{"id":"https://openalex.org/W7164843509","doi":"https://doi.org/10.1007/s10586-026-06147-0","title":"Optimizing wildfire response: an SPN-based approach to performance and sensitivity analysis","display_name":"Optimizing wildfire response: an SPN-based approach to performance and sensitivity analysis","publication_year":2026,"publication_date":"2026-06-01","ids":{"openalex":"https://openalex.org/W7164843509","doi":"https://doi.org/10.1007/s10586-026-06147-0"},"language":"en","primary_location":{"id":"doi:10.1007/s10586-026-06147-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-026-06147-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-026-06147-0.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10586-026-06147-0.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092225015","display_name":"Arthur Sabino","orcid":"https://orcid.org/0000-0002-0900-6586"},"institutions":[{"id":"https://openalex.org/I3121799822","display_name":"Universidade Federal do Piau\u00ed","ror":"https://ror.org/00kwnx126","country_code":"BR","type":"education","lineage":["https://openalex.org/I3121799822"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Arthur Sabino","raw_affiliation_strings":["Laboratory of Applied Research to Distributed Systems (PASID), Federal University of Piau\u00ed (UFPI), Picos, Piau\u00ed, 64607-670, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Applied Research to Distributed Systems (PASID), Federal University of Piau\u00ed (UFPI), Picos, Piau\u00ed, 64607-670, Brazil","institution_ids":["https://openalex.org/I3121799822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137382375","display_name":"Luiz Nelson Lima","orcid":"https://orcid.org/0009-0001-0745-019X"},"institutions":[{"id":"https://openalex.org/I3121799822","display_name":"Universidade Federal do Piau\u00ed","ror":"https://ror.org/00kwnx126","country_code":"BR","type":"education","lineage":["https://openalex.org/I3121799822"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Luiz Nelson Lima","raw_affiliation_strings":["Laboratory of Applied Research to Distributed Systems (PASID), Federal University of Piau\u00ed (UFPI), Picos, Piau\u00ed, 64607-670, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Applied Research to Distributed Systems (PASID), Federal University of Piau\u00ed (UFPI), Picos, Piau\u00ed, 64607-670, Brazil","institution_ids":["https://openalex.org/I3121799822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008097166","display_name":"Vandirleya Barbosa","orcid":"https://orcid.org/0009-0006-3502-9964"},"institutions":[{"id":"https://openalex.org/I3121799822","display_name":"Universidade Federal do Piau\u00ed","ror":"https://ror.org/00kwnx126","country_code":"BR","type":"education","lineage":["https://openalex.org/I3121799822"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Vandirleya Barbosa","raw_affiliation_strings":["Laboratory of Applied Research to Distributed Systems (PASID), Federal University of Piau\u00ed (UFPI), Picos, Piau\u00ed, 64607-670, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Applied Research to Distributed Systems (PASID), Federal University of Piau\u00ed (UFPI), Picos, Piau\u00ed, 64607-670, Brazil","institution_ids":["https://openalex.org/I3121799822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138629796","display_name":"Leonardo Freitas","orcid":null},"institutions":[{"id":"https://openalex.org/I150729083","display_name":"Universidade de Bras\u00edlia","ror":"https://ror.org/02xfp8v59","country_code":"BR","type":"education","lineage":["https://openalex.org/I150729083"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Leonardo Freitas","raw_affiliation_strings":["Department of Computer Science, University of Bras\u00edlia (UnB), Bras\u00edlia, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Bras\u00edlia (UnB), Bras\u00edlia, Brazil","institution_ids":["https://openalex.org/I150729083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138215580","display_name":"Priscila Solis Barreto","orcid":null},"institutions":[{"id":"https://openalex.org/I150729083","display_name":"Universidade de Bras\u00edlia","ror":"https://ror.org/02xfp8v59","country_code":"BR","type":"education","lineage":["https://openalex.org/I150729083"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Priscila Solis Barreto","raw_affiliation_strings":["Department of Computer Science, University of Bras\u00edlia (UnB), Bras\u00edlia, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Bras\u00edlia (UnB), Bras\u00edlia, Brazil","institution_ids":["https://openalex.org/I150729083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138256580","display_name":"Marcos F. Caetano","orcid":null},"institutions":[{"id":"https://openalex.org/I150729083","display_name":"Universidade de Bras\u00edlia","ror":"https://ror.org/02xfp8v59","country_code":"BR","type":"education","lineage":["https://openalex.org/I150729083"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Marcos F. Caetano","raw_affiliation_strings":["Department of Computer Science, University of Bras\u00edlia (UnB), Bras\u00edlia, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Bras\u00edlia (UnB), Bras\u00edlia, Brazil","institution_ids":["https://openalex.org/I150729083"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022206003","display_name":"Francisco Airton Silva","orcid":"https://orcid.org/0000-0002-8211-6060"},"institutions":[{"id":"https://openalex.org/I3121799822","display_name":"Universidade Federal do Piau\u00ed","ror":"https://ror.org/00kwnx126","country_code":"BR","type":"education","lineage":["https://openalex.org/I3121799822"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Francisco Airton Silva","raw_affiliation_strings":["Laboratory of Applied Research to Distributed Systems (PASID), Federal University of Piau\u00ed (UFPI), Picos, Piau\u00ed, 64607-670, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Applied Research to Distributed Systems (PASID), Federal University of Piau\u00ed (UFPI), Picos, Piau\u00ed, 64607-670, Brazil","institution_ids":["https://openalex.org/I3121799822"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5008097166","https://openalex.org/A5022206003","https://openalex.org/A5092225015","https://openalex.org/A5137382375"],"corresponding_institution_ids":["https://openalex.org/I3121799822"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.70517664,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"29","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":0.7275000214576721,"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/T10555","display_name":"Fire effects on ecosystems","score":0.7275000214576721,"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/T12597","display_name":"Fire Detection and Safety Systems","score":0.12600000202655792,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.03550000116229057,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.6710000038146973},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.6100999712944031},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4738999903202057},{"id":"https://openalex.org/keywords/response-time","display_name":"Response time","score":0.4535999894142151},{"id":"https://openalex.org/keywords/petri-net","display_name":"Petri net","score":0.4374000132083893},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4115999937057495},{"id":"https://openalex.org/keywords/stochastic-petri-net","display_name":"Stochastic Petri net","score":0.36800000071525574}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8385000228881836},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.6710000038146973},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.6100999712944031},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4738999903202057},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.46470001339912415},{"id":"https://openalex.org/C19012869","wikidata":"https://www.wikidata.org/wiki/Q578372","display_name":"Response time","level":2,"score":0.4535999894142151},{"id":"https://openalex.org/C38677869","wikidata":"https://www.wikidata.org/wiki/Q724168","display_name":"Petri net","level":2,"score":0.4374000132083893},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4115999937057495},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3903999924659729},{"id":"https://openalex.org/C197551870","wikidata":"https://www.wikidata.org/wiki/Q7617809","display_name":"Stochastic Petri net","level":3,"score":0.36800000071525574},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3504999876022339},{"id":"https://openalex.org/C135510737","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance indicator","level":2,"score":0.33640000224113464},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.33410000801086426},{"id":"https://openalex.org/C2780836893","wikidata":"https://www.wikidata.org/wiki/Q19922674","display_name":"Fire detection","level":2,"score":0.3330000042915344},{"id":"https://openalex.org/C2781345722","wikidata":"https://www.wikidata.org/wiki/Q5308388","display_name":"Drop (telecommunication)","level":2,"score":0.33090001344680786},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.3224000036716461},{"id":"https://openalex.org/C127491075","wikidata":"https://www.wikidata.org/wiki/Q7617825","display_name":"Stochastic modelling","level":2,"score":0.29679998755455017},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.26579999923706055},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2603999972343445}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10586-026-06147-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-026-06147-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-026-06147-0.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10586-026-06147-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-026-06147-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-026-06147-0.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323198","display_name":"Universidade Federal do Piau\u00ed","ror":"https://ror.org/00kwnx126"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7164843509.pdf","grobid_xml":"https://content.openalex.org/works/W7164843509.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W2092895414","https://openalex.org/W2285938394","https://openalex.org/W3028321021","https://openalex.org/W3119180266","https://openalex.org/W3134187373","https://openalex.org/W3199904773","https://openalex.org/W3208186356","https://openalex.org/W4243146694","https://openalex.org/W4297504216","https://openalex.org/W4304775591","https://openalex.org/W4306992829","https://openalex.org/W4308857134","https://openalex.org/W4376484762","https://openalex.org/W4378977296","https://openalex.org/W4380536463","https://openalex.org/W4385342336","https://openalex.org/W4388911106","https://openalex.org/W4389613271","https://openalex.org/W4392139358","https://openalex.org/W4393305564","https://openalex.org/W4399206421","https://openalex.org/W4402353448","https://openalex.org/W4405314364","https://openalex.org/W4415203241"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Wildfires":[1],"pose":[2],"an":[3],"increasing":[4],"threat":[5],"to":[6,104,157,187],"both":[7],"the":[8,28,45,65,73,106,118,122,134,169,188],"environment":[9],"and":[10,19,27,39,47,89,121,150,182],"human":[11],"communities,":[12],"necessitating":[13],"efficient":[14],"systems":[15],"for":[16,30,178],"early":[17],"detection":[18],"rapid":[20,23],"response.":[21],"The":[22,60],"propagation":[24],"of":[25,50,68,75,99,146,171,190],"fires":[26],"need":[29],"dynamic":[31],"resource":[32,90],"allocation":[33],"make":[34],"fire":[35,52,180],"monitoring":[36,53,181],"a":[37,51,69,93,175],"complex":[38],"critical":[40],"challenge.":[41],"This":[42],"study":[43],"presents":[44],"modeling":[46,173],"performance":[48,77,135],"evaluation":[49],"system":[54,111,124],"using":[55],"Stochastic":[56],"Petri":[57],"Nets":[58],"(SPN).":[59],"proposed":[61],"model":[62,120],"accurately":[63],"represents":[64],"operational":[66],"dynamics":[67],"real":[70,123],"system,":[71],"enabling":[72],"analysis":[74,95],"key":[76],"metrics,":[78],"including":[79],"mean":[80],"response":[81,183],"time":[82],"(MRT),":[83],"throughput":[84,145],"(TP),":[85],"drop":[86,152],"probability":[87],"(DP),":[88],"utilization.":[91],"Additionally,":[92],"sensitivity":[94],"based":[96],"on":[97],"Design":[98],"Experiments":[100],"(DoE)":[101],"is":[102],"conducted":[103],"identify":[105],"most":[107],"influential":[108],"factors":[109],"affecting":[110],"performance.":[112],"Statistical":[113],"validation":[114],"showed":[115],"agreement":[116],"between":[117],"SPN":[119,172],"(MRT":[125],"=":[126,131,138,161],"1.2013":[127],"vs.":[128],"1.2016;":[129],"p-value":[130],"0.9528).":[132],"In":[133],"analysis,":[136],"CFC":[137,160],"4":[139],"kept":[140],"MRT":[141],"below":[142],"1.40,":[143],"achieved":[144],"about":[147],"2.10":[148],"pkgs/s,":[149],"reduced":[151],"probability,":[153],"which":[154],"reached":[155],"up":[156],"80%":[158],"with":[159],"1":[162],"under":[163],"high":[164],"load.":[165],"These":[166],"results":[167],"underscore":[168],"applicability":[170],"as":[174],"robust":[176],"methodology":[177],"optimizing":[179],"strategies,":[184],"ultimately":[185],"contributing":[186],"mitigation":[189],"wildfire":[191],"impacts.":[192]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2026-06-16T00:00:00"}
