{"id":"https://openalex.org/W7204180282","doi":"https://doi.org/10.1061/nhrefo.nheng-2686","title":"New Approach for Simulating Population Outmigration: Combining Linear and Agent-Based Models","display_name":"New Approach for Simulating Population Outmigration: Combining Linear and Agent-Based Models","publication_year":2026,"publication_date":"2026-08-25","ids":{"openalex":"https://openalex.org/W7204180282","doi":"https://doi.org/10.1061/nhrefo.nheng-2686"},"language":"en","primary_location":{"id":"doi:10.1061/nhrefo.nheng-2686","doi":"https://doi.org/10.1061/nhrefo.nheng-2686","is_oa":false,"landing_page_url":"https://doi.org/10.1061/nhrefo.nheng-2686","pdf_url":null,"source":{"id":"https://openalex.org/S24103078","display_name":"Natural Hazards Review","issn_l":"1527-6988","issn":["1527-6988","1527-6996","1527-7003"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Natural Hazards Review","raw_type":"journal-article"},"volume":null,"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/A5082864929","display_name":"Blythe Johnston","orcid":"https://orcid.org/0000-0001-5289-2264","observed_orcids":["https://orcid.org/0000-0001-5289-2264"]},"institutions":[{"id":"https://openalex.org/I92446798","display_name":"Colorado State University","ror":"https://ror.org/03k1gpj17","country_code":"US","type":"education","lineage":["https://openalex.org/I92446798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Blythe Johnston","raw_affiliation_strings":["Colorado State Univ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Colorado State Univ","institution_ids":["https://openalex.org/I92446798"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026246193","display_name":"John W. van de Lindt","orcid":"https://orcid.org/0000-0001-6386-4509","observed_orcids":["https://orcid.org/0000-0001-6386-4509"]},"institutions":[{"id":"https://openalex.org/I92446798","display_name":"Colorado State University","ror":"https://ror.org/03k1gpj17","country_code":"US","type":"education","lineage":["https://openalex.org/I92446798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John W. van de Lindt","raw_affiliation_strings":["Colorado State Univ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Colorado State Univ","institution_ids":["https://openalex.org/I92446798"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I92446798"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.67517917,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"27","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13800","display_name":"Earthquake and Disaster Impact Studies","score":0.7451000213623047,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13800","display_name":"Earthquake and Disaster Impact Studies","score":0.7451000213623047,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10747","display_name":"Disaster Management and Resilience","score":0.164900004863739,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12656","display_name":"Climate Change, Adaptation, Migration","score":0.06239999830722809,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/post-disaster-migration","display_name":"post-disaster migration","score":0.8539999723434448},{"id":"https://openalex.org/keywords/agent-based-modeling","display_name":"agent-based modeling","score":0.7350000143051147},{"id":"https://openalex.org/keywords/long-term-population-change","display_name":"long-term population change","score":0.5820000171661377},{"id":"https://openalex.org/keywords/demographic-change","display_name":"demographic change","score":0.49000000953674316},{"id":"https://openalex.org/keywords/community-resilience","display_name":"community resilience","score":0.42500001192092896},{"id":"https://openalex.org/keywords/hazard-events","display_name":"hazard events","score":0.3700000047683716},{"id":"https://openalex.org/keywords/in-migration","display_name":"in-migration","score":0.3269999921321869}],"concepts":[{"id":"https://openalex.org/C49261128","wikidata":"https://www.wikidata.org/wiki/Q1132455","display_name":"Hazard","level":2,"score":0.7567999958992004},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.6252999901771545},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.607699990272522},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5515999794006348},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5277000069618225},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.41920000314712524},{"id":"https://openalex.org/C39410599","wikidata":"https://www.wikidata.org/wiki/Q3433179","display_name":"Natural hazard","level":2,"score":0.38850000500679016},{"id":"https://openalex.org/C2778058735","wikidata":"https://www.wikidata.org/wiki/Q4692253","display_name":"Aggregate data","level":2,"score":0.3553999960422516},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3328999876976013},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.33239999413490295},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.32989999651908875},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3248000144958496},{"id":"https://openalex.org/C89992363","wikidata":"https://www.wikidata.org/wiki/Q5961558","display_name":"Track (disk drive)","level":2,"score":0.3224000036716461},{"id":"https://openalex.org/C206355099","wikidata":"https://www.wikidata.org/wiki/Q3614972","display_name":"Hazard analysis","level":2,"score":0.31839999556541443},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.30959999561309814},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.301800012588501},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.29260000586509705},{"id":"https://openalex.org/C2987896495","wikidata":"https://www.wikidata.org/wiki/Q5416716","display_name":"Event data","level":3,"score":0.29089999198913574},{"id":"https://openalex.org/C2991902670","wikidata":"https://www.wikidata.org/wiki/Q543310","display_name":"Hazard model","level":2,"score":0.2842000126838684},{"id":"https://openalex.org/C198477413","wikidata":"https://www.wikidata.org/wiki/Q7647069","display_name":"Survey data collection","level":2,"score":0.275299996137619}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1061/nhrefo.nheng-2686","doi":"https://doi.org/10.1061/nhrefo.nheng-2686","is_oa":false,"landing_page_url":"https://doi.org/10.1061/nhrefo.nheng-2686","pdf_url":null,"source":{"id":"https://openalex.org/S24103078","display_name":"Natural Hazards Review","issn_l":"1527-6988","issn":["1527-6988","1527-6996","1527-7003"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Natural Hazards Review","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7250000238418579,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"sustainable_development_goals_aurora":[{"score":0.8042242527008057,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1515817456","https://openalex.org/W1960510011","https://openalex.org/W1985508325","https://openalex.org/W2086662293","https://openalex.org/W2111647798","https://openalex.org/W2122629680","https://openalex.org/W2137635088","https://openalex.org/W2505380461","https://openalex.org/W2601781278","https://openalex.org/W2607000267","https://openalex.org/W2799474955","https://openalex.org/W2804109001","https://openalex.org/W2948024808","https://openalex.org/W2970492920","https://openalex.org/W2970993286","https://openalex.org/W2980182468","https://openalex.org/W2980285443","https://openalex.org/W2998101371","https://openalex.org/W3003137319","https://openalex.org/W3006559442","https://openalex.org/W3029805440","https://openalex.org/W3201624143","https://openalex.org/W3206823470","https://openalex.org/W4226192134","https://openalex.org/W4280508851","https://openalex.org/W4311848739","https://openalex.org/W4323825490","https://openalex.org/W4367679535","https://openalex.org/W4368353941","https://openalex.org/W4390583932","https://openalex.org/W4391545885","https://openalex.org/W4392109899","https://openalex.org/W4402374271","https://openalex.org/W4402901320","https://openalex.org/W4404119747"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"The":[1,189,207],"immediate":[2],"impact":[3,16],"of":[4,17,54,60,88,117,197,266],"hazard":[5,67,146,246,286],"events":[6,19,47],"is":[7,27,57,63,84,159,192],"often":[8],"felt":[9],"and":[10,23,35,120,162,179,187,239,272],"frequently":[11],"studied.":[12],"However,":[13],"the":[14,21,42,58,195,217,225,270,275],"broader":[15],"these":[18,112],"in":[20,37,86,99,216,281],"months":[22],"years":[24],"that":[25,30,45,62,102,125,259],"follow":[26],"an":[28,92,204],"area":[29],"requires":[31],"greater":[32,139],"investigation,":[33],"theorization,":[34],"quantification":[36],"order":[38],"to":[39,81,94,97,123,137,141,170,255,279],"better":[40],"understand":[41],"long-term":[43,155],"impacts":[44],"such":[46,69],"have":[48,104],"on":[49,110],"our":[50],"communities.":[51],"One":[52],"topic":[53],"great":[55],"concern":[56],"outmigration":[59,267],"people":[61,176,184],"catalyzed":[64],"by":[65,203],"a":[66,71,100,115,118,145,151,166,234,245,285],"event":[68,93],"as":[70,114,233],"flood":[72],"or":[73],"tornado.":[74,206,227],"These":[75],"postevent":[76],"migration":[77,157],"patterns":[78,113,158],"are":[79,129,177,185,268],"essential":[80],"understanding":[82],"who":[83],"most":[85,263],"need":[87,278],"meaningful":[89],"assistance":[90],"following":[91,144,224,244,284],"enable":[95],"them":[96],"stay":[98],"community":[101,196],"they":[103,277],"called":[105],"home.":[106],"This":[107,228],"study":[108],"focused":[109],"modeling":[111],"combination":[116],"top-down":[119],"bottom-up":[121],"approach":[122],"ensure":[124,261],"aggregate":[126],"community-level":[127],"data":[128,221],"mirrored":[130],"while":[131],"still":[132],"allowing":[133],"for":[134,154,222,237],"emergent":[135],"behavior":[136],"offer":[138],"insight":[140],"population":[142,156],"flows":[143],"event.":[147,247,287],"In":[148,248],"this":[149,250],"work,":[150],"multiregression":[152],"model":[153,169,191,229],"put":[160],"forth":[161],"then":[163],"paired":[164],"with":[165,213,274],"household-level":[167],"agent-based":[168],"capture":[171],"not":[172],"only":[173],"how":[174],"many":[175],"outmigrating":[178,186],"inmigrating":[180],"but":[181],"specifically":[182],"which":[183,200],"inmigrating.":[188],"new":[190],"illustrated":[193],"using":[194],"Mayfield,":[198],"KY,":[199],"was":[201],"struck":[202],"EF4":[205],"resultant":[208],"demographic":[209,242],"trends":[210,214],"track":[211],"well":[212],"shown":[215],"American":[218],"Community":[219],"Survey":[220],"Mayfield":[223],"devastating":[226],"thus":[230],"shows":[231],"promise":[232],"path":[235],"forward":[236],"characterizing":[238],"ultimately":[240],"predicting":[241],"changes":[243],"turn,":[249],"information":[251],"can":[252],"be":[253],"used":[254],"identify":[256],"potential":[257],"policies":[258],"will":[260],"those":[262],"at":[264],"risk":[265],"allowed":[269],"opportunity":[271],"provided":[273],"resources":[276],"remain":[280],"their":[282],"communities":[283]},"counts_by_year":[],"updated_date":"2026-09-21T07:43:02.447757","created_date":"2026-08-26T00:00:00"}
