{"id":"https://openalex.org/W4376454961","doi":"https://doi.org/10.1109/icmss56787.2023.10118226","title":"Seismic Damage Prediction and Classification tool: Utilizing Adaptive Neuro-Fuzzy Inference System (ANFIS) and Geographic Information System (GIS)","display_name":"Seismic Damage Prediction and Classification tool: Utilizing Adaptive Neuro-Fuzzy Inference System (ANFIS) and Geographic Information System (GIS)","publication_year":2023,"publication_date":"2023-01-06","ids":{"openalex":"https://openalex.org/W4376454961","doi":"https://doi.org/10.1109/icmss56787.2023.10118226"},"language":"en","primary_location":{"id":"doi:10.1109/icmss56787.2023.10118226","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmss56787.2023.10118226","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 7th International Conference on Management Engineering, Software Engineering and Service Sciences (ICMSS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091933223","display_name":"Alyssa Beatriz Manubag","orcid":null},"institutions":[{"id":"https://openalex.org/I137967721","display_name":"Map\u00faa University","ror":"https://ror.org/040rd2b57","country_code":"PH","type":"facility","lineage":["https://openalex.org/I137967721"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Alyssa Beatriz Manubag","raw_affiliation_strings":["School of Graduate Studies, Mapua University,Manila,Philippines","School of Graduate Studies, Mapua University, Manila, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Graduate Studies, Mapua University,Manila,Philippines","institution_ids":["https://openalex.org/I137967721"]},{"raw_affiliation_string":"School of Graduate Studies, Mapua University, Manila, Philippines","institution_ids":["https://openalex.org/I137967721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069358042","display_name":"Dante Silva","orcid":null},"institutions":[{"id":"https://openalex.org/I137967721","display_name":"Map\u00faa University","ror":"https://ror.org/040rd2b57","country_code":"PH","type":"facility","lineage":["https://openalex.org/I137967721"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Dante Silva","raw_affiliation_strings":["School of Civil, Environmental, and Geological Engineering, Mapua University,Manila,Philippines","School of Civil, Environmental, and Geological Engineering, Mapua University, Manila, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Civil, Environmental, and Geological Engineering, Mapua University,Manila,Philippines","institution_ids":["https://openalex.org/I137967721"]},{"raw_affiliation_string":"School of Civil, Environmental, and Geological Engineering, Mapua University, Manila, Philippines","institution_ids":["https://openalex.org/I137967721"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I137967721"],"apc_list":null,"apc_paid":null,"fwci":0.5437,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.61824836,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"46","last_page":"56"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13890","display_name":"Remote Sensing and Land Use","score":0.8341000080108643,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13890","display_name":"Remote Sensing and Land Use","score":0.8341000080108643,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.8097000122070312,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.7778000235557556,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.8229449391365051},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6206283569335938},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5376836657524109},{"id":"https://openalex.org/keywords/geographic-information-system","display_name":"Geographic information system","score":0.5291705131530762},{"id":"https://openalex.org/keywords/confusion-matrix","display_name":"Confusion matrix","score":0.5137799382209778},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5002539157867432},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.44143080711364746},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.4314686357975006},{"id":"https://openalex.org/keywords/inference-system","display_name":"Inference system","score":0.4306437075138092},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42484864592552185},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.42317283153533936},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4115189015865326},{"id":"https://openalex.org/keywords/matlab","display_name":"MATLAB","score":0.41120463609695435},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38546502590179443},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.20916509628295898},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.19326791167259216},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1822013258934021},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14006033539772034},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.10928177833557129},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08509215712547302}],"concepts":[{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.8229449391365051},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6206283569335938},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5376836657524109},{"id":"https://openalex.org/C41856607","wikidata":"https://www.wikidata.org/wiki/Q483130","display_name":"Geographic information system","level":2,"score":0.5291705131530762},{"id":"https://openalex.org/C138602881","wikidata":"https://www.wikidata.org/wiki/Q2709591","display_name":"Confusion matrix","level":2,"score":0.5137799382209778},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5002539157867432},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.44143080711364746},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4314686357975006},{"id":"https://openalex.org/C2988105877","wikidata":"https://www.wikidata.org/wiki/Q1341685","display_name":"Inference system","level":5,"score":0.4306437075138092},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42484864592552185},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.42317283153533936},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4115189015865326},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.41120463609695435},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38546502590179443},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.20916509628295898},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.19326791167259216},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1822013258934021},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14006033539772034},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.10928177833557129},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08509215712547302},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmss56787.2023.10118226","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmss56787.2023.10118226","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 7th International Conference on Management Engineering, Software Engineering and Service Sciences (ICMSS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7799999713897705,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320326272","display_name":"Department of Science and Technology, Philippines","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2007669888","https://openalex.org/W2017822867","https://openalex.org/W2019207321","https://openalex.org/W2068910952","https://openalex.org/W2070728363","https://openalex.org/W2293311988","https://openalex.org/W2604152305","https://openalex.org/W2749469667","https://openalex.org/W2760715959","https://openalex.org/W2767902490","https://openalex.org/W2773208207","https://openalex.org/W2803062426","https://openalex.org/W2809409513","https://openalex.org/W2958492443","https://openalex.org/W2964963468","https://openalex.org/W2972734708","https://openalex.org/W2996813471","https://openalex.org/W3012378872","https://openalex.org/W3016826380","https://openalex.org/W3039293016","https://openalex.org/W3043189761","https://openalex.org/W3093033671","https://openalex.org/W4225979769","https://openalex.org/W4280652735","https://openalex.org/W4285820667","https://openalex.org/W4291473167","https://openalex.org/W6745739358"],"related_works":["https://openalex.org/W4319296131","https://openalex.org/W2768005043","https://openalex.org/W2765961949","https://openalex.org/W2389800468","https://openalex.org/W1972110671","https://openalex.org/W4244255161","https://openalex.org/W3207731800","https://openalex.org/W3119865579","https://openalex.org/W2008638559","https://openalex.org/W2897870065"],"abstract_inverted_index":{"Seismic":[0],"damage":[1,123,178,190,207],"prediction":[2],"of":[3,6,17,66,107,138,153,169,192,205,210],"wide":[4],"range":[5,152],"buildings":[7,48,194,213],"is":[8],"an":[9],"important":[10],"prioritization":[11],"and":[12,20,40,46,53,86,103,128,132,135,159,165,171,185],"classification":[13],"tool":[14,32,78],"for":[15,58,94,130,133,155],"implementation":[16],"seismic":[18],"risk":[19],"vulnerability":[21],"assessment.":[22,59],"This":[23],"study":[24],"has":[25],"developed":[26,147],"a":[27,202],"rapid":[28],"visual":[29],"screening":[30],"(RVS)":[31],"using":[33,75,217],"Adaptive":[34],"Neuro-Fuzzy":[35],"Inference":[36],"System":[37,43],"(ANFIS)":[38],"model":[39,74,98,115],"Geographic":[41],"Information":[42],"(GIS).":[44],"Hospital":[45],"public-school":[47],"located":[49],"in":[50,63,71,80,119,174,187,214],"districts":[51],"5":[52],"6":[54],"have":[55],"been":[56],"selected":[57,212],"Technical":[60],"calculation":[61],"basis":[62],"the":[64,73,76,100,108,121,146,176,182,189,193,206,211,215],"development":[65],"FEMA":[67],"P-154":[68],"was":[69],"followed":[70],"formulating":[72],"neuro-fuzzy":[77],"package":[79],"MATLAB.":[81],"Six":[82],"(6)":[83],"building":[84],"parameters":[85],"their":[87],"resulting":[88],"output":[89],"(final":[90],"score)":[91],"were":[92,198],"inputted":[93],"training.":[95],"Sub-clustering":[96],"FIS":[97,111],"showed":[99,116,150],"lowest":[101],"RMSE":[102],"R2":[104],"result":[105],"out":[106],"five":[109],"(5)":[110],"models":[112],"compared.":[113],"The":[114,196],"effective":[117],"performance":[118,184],"classifying":[120,175,188],"buildings'":[122,177],"grades":[124],"having":[125],"0.2908,":[126],"0.8073":[127],"0.948":[129],"RMSE,":[131],"testing":[134],"overall":[136],"coefficient":[137],"determination":[139],"(R2)":[140],"values,":[141],"respectively.":[142],"Performance":[143],"metrics":[144],"from":[145],"confusion":[148],"matrix":[149],"high":[151],"values":[154],"sensitivity,":[156],"specificity,":[157],"precision,":[158],"accuracy,":[160],"with":[161],"maximum":[162],"error":[163],"rate":[164,168],"false":[166],"positive":[167],"0.11":[170],"0.25,":[172],"respectively,":[173],"grade.":[179],"These":[180],"validate":[181],"model's":[183],"ability":[186],"grade":[191,208],"observed.":[195],"results":[197],"used":[199],"to":[200],"develop":[201],"digital":[203],"mapping":[204],"distribution":[209],"area":[216],"ArcGIS.":[218]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}