EVALUATION OF SEISMIC RESPONSE OF BUILDINGS AND PROBABILISTIC DAMAGE ESTIMATION APPLYING BAYESIAN MODEL UPDATING
A method for evaluating seismic response of each story of a building utilizing signals of sensors installed on limited floors of the building is proposed, where the design model of the building is updated to a model closer to reality by applying Bayes' theorem. A fully probabilistic framework f...
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| Veröffentlicht in: | Journal of Structural and Construction Engineering (Transactions of AIJ) 2013/01/30, Vol.78(683), pp.61-70 |
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| container_end_page | 70 |
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| container_issue | 683 |
| container_start_page | 61 |
| container_title | Journal of Structural and Construction Engineering (Transactions of AIJ) |
| container_volume | 78 |
| creator | SAITO, Tomoo |
| description | A method for evaluating seismic response of each story of a building utilizing signals of sensors installed on limited floors of the building is proposed, where the design model of the building is updated to a model closer to reality by applying Bayes' theorem. A fully probabilistic framework for estimation of damage probability of each component on each floor is also developed. The proposed method is applied to seismic response analysis results, which shows extremely precise evaluation ability of the method. Visualization of damage probability is also considered to be effective for decision making after earthquakes. |
| doi_str_mv | 10.3130/aijs.78.61 |
| format | Article |
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A fully probabilistic framework for estimation of damage probability of each component on each floor is also developed. The proposed method is applied to seismic response analysis results, which shows extremely precise evaluation ability of the method. 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Struct. Constr. Eng.</addtitle><description>A method for evaluating seismic response of each story of a building utilizing signals of sensors installed on limited floors of the building is proposed, where the design model of the building is updated to a model closer to reality by applying Bayes' theorem. A fully probabilistic framework for estimation of damage probability of each component on each floor is also developed. The proposed method is applied to seismic response analysis results, which shows extremely precise evaluation ability of the method. Visualization of damage probability is also considered to be effective for decision making after earthquakes.</description><subject>Bayes' theorem</subject><subject>Bayesian analysis</subject><subject>covariance matrix</subject><subject>Damage</subject><subject>damage probability</subject><subject>Design engineering</subject><subject>Earthquakes</subject><subject>model updating</subject><subject>posterior distribution</subject><subject>Probabilistic methods</subject><subject>Probability theory</subject><subject>Seismic phenomena</subject><subject>Seismic response</subject><subject>story stiffness</subject><issn>1340-4202</issn><issn>1881-8153</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><recordid>eNo90E1PwjAYB_DGaCKiFz9Bj16GfdZuKydTWJlN9hbGTDg1ZRRlAcRtHPz2DjGenrdf_ocHoUcgIwqUPJtt3Y4CPvLhCg2Ac3A4ePS67ykjDnOJe4vu2rYmxGdjHwboKN9EXIqFylKczXAhVZGoKZ7LIs_SQp53k1LFoUqjAos0xPk8m4iJilWx6F0oEhFJLPshuYSIPI-XvcYTsZSFEilOslDGuMzDHqTRPbrZmF1rH_7qEJUzuZi-OnEWqamInRq8cecEnIClwFbcuJs1ELKCjSWGrQMz5oS6a-pBYHyf9KaivjEbd-yZwA0qszYrtqJD9HTJPTafXyfbdnq_bSu725mD_Ty1GjwGzGUQeD19udC67cy71cdmuzfNtzZNt612Vp-fqgOufU5_C_xfqg_TaHugP9rFakE</recordid><startdate>201301</startdate><enddate>201301</enddate><creator>SAITO, Tomoo</creator><general>Architectural Institute of Japan</general><scope>7SC</scope><scope>7SM</scope><scope>8FD</scope><scope>FR3</scope><scope>JQ2</scope><scope>KR7</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope></search><sort><creationdate>201301</creationdate><title>EVALUATION OF SEISMIC RESPONSE OF BUILDINGS AND PROBABILISTIC DAMAGE ESTIMATION APPLYING BAYESIAN MODEL UPDATING</title><author>SAITO, Tomoo</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-j159t-7801e314b8a2fd100b1fe0a4d7a98032d3517a660314c36aaf295a727cadab4b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>jpn</language><creationdate>2013</creationdate><topic>Bayes' theorem</topic><topic>Bayesian analysis</topic><topic>covariance matrix</topic><topic>Damage</topic><topic>damage probability</topic><topic>Design engineering</topic><topic>Earthquakes</topic><topic>model updating</topic><topic>posterior distribution</topic><topic>Probabilistic methods</topic><topic>Probability theory</topic><topic>Seismic phenomena</topic><topic>Seismic response</topic><topic>story stiffness</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>SAITO, Tomoo</creatorcontrib><collection>Computer and Information Systems Abstracts</collection><collection>Earthquake Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>Journal of Structural and Construction Engineering (Transactions of AIJ)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>SAITO, Tomoo</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>EVALUATION OF SEISMIC RESPONSE OF BUILDINGS AND PROBABILISTIC DAMAGE ESTIMATION APPLYING BAYESIAN MODEL UPDATING</atitle><jtitle>Journal of Structural and Construction Engineering (Transactions of AIJ)</jtitle><addtitle>J. Struct. Constr. Eng.</addtitle><date>2013-01</date><risdate>2013</risdate><volume>78</volume><issue>683</issue><spage>61</spage><epage>70</epage><pages>61-70</pages><issn>1340-4202</issn><eissn>1881-8153</eissn><abstract>A method for evaluating seismic response of each story of a building utilizing signals of sensors installed on limited floors of the building is proposed, where the design model of the building is updated to a model closer to reality by applying Bayes' theorem. A fully probabilistic framework for estimation of damage probability of each component on each floor is also developed. The proposed method is applied to seismic response analysis results, which shows extremely precise evaluation ability of the method. Visualization of damage probability is also considered to be effective for decision making after earthquakes.</abstract><pub>Architectural Institute of Japan</pub><doi>10.3130/aijs.78.61</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record> |
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| ispartof | Journal of Structural and Construction Engineering (Transactions of AIJ), 2013/01/30, Vol.78(683), pp.61-70 |
| issn | 1340-4202 1881-8153 |
| language | jpn |
| recordid | cdi_proquest_miscellaneous_1541424175 |
| source | J-STAGE Free; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals |
| subjects | Bayes' theorem Bayesian analysis covariance matrix Damage damage probability Design engineering Earthquakes model updating posterior distribution Probabilistic methods Probability theory Seismic phenomena Seismic response story stiffness |
| title | EVALUATION OF SEISMIC RESPONSE OF BUILDINGS AND PROBABILISTIC DAMAGE ESTIMATION APPLYING BAYESIAN MODEL UPDATING |
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