{"id":"https://openalex.org/W4382623320","doi":"https://doi.org/10.1186/s13677-023-00450-6","title":"Task offloading optimization mechanism based on deep neural network in edge-cloud environment","display_name":"Task offloading optimization mechanism based on deep neural network in edge-cloud environment","publication_year":2023,"publication_date":"2023-05-11","ids":{"openalex":"https://openalex.org/W4382623320","doi":"https://doi.org/10.1186/s13677-023-00450-6"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-023-00450-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00450-6","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00450-6","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00450-6","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081364146","display_name":"Lingkang Meng","orcid":null},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lingkang Meng","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University, Yantai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University, Yantai, China","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100350015","display_name":"Yingjie Wang","orcid":"https://orcid.org/0000-0003-0920-9305"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingjie Wang","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University, Yantai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University, Yantai, China","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100405763","display_name":"Haipeng Wang","orcid":"https://orcid.org/0000-0003-4201-1122"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haipeng Wang","raw_affiliation_strings":["Institute of Information Fusion, Naval Aviation University, Yantai, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Fusion, Naval Aviation University, Yantai, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072895530","display_name":"Xiangrong Tong","orcid":"https://orcid.org/0000-0003-4855-3723"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangrong Tong","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University, Yantai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University, Yantai, China","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101492434","display_name":"Zice Sun","orcid":"https://orcid.org/0000-0002-5436-2547"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zice Sun","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University, Yantai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University, Yantai, China","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072627238","display_name":"Zhipeng Cai","orcid":"https://orcid.org/0000-0001-6017-975X"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhipeng Cai","raw_affiliation_strings":["Department of Computer Science, Georgia State University, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Georgia State University, Atlanta, USA","institution_ids":["https://openalex.org/I181565077"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5081364146"],"corresponding_institution_ids":["https://openalex.org/I18452120"],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":3.0356,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.91746641,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9958000183105469,"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/computer-science","display_name":"Computer science","score":0.8780494928359985},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8133590221405029},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.6463209390640259},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5648956298828125},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.544374942779541},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5159040689468384},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.4944803714752197},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.49043652415275574},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4492654502391815},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.44706445932388306},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4140024781227112},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4130290150642395},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26448285579681396},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09434059262275696}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8780494928359985},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8133590221405029},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.6463209390640259},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5648956298828125},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.544374942779541},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5159040689468384},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.4944803714752197},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.49043652415275574},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4492654502391815},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.44706445932388306},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4140024781227112},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4130290150642395},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26448285579681396},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09434059262275696}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13677-023-00450-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00450-6","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00450-6","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a990ca5432f349d3ba00ac0314b10e4d","is_oa":true,"landing_page_url":"https://doaj.org/article/a990ca5432f349d3ba00ac0314b10e4d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 12, Iss 1, Pp 1-12 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-023-00450-6","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00450-6","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00450-6","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.6000000238418579,"display_name":"Decent work and economic growth"}],"awards":[{"id":"https://openalex.org/G1023919524","display_name":null,"funder_award_id":", Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2954701993","display_name":null,"funder_award_id":"ZR2022","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3941638460","display_name":null,"funder_award_id":"ZR2022MF238","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G4020255992","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G496790220","display_name":null,"funder_award_id":"62272405","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6326533083","display_name":null,"funder_award_id":"SKLNST","funder_id":"https://openalex.org/F4320321470","funder_display_name":"Beijing University of Posts and Telecommunications"},{"id":"https://openalex.org/G8788352519","display_name":null,"funder_award_id":"SKLNST-2022-1-12","funder_id":"https://openalex.org/F4320321470","funder_display_name":"Beijing University of Posts and Telecommunications"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321470","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320327101","display_name":"State Key Laboratory of Networking and Switching Technology","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4382623320.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W2092576813","https://openalex.org/W2145339207","https://openalex.org/W2195423816","https://openalex.org/W2342476653","https://openalex.org/W2400861403","https://openalex.org/W2416799949","https://openalex.org/W2486687030","https://openalex.org/W2495983308","https://openalex.org/W2525236167","https://openalex.org/W2620831508","https://openalex.org/W2741401130","https://openalex.org/W2756144809","https://openalex.org/W2781935635","https://openalex.org/W2789321219","https://openalex.org/W2800806089","https://openalex.org/W2806217983","https://openalex.org/W2897798676","https://openalex.org/W2898155611","https://openalex.org/W2921018545","https://openalex.org/W2963190722","https://openalex.org/W2963618158","https://openalex.org/W2982407593","https://openalex.org/W2982544537","https://openalex.org/W2994470882","https://openalex.org/W3012539654","https://openalex.org/W3014706756","https://openalex.org/W3021782190","https://openalex.org/W3031631102","https://openalex.org/W3089714714","https://openalex.org/W3121887278","https://openalex.org/W3161757600","https://openalex.org/W3177624059","https://openalex.org/W3197875103","https://openalex.org/W3213727358","https://openalex.org/W4206180948","https://openalex.org/W4206450891","https://openalex.org/W4206667744","https://openalex.org/W4220799465","https://openalex.org/W4225586447","https://openalex.org/W4281660018","https://openalex.org/W4283210954","https://openalex.org/W4285151040","https://openalex.org/W4285197869","https://openalex.org/W4293581259","https://openalex.org/W4293916805","https://openalex.org/W4295347215","https://openalex.org/W4312389599","https://openalex.org/W4324116470"],"related_works":["https://openalex.org/W3154796165","https://openalex.org/W4361251304","https://openalex.org/W2902693277","https://openalex.org/W4378977105","https://openalex.org/W3139051647","https://openalex.org/W3024547383","https://openalex.org/W4322761281","https://openalex.org/W3174690704","https://openalex.org/W4210813012","https://openalex.org/W2968424451"],"abstract_inverted_index":{"Abstract":[0],"With":[1],"the":[2,9,18,74,86,115,120,146,153,156,161,174],"rise":[3],"of":[4,11,148,176],"edge":[5],"computing":[6,56,141],"technology":[7],"and":[8,49,79,125,166],"development":[10],"intelligent":[12],"mobile":[13],"devices,":[14],"task":[15,111,149,180],"offloading":[16,27,89,112,132],"in":[17,34,67,114,169],"edge-cloud":[19,52,68,116,171],"environment":[20],"has":[21],"become":[22],"a":[23,30,97,130,178],"research":[24,32],"hotspot.":[25],"Task":[26,101],"is":[28,134],"also":[29],"key":[31],"issue":[33],"Mobile":[35],"CrowdSourcing":[36],"(MCS),":[37],"where":[38],"crowd":[39],"workers":[40],"collect":[41],"sensed":[42],"data":[43],"through":[44],"smart":[45],"devices":[46],"they":[47],"carry":[48],"offload":[50],"to":[51,72,106,118],"servers":[53,117],"or":[54],"perform":[55],"tasks":[57],"locally.":[58],"Current":[59],"researches":[60],"mainly":[61],"focus":[62],"on":[63,173],"reducing":[64,145],"resource":[65,77,123,137,164],"consumption":[66,78,124,165],"servers,":[69],"but":[70],"fails":[71],"consider":[73],"conflict":[75,121,162],"between":[76,122,163],"service":[80,126,167],"quality.":[81,127],"Therefore,":[82],"this":[83],"paper":[84],"considers":[85],"learning":[87],"generation":[88],"strategy":[90,113,133],"among":[91],"multiple":[92],"Deep":[93,98],"Neural":[94,99],"Network(DNN),":[95],"proposed":[96],"Network-based":[100],"Offloading":[102],"Optimization":[103],"(DTOO)":[104],"algorithm":[105,158],"obtain":[107],"an":[108],"approximate":[109],"optimal":[110],"solve":[119],"In":[128],"addition,":[129],"stack-based":[131],"researched.":[135],"The":[136],"sorting":[138],"method":[139],"allocates":[140],"resources":[142],"reasonably,":[143],"thereby":[144],"probability":[147],"failure.":[150],"Compared":[151],"with":[152],"existing":[154],"algorithms,":[155],"DTOO":[157],"could":[159],"balance":[160],"quality":[168],"traditional":[170],"applications":[172],"premise":[175],"ensuring":[177],"higher":[179],"completion":[181],"rate.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}