{"id":"https://openalex.org/W4417132177","doi":"https://doi.org/10.1109/wf-iot64238.2025.11270679","title":"Proactive Rapid Emergency Communication via Low Altitude Intelligent Networks Enabled by Adaptive Generative AI","display_name":"Proactive Rapid Emergency Communication via Low Altitude Intelligent Networks Enabled by Adaptive Generative AI","publication_year":2025,"publication_date":"2025-10-27","ids":{"openalex":"https://openalex.org/W4417132177","doi":"https://doi.org/10.1109/wf-iot64238.2025.11270679"},"language":null,"primary_location":{"id":"doi:10.1109/wf-iot64238.2025.11270679","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot64238.2025.11270679","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 11th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5104101068","display_name":"Lixin Zhang","orcid":"https://orcid.org/0009-0004-3777-666X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lixin Zhang","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103088416","display_name":"Peng Yu","orcid":"https://orcid.org/0000-0002-4446-4427"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Yu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029384881","display_name":"Chaochao Li","orcid":"https://orcid.org/0000-0001-9694-832X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaochao Li","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440855","display_name":"Wenting Li","orcid":"https://orcid.org/0000-0001-7734-4838"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenting Li","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013531627","display_name":"Can Ozan Tan","orcid":"https://orcid.org/0000-0001-9673-9907"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Can Tan","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dingshi Liao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210143496","display_name":"Shanghai Harbour Engineering Design & Research Institute","ror":"https://ror.org/055qdna38","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210143496"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dingshi Liao","raw_affiliation_strings":["China-Asean Information Harbor Co,.Ltd.,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China-Asean Information Harbor Co,.Ltd.,China","institution_ids":["https://openalex.org/I4210143496"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100385692","display_name":"Xu Chen","orcid":"https://orcid.org/0000-0001-9943-6020"},"institutions":[{"id":"https://openalex.org/I4210143496","display_name":"Shanghai Harbour Engineering Design & Research Institute","ror":"https://ror.org/055qdna38","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210143496"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Chen","raw_affiliation_strings":["China-Asean Information Harbor Co,.Ltd.,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China-Asean Information Harbor Co,.Ltd.,China","institution_ids":["https://openalex.org/I4210143496"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.8561999797821045,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.8561999797821045,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.008200000040233135,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.007699999958276749,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/software-deployment","display_name":"Software deployment","score":0.8008000254631042},{"id":"https://openalex.org/keywords/drone","display_name":"Drone","score":0.5170000195503235},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.48660001158714294},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4494999945163727},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.3912000060081482},{"id":"https://openalex.org/keywords/telecommunications-network","display_name":"Telecommunications network","score":0.3880000114440918},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.3321000039577484},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.3221000134944916},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.3174000084400177}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.8008000254631042},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6480000019073486},{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.5170000195503235},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.48660001158714294},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4494999945163727},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4049000144004822},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.3912000060081482},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.3880000114440918},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3409000039100647},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3337000012397766},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.3321000039577484},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.3221000134944916},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.3174000084400177},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.3122999966144562},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.30970001220703125},{"id":"https://openalex.org/C62555980","wikidata":"https://www.wikidata.org/wiki/Q1460420","display_name":"Emergency management","level":2,"score":0.2969000041484833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29269999265670776},{"id":"https://openalex.org/C81293917","wikidata":"https://www.wikidata.org/wiki/Q4189534","display_name":"System deployment","level":3,"score":0.2870999872684479},{"id":"https://openalex.org/C2993172488","wikidata":"https://www.wikidata.org/wiki/Q190200","display_name":"Low altitude","level":3,"score":0.2800999879837036},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.2791999876499176},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2786000072956085},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.2768000066280365},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.2757999897003174},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.27140000462532043},{"id":"https://openalex.org/C158156997","wikidata":"https://www.wikidata.org/wiki/Q1416645","display_name":"Models of communication","level":2,"score":0.2711000144481659},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.26669999957084656},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.26089999079704285},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.26030001044273376},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.25060001015663147}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wf-iot64238.2025.11270679","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot64238.2025.11270679","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 11th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2342656438","https://openalex.org/W2994008524","https://openalex.org/W3111740206","https://openalex.org/W3117063786","https://openalex.org/W3117549139","https://openalex.org/W3119286118","https://openalex.org/W3173360237","https://openalex.org/W4285102299","https://openalex.org/W4295789133","https://openalex.org/W4394564389","https://openalex.org/W4401360889","https://openalex.org/W4401806689","https://openalex.org/W4402473883","https://openalex.org/W4402756048","https://openalex.org/W4405974582","https://openalex.org/W4406457456"],"related_works":[],"abstract_inverted_index":{"Following":[0],"major":[1],"disasters,":[2],"damage":[3,37,68],"to":[4,14,46,61,82,100,127,135],"ground-based":[5],"communication":[6,88,98,136],"infrastructure":[7],"severely":[8],"hampers":[9],"emergency":[10,97,107],"response.":[11],"In":[12],"response":[13,172],"this,":[15],"this":[16],"paper":[17],"proposes":[18],"a":[19,42,110,162],"temporary":[20],"networking":[21],"solution":[22,139],"integrating":[23],"Low":[24],"Altitude":[25],"Intelligent":[26],"Networks":[27],"(LAIN)":[28],"and":[29,55,69,77,117,143,148,168,174],"Adaptive":[30],"Generative":[31],"AI.":[32],"The":[33,138],"system":[34],"generates":[35],"structured":[36],"assessment":[38],"reports":[39],"by":[40],"deploying":[41],"drone":[43],"(UAV)":[44],"swarm":[45],"rapidly":[47],"acquire":[48],"high-resolution":[49],"imagery":[50],"of":[51,66,86,106,123],"the":[52,64,84,92,103,121,129,159],"disaster":[53,133],"area":[54],"using":[56],"large-scale":[57],"generative":[58,118],"AI":[59,119],"models":[60],"automatically":[62],"assess":[63],"extent":[65],"building":[67],"their":[70],"geographical":[71],"coordinates.":[72],"Soft":[73],"Actor-Critic":[74],"(SAC)":[75],"algorithms":[76],"Transformer":[78],"modules":[79],"are":[80],"introduced":[81],"optimise":[83],"deployment":[85,94,175],"UAV":[87],"points,":[89],"dynamically":[90],"determining":[91],"optimal":[93],"scheme":[95],"for":[96],"UAVs":[99,116],"assist":[101],"in":[102],"immediate":[104],"restoration":[105],"communications":[108],"after":[109],"disaster.":[111],"This":[112],"framework":[113,160],"synchronously":[114],"collaborates":[115],"with":[120],"assistance":[122],"reinforcement":[124],"learning":[125],"technology":[126],"achieve":[128],"entire":[130],"process":[131],"from":[132],"perception":[134],"restoration.":[137],"is":[140],"fully":[141],"automated":[142],"can":[144],"model":[145],"spatial":[146],"heterogeneity":[147],"make":[149],"multi-objective":[150],"decisions.":[151],"Experiments":[152],"on":[153],"real":[154],"urban":[155],"datasets":[156],"show":[157],"that":[158],"achieves":[161],"balanced":[163],"trade-off":[164],"among":[165],"coverage,":[166],"latency,":[167],"energy":[169],"consumption,":[170],"improving":[171],"speed":[173],"efficiency.":[176]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-12-08T00:00:00"}
