{"id":"https://openalex.org/W4400276101","doi":"https://doi.org/10.1109/wcnc57260.2024.10571328","title":"Emergency Computing: An Adaptive Collaborative Inference Method Based on Hierarchical Reinforcement Learning","display_name":"Emergency Computing: An Adaptive Collaborative Inference Method Based on Hierarchical Reinforcement Learning","publication_year":2024,"publication_date":"2024-04-21","ids":{"openalex":"https://openalex.org/W4400276101","doi":"https://doi.org/10.1109/wcnc57260.2024.10571328"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc57260.2024.10571328","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wcnc57260.2024.10571328","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Wireless Communications and Networking Conference (WCNC)","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/A5080080275","display_name":"Weiqi Fu","orcid":"https://orcid.org/0000-0002-7368-383X"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqi Fu","raw_affiliation_strings":["School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052560055","display_name":"Lianming Xu","orcid":"https://orcid.org/0009-0006-9142-8863"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lianming Xu","raw_affiliation_strings":["School of Electroni Engineering, Beijing University of Posts and Telecommunications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electroni Engineering, Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100761149","display_name":"Xin Wu","orcid":"https://orcid.org/0000-0002-1733-3560"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Wu","raw_affiliation_strings":["School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Li Wang","orcid":null},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Wang","raw_affiliation_strings":["School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090675101","display_name":"Aiguo Fei","orcid":"https://orcid.org/0000-0002-7053-9832"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aiguo Fei","raw_affiliation_strings":["School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"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":0.0752564,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13062","display_name":"Cognitive Computing and Networks","score":0.6248000264167786,"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"}},"topics":[{"id":"https://openalex.org/T13062","display_name":"Cognitive Computing and Networks","score":0.6248000264167786,"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/T13382","display_name":"Robotics and Automated Systems","score":0.560699999332428,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.5551999807357788,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8594136834144592},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7596161961555481},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6433737277984619},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5383381247520447},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45988544821739197}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8594136834144592},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7596161961555481},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6433737277984619},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5383381247520447},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45988544821739197}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcnc57260.2024.10571328","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wcnc57260.2024.10571328","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3927219227","display_name":null,"funder_award_id":"L222041","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G4373744780","display_name":null,"funder_award_id":"U2066201,62171054,62101045,62201071","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4389718897","display_name":null,"funder_award_id":"24820232023YQTD01,2023RC96","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2739879705","https://openalex.org/W2886851211","https://openalex.org/W2921965200","https://openalex.org/W2963122961","https://openalex.org/W2964223234","https://openalex.org/W2971527648","https://openalex.org/W3021309758","https://openalex.org/W3041971333","https://openalex.org/W3043914740","https://openalex.org/W3205430638","https://openalex.org/W4226171734","https://openalex.org/W4236099117"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"In":[0,45],"achieving":[1],"effective":[2],"emergency":[3,27,66,115],"response,":[4],"the":[5,22,40,104],"timely":[6],"acquisition":[7],"of":[8,24,32,42,106,140],"environmental":[9],"information,":[10],"seamless":[11],"command":[12],"data":[13,86],"transmission,":[14],"and":[15,35,58,71,73,91,117,146],"prompt":[16],"decision-making":[17],"are":[18],"crucial.":[19],"This":[20],"necessitates":[21],"establishment":[23],"a":[25,81,96],"resilient":[26],"communication":[28,34,70,147],"dedicated":[29],"network,":[30],"capable":[31],"providing":[33],"sensing":[36],"services":[37],"even":[38],"in":[39,95],"absence":[41],"basic":[43],"infrastructure.":[44],"this":[46],"paper,":[47],"we":[48,111],"propose":[49,118],"an":[50,119],"Emergency":[51],"Network":[52],"with":[53,143],"Sensing,":[54],"Communication,":[55],"Computation,":[56],"Caching,":[57],"Intelligence":[59],"(E-SC3I).":[60],"The":[61],"framework":[62],"incorporates":[63],"mechanisms":[64],"for":[65],"computing,":[67],"caching,":[68],"integrated":[69],"sensing,":[72],"intelligence":[74],"empowerment.":[75],"E-SC3I":[76],"ensures":[77],"rapid":[78,138],"access":[79],"to":[80,136],"large":[82],"user":[83],"base,":[84],"reliable":[85],"transmission":[87],"over":[88],"unstable":[89],"links,":[90],"dynamic":[92],"network":[93],"deployment":[94],"changing":[97],"environment.":[98],"However,":[99],"these":[100],"advantages":[101],"come":[102],"at":[103],"cost":[105],"significant":[107],"computation":[108],"overhead.":[109],"Therefore,":[110],"specifically":[112],"concentrate":[113],"on":[114,126],"computing":[116],"adaptive":[120],"collaborative":[121],"inference":[122,139],"method":[123],"(ACIM)":[124],"based":[125],"hierarchical":[127],"reinforcement":[128],"learning.":[129],"Experimental":[130],"results":[131],"demonstrate":[132],"our":[133],"method's":[134],"ability":[135],"achieve":[137],"AI":[141],"models":[142],"constrained":[144],"computational":[145],"resources.":[148]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}