>i.e.</italic>, the high-fidelity model is invoked after filter using the low-fidelity results) (<xref ref-type="bibr" rid="B185">Peherstorfer et&#x20;al., 2018</xref>).</p>
<p>The multi-fidelity approach is now applied to earthquake engineering problems. <xref ref-type="bibr" rid="B263">Zhang et&#x20;al. (2022)</xref> developed adaptive multi-fidelity Gaussian process reliability analysis to solve reliability problems. <xref ref-type="bibr" rid="B199">Royset et&#x20;al. (2019)</xref> presented a multi-fidelity analysis for risk-adaptive statistical learning method to predict structural response. <xref ref-type="bibr" rid="B258">Yang and Perdikaris (2019)</xref> presented conditional deep surrogate models for probabilistic data fusion and multi-fidelity modeling of stochastic systems. <xref ref-type="bibr" rid="B184">Patsialis and Taflanidis (2021)</xref> used a multi-fidelity Monte Carlo simulation for seismic risk assessment. <xref ref-type="bibr" rid="B200">Sevieri et&#x20;al. (2021)</xref> presented a multi-fidelity Bayesian framework for robust seismic fragility analysis. <xref ref-type="bibr" rid="B43">Chatzidaki and Vamvatsikos (2021)</xref> used a multi-fidelity model for probabilistic seismic demand models for fragility assessment. <xref ref-type="bibr" rid="B267">Zhou and Tang (2021)</xref> used multi-fidelity data fusion for the efficient characterization of dynamic response variation. <xref ref-type="bibr" rid="B145">Li and Jia (2020)</xref> used a multi-fidelity Gaussian process model integrating low- and high-fidelity data considering censoring. <xref ref-type="bibr" rid="B255">Xu et&#x20;al. (2016)</xref> proposed a computational framework for regional seismic simulation of buildings with multiple-fidelity models. This risk assessment is suitable for regional seismic and wind hazards loss assessment. <xref ref-type="bibr" rid="B71">Dey et&#x20;al. (2021)</xref> used a multi-fidelity approach for uncertainty quantification of buried pipeline response undergoing fault rupture displacements. <xref ref-type="bibr" rid="B150">Lopez-Caballero (2021)</xref> utilized a multi-fidelity approach for probabilistic seismic analysis of liquefiable embankment.</p>
<p>Similar multi-fidelity approaches can be considered for computing the <italic>edp</italic>s under wind loads. To compute the <italic>edp</italic>s in the wind loading chain, high-frequency pressure integration wind tunnel tests (<xref ref-type="bibr" rid="B29">Bezabeh et&#x20;al., 2021a</xref>) or computational fluid dynamics (CFD) (<xref ref-type="bibr" rid="B120">Kareem 2020</xref>) can be considered. <xref ref-type="bibr" rid="B171">Moni et&#x20;al. (2020)</xref> implemented an aeroelastic hybrid simulation of a base-pivoting building model in a wind tunnel. The experimental testing is not readily available for preliminary design and iteration. Reducing our reliance on physical testing was one of the grand challenges put forward by <xref ref-type="bibr" rid="B161">Masters (2016)</xref>. <xref ref-type="bibr" rid="B120">Kareem (2020)</xref> and <xref ref-type="bibr" rid="B72">Ding and Kareem (2018)</xref> implemented a multi-fidelity CFD modeling approach, where the results of low-fidelity (<italic>e.g.</italic>, Reynolds-averaged Navier&#x2013;Stokes) and high-fidelity (<italic>e.g.</italic>, large eddy simulation) simulations can be combined. <xref ref-type="bibr" rid="B138">Lamberti and Gorl&#xe9; (2021)</xref> implemented a multi-fidelity machine learning framework to predict wind loads on buildings. <xref ref-type="bibr" rid="B122">Karem and Kwon (2017)</xref> proposed cyber-based data-enabled wind load effects on civil infrastructures. <xref ref-type="bibr" rid="B33">Bobby et&#x20;al. (2016)</xref> proposed a data-driven simulation-based framework for the effective topology optimization of uncertain and dynamic wind-excited tall buildings. <xref ref-type="bibr" rid="B23">Bernardini et&#x20;al. (2014)</xref> proposed an aerodynamic shape optimization of civil structures using a CFD-enabled surrogate&#x20;model.</p>
</sec>
</sec>
<sec id="s12">
<title>Conclusion and Future Direction</title>
<p>The rapid growth of the urban population and associated environmental concerns challenged city planners and developers to consider sustainable and cost-efficient building systems. Mass timbers, such as CLT panels and glulam members, have been used as viable, sustainable tall-timber buildings. The tall-timber buildings, however, are lighter and more flexible, which can make those buildings vulnerable to earthquakes and wind loads. With emerging computational tools and analytical models, carrying out PBD with high-fidelity models is apparent. With the current and future research direction in consideration, in this paper, we carried out a state-of-the-art review on PBD for earthquake, wind, and MH loads. The state-of-the-art review has highlighted the challenge and future direction for tall-timber building, which is summarized below.<list list-type="simple">
<list-item>
<p>&#x2022; With increasing complexity in the tall-timber buildings, the need for a high-fidelity model and validation through experimental work is apparent. Subsequently, multi-fidelity modeling can be developed for design and optimization.</p>
</list-item>
<list-item>
<p>&#x2022; Damping is a critical factor that influences the response of the building under earthquake and wind loads. As more tall-timber buildings are constructed, quantifying the damping values for tall-timber buildings is vital. This will enhance the knowledge and confidence in designing the buildings under MH. With more data collected on tall-timber buildings, data-driven models (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B215">Spence and Kareem 2013</xref>) are a viable alternative in the preliminary design phase. Frequency dependency of the intrinsic damping and different excitation levels, ameliorating the earthquake and wind MH design implementation, are challenging&#x20;tasks.</p>
</list-item>
<list-item>
<p>&#x2022; Current studies on tall-timber design and analysis do not take the SSI into consideration. The importance of the SSI was highlighted, and in this direction, future concerted efforts should be made. To reduce the computational cost, a multi-fidelity model of SSI, <italic>e.g.</italic>, finite element and spring models, can be implemented.</p>
</list-item>
<list-item>
<p>&#x2022; For the MH design framework, component-based fragility curves and loss data for tall-timber buildings should be developed and ameliorated in the FEMA P58 database.</p>
</list-item>
<list-item>
<p>&#x2022; The design of tall-timber buildings under MH loads is complex and subject to uncertainties. This paper has provided a review on design optimization under uncertainty, with consideration of RBDO, RDO, and topology optimization.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec id="s13">
<title>Author Contributions</title>
<p>ST is the only contributor.</p>
</sec>
<sec id="s14">
<title>Funding</title>
<p>Funding for this research was provided by the Natural Science Engineering Research Council of Canada Discovery Grant (RGPIN-2019-05584) and the BC Forestry Innovation Investment&#x2019;s (FII) Wood First Program.</p>
</sec>
<sec sec-type="COI-statement" id="s15">
<title>Conflict of Interest</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 id="s16" sec-type="disclaimer">
<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>
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