{"id":"https://openalex.org/W7204185203","doi":"https://doi.org/10.1109/metrolivenv70468.2026.11659916","title":"Integrating Machine Learning and Smart Wayfinding Solutions for Riverine Flood Emergency and Evacuation Management in Urban Built Environments","display_name":"Integrating Machine Learning and Smart Wayfinding Solutions for Riverine Flood Emergency and Evacuation Management in Urban Built Environments","publication_year":2026,"publication_date":"2026-07-01","ids":{"openalex":"https://openalex.org/W7204185203","doi":"https://doi.org/10.1109/metrolivenv70468.2026.11659916"},"language":"en","primary_location":{"id":"doi:10.1109/metrolivenv70468.2026.11659916","doi":"https://doi.org/10.1109/metrolivenv70468.2026.11659916","is_oa":true,"landing_page_url":"https://doi.org/10.1109/metrolivenv70468.2026.11659916","pdf_url":null,"source":{"id":"https://openalex.org/S7407089327","display_name":"IEEE International Workshop on Metrology for Living Environment (MetroLivEnv)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/metrolivenv70468.2026.11659916","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5148052860","display_name":"Alberto Bussaglia","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alberto Bussaglia","raw_affiliation_strings":["Protezione civile, Comune di Senigallia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Protezione civile, Comune di Senigallia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028635245","display_name":"Gabriele Bernardini","orcid":"https://orcid.org/0000-0002-7381-4537","observed_orcids":["https://orcid.org/0000-0002-7381-4537"]},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gabriele Bernardini","raw_affiliation_strings":["Universit\u00e0 Politecnica delle Marche"],"raw_orcid":"https://orcid.org/0000-0002-7381-4537","affiliations":[{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011963843","display_name":"Matteo Postacchini","orcid":"https://orcid.org/0000-0002-3208-9922","observed_orcids":["https://orcid.org/0000-0002-3208-9922"]},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Matteo Postacchini","raw_affiliation_strings":["Universit\u00e0 Politecnica delle Marche"],"raw_orcid":"https://orcid.org/0000-0002-3208-9922","affiliations":[{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046145474","display_name":"Serena Serroni","orcid":"https://orcid.org/0000-0001-9486-8414","observed_orcids":["https://orcid.org/0000-0001-9486-8414"]},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Serena Serroni","raw_affiliation_strings":["Universit\u00e0 Politecnica delle Marche"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087439968","display_name":"Tijs Maes","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tijs Maes","raw_affiliation_strings":["Nazka Mapps"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nazka Mapps","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020702032","display_name":"Enrico Quagliarini","orcid":"https://orcid.org/0000-0002-1091-8929","observed_orcids":["https://orcid.org/0000-0002-1091-8929"]},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enrico Quagliarini","raw_affiliation_strings":["Universit\u00e0 Politecnica delle Marche"],"raw_orcid":"https://orcid.org/0000-0002-1091-8929","affiliations":[{"raw_affiliation_string":"Universit\u00e0 Politecnica delle Marche","institution_ids":["https://openalex.org/I122534668"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.62427746,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"311","last_page":"316"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9589999914169312,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9589999914169312,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.026799999177455902,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T14250","display_name":"Energy and Environmental Systems","score":0.004000000189989805,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/riverine-floods","display_name":"riverine floods","score":0.8450000286102295},{"id":"https://openalex.org/keywords/flood-emergency-management","display_name":"flood emergency management","score":0.8299999833106995},{"id":"https://openalex.org/keywords/evacuation-planning","display_name":"evacuation planning","score":0.5609999895095825},{"id":"https://openalex.org/keywords/wayfinding","display_name":"wayfinding","score":0.8420000076293945},{"id":"https://openalex.org/keywords/sensor-data-analytics","display_name":"sensor data analysis","score":0.6480000019073486},{"id":"https://openalex.org/keywords/dynamic-routing","display_name":"dynamic routing","score":0.5910000205039978},{"id":"https://openalex.org/keywords/early-warning-systems","display_name":"early warning systems","score":0.6909999847412109},{"id":"https://openalex.org/keywords/coastal-cities","display_name":"coastal cities","score":0.6800000071525574},{"id":"https://openalex.org/keywords/urban-vulnerability","display_name":"urban vulnerability","score":0.5410000085830688},{"id":"https://openalex.org/keywords/smartphone-notifications","display_name":"mobile notifications","score":0.48500001430511475},{"id":"https://openalex.org/keywords/real-time-monitoring-dashboard","display_name":"real-time monitoring dashboard","score":0.7829999923706055},{"id":"https://openalex.org/keywords/senigallia","display_name":"Senigallia","score":0.6830000281333923},{"id":"https://openalex.org/keywords/tourist-destinations","display_name":"tourist destinations","score":0.5669999718666077}],"concepts":[{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.6480000019073486},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5218999981880188},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39969998598098755},{"id":"https://openalex.org/C62555980","wikidata":"https://www.wikidata.org/wiki/Q1460420","display_name":"Emergency management","level":2,"score":0.3865000009536743},{"id":"https://openalex.org/C3017997152","wikidata":"https://www.wikidata.org/wiki/Q814610","display_name":"Emergency response","level":2,"score":0.32820001244544983},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3077999949455261},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.2865999937057495},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2858000099658966},{"id":"https://openalex.org/C2777103469","wikidata":"https://www.wikidata.org/wiki/Q1231558","display_name":"Smart city","level":3,"score":0.28139999508857727},{"id":"https://openalex.org/C148803439","wikidata":"https://www.wikidata.org/wiki/Q4986688","display_name":"Built environment","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C2777943205","wikidata":"https://www.wikidata.org/wiki/Q5370734","display_name":"Emergency procedure","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C183195422","wikidata":"https://www.wikidata.org/wiki/Q3409303","display_name":"Flood forecasting","level":3,"score":0.25429999828338623}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/metrolivenv70468.2026.11659916","doi":"https://doi.org/10.1109/metrolivenv70468.2026.11659916","is_oa":true,"landing_page_url":"https://doi.org/10.1109/metrolivenv70468.2026.11659916","pdf_url":null,"source":{"id":"https://openalex.org/S7407089327","display_name":"IEEE International Workshop on Metrology for Living Environment (MetroLivEnv)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1109/metrolivenv70468.2026.11659916","doi":"https://doi.org/10.1109/metrolivenv70468.2026.11659916","is_oa":true,"landing_page_url":"https://doi.org/10.1109/metrolivenv70468.2026.11659916","pdf_url":null,"source":{"id":"https://openalex.org/S7407089327","display_name":"IEEE International Workshop on Metrology for Living Environment (MetroLivEnv)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"},{"score":0.7207000255584717,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2283401278","https://openalex.org/W2508876664","https://openalex.org/W2803277633","https://openalex.org/W2904231191","https://openalex.org/W2996331899","https://openalex.org/W2999765249","https://openalex.org/W3191432151","https://openalex.org/W4398768752","https://openalex.org/W4405613497","https://openalex.org/W4406902818","https://openalex.org/W4408250943","https://openalex.org/W4409724953","https://openalex.org/W4413179427","https://openalex.org/W4413860219","https://openalex.org/W4414413837","https://openalex.org/W4416595947","https://openalex.org/W7125604266","https://openalex.org/W7128506719","https://openalex.org/W7128963016","https://openalex.org/W7135235799"],"related_works":["https://openalex.org/W7204122332","https://openalex.org/W7136100838","https://openalex.org/W4234823899","https://openalex.org/W7166537505","https://openalex.org/W6961214109","https://openalex.org/W2993997009","https://openalex.org/W3048659481","https://openalex.org/W7214996697","https://openalex.org/W2573762609","https://openalex.org/W6911853687"],"abstract_inverted_index":{"Floods":[0],"are":[1],"the":[2,33,36,47,54,64,101,105,171,181,220,223,228,232,252],"most":[3],"destructive":[4],"sudden-onset":[5],"disasters":[6],"worldwide,":[7],"affecting":[8],"more":[9],"people":[10],"annually":[11],"than":[12],"any":[13],"other":[14],"natural":[15],"hazard,":[16],"especially":[17,99],"in":[18,27,134],"urban":[19,50,65,135],"areas.":[20],"Riverine":[21],"floods":[22,109],"surely":[23],"represent":[24],"critical":[25],"phenomena":[26],"this":[28,117],"context,":[29],"also":[30,79],"due":[31],"to":[32,82,124,160],"interactions":[34],"between":[35],"hazard":[37],"source":[38],"and":[39,49,53,68,75,90,94,110,127,155,167,194,216,246,267,271,274],"additional":[40],"boundary":[41],"conditions":[42],"(especially":[43],"for":[44,170,211],"coastal":[45,239],"cities),":[46],"territorial":[48],"physical":[51],"vulnerability,":[52],"\u201cuser":[55],"factors\u201d.":[56],"These":[57],"components":[58],"shape":[59],"how":[60],"flood":[61,132,153,176,244],"events":[62,154,245],"impact":[63],"built":[66],"environment":[67],"its":[69],"population.":[70,172],"In":[71],"some":[72],"cases,":[73],"emergency":[74,177,273],"evacuation":[76,129,192,275],"strategies":[77,95],"could":[78],"be":[80],"activated":[81],"mitigate":[83],"effects":[84],"on":[85,148],"exposed":[86],"users.":[87],"Ensuring":[88],"timely":[89],"reliable":[91],"management":[92,215],"solutions":[93],"is":[96,179,225],"therefore":[97],"essential,":[98],"given":[100],"increasing":[102],"complexity":[103],"of":[104,107,151,231,235,258],"dynamics":[106],"climate-driven":[108],"population/visitors'":[111],"flows.":[112],"To":[113],"support":[114,125],"these":[115],"goals,":[116],"work":[118],"provides":[119],"an":[120],"integrated,":[121],"data-driven":[122],"system":[123,138,182,224],"alert":[126,144],"outdoor":[128,163],"during":[130],"riverine":[131,243],"emergencies":[133],"scenarios.":[136],"The":[137,256],"first":[139],"innovatively":[140],"incorporates":[141],"a":[142,174,186,208,238,247],"machine-learning":[143],"module,":[145],"which":[146],"relies":[147],"historical":[149],"data":[150,159],"previous":[152],"continuously":[156],"analyses":[157],"sensor":[158],"predict":[161],"hazardous":[162],"conditions,":[164],"enabling":[165],"early":[166],"targeted":[168],"warnings":[169],"When":[173],"possible":[175],"scenario":[178,230],"detected,":[180],"defines":[183],"danger":[184],"zones,":[185],"dynamic":[187],"routing":[188],"module":[189],"identifies":[190],"proper":[191],"paths,":[193],"addresses":[195],"direct":[196],"wayfinding":[197,263],"towards":[198],"citizens,":[199],"using":[200],"communication":[201],"via":[202],"mobile":[203],"devices.":[204],"Emergency":[205],"operators":[206],"access":[207],"dedicated":[209],"dashboard":[210],"real-time":[212],"monitoring,":[213],"route":[214],"validation.":[217],"Developed":[218],"within":[219],"CLIMRES":[221],"project,":[222],"showcased":[226],"considering":[227],"pilot":[229],"city":[233,240],"centre":[234],"Senigallia,":[236],"Italy,":[237],"affected":[241],"by":[242],"relevant":[248],"tourist":[249],"destination":[250],"along":[251],"Italian":[253],"Adriatic":[254],"Coast.":[255],"combination":[257],"predictive":[259],"analytics":[260],"with":[261],"adaptive":[262],"enhances":[264],"situational":[265],"awareness":[266],"supports":[268],"fast,":[269],"coordinated":[270],"context-sensitive":[272],"management.":[276]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-08-26T00:00:00"}
