{"id":"https://openalex.org/W3113817107","doi":"https://doi.org/10.1109/tvt.2020.3047149","title":"Learning Centric Wireless Resource Allocation for Edge Computing: Algorithm and Experiment","display_name":"Learning Centric Wireless Resource Allocation for Edge Computing: Algorithm and Experiment","publication_year":2020,"publication_date":"2020-12-24","ids":{"openalex":"https://openalex.org/W3113817107","doi":"https://doi.org/10.1109/tvt.2020.3047149","mag":"3113817107"},"language":"en","primary_location":{"id":"doi:10.1109/tvt.2020.3047149","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2020.3047149","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Vehicular Technology","raw_type":"journal-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/A5046214291","display_name":"Liangkai Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liangkai Zhou","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038219684","display_name":"Yuncong Hong","orcid":"https://orcid.org/0000-0001-5469-5619"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuncong Hong","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-5469-5619","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100328259","display_name":"Shuai Wang","orcid":"https://orcid.org/0000-0002-0288-4212"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Wang","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, the Department of Computer Science and Engineering, and the Sifakis Research Institute for Trustworthy Autonomous Systems, Southern University of Science and Technology (SUSTech), Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-0288-4212","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, the Department of Computer Science and Engineering, and the Sifakis Research Institute for Trustworthy Autonomous Systems, Southern University of Science and Technology (SUSTech), Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062988632","display_name":"Ruihua Han","orcid":"https://orcid.org/0000-0001-6206-5289"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruihua Han","raw_affiliation_strings":["Department of Computer Science and Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086491465","display_name":"Dachuan Li","orcid":"https://orcid.org/0000-0002-7267-9951"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dachuan Li","raw_affiliation_strings":["Department of Computer Science and Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100431342","display_name":"Rui Wang","orcid":"https://orcid.org/0000-0003-0044-8932"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Wang","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-0044-8932","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037660521","display_name":"Qi Hao","orcid":"https://orcid.org/0000-0002-2792-5965"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Hao","raw_affiliation_strings":["Department of Computer Science and Engineering and the Sifakis Research Institute of Trustworthy Autonomous Systems, Southern University of Science and Technology (SUSTech), Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-2792-5965","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering and the Sifakis Research Institute of Trustworthy Autonomous Systems, Southern University of Science and Technology (SUSTech), Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3045169105"],"apc_list":null,"apc_paid":null,"fwci":2.782,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.91121707,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"70","issue":"1","first_page":"1035","last_page":"1040"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9991999864578247,"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":0.9991999864578247,"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/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9983000159263611,"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/T13553","display_name":"Age of Information Optimization","score":0.9980000257492065,"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/computer-science","display_name":"Computer science","score":0.7780128717422485},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6632573008537292},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5812044143676758},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5522331595420837},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.526189386844635},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5008959770202637},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.48395851254463196},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.46027159690856934},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44017714262008667},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.43151402473449707},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38711458444595337},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.3618715703487396},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.206435889005661},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08732789754867554}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7780128717422485},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6632573008537292},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5812044143676758},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5522331595420837},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.526189386844635},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5008959770202637},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.48395851254463196},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.46027159690856934},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44017714262008667},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.43151402473449707},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38711458444595337},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3618715703487396},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.206435889005661},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08732789754867554},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tvt.2020.3047149","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2020.3047149","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Vehicular Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6243945240","display_name":null,"funder_award_id":"62001203","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G630461272","display_name":null,"funder_award_id":"JCYJ20190809142403596","funder_id":"https://openalex.org/F4320329791","funder_display_name":"Shenzhen Fundamental Research Program"},{"id":"https://openalex.org/G7707236446","display_name":null,"funder_award_id":"91838301","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7894026873","display_name":null,"funder_award_id":"61773197","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329791","display_name":"Shenzhen Fundamental Research Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1971443733","https://openalex.org/W2007339694","https://openalex.org/W2090614046","https://openalex.org/W2101234009","https://openalex.org/W2115579991","https://openalex.org/W2120462722","https://openalex.org/W2165715302","https://openalex.org/W2182396527","https://openalex.org/W2266822037","https://openalex.org/W2344000029","https://openalex.org/W2508393166","https://openalex.org/W2624989916","https://openalex.org/W2897529137","https://openalex.org/W2950865323","https://openalex.org/W2962867954","https://openalex.org/W2975143742","https://openalex.org/W2981138228","https://openalex.org/W2989693566","https://openalex.org/W3004277316","https://openalex.org/W3008105217","https://openalex.org/W3009100893","https://openalex.org/W3045828040","https://openalex.org/W3046522680","https://openalex.org/W3049748965","https://openalex.org/W3090615085","https://openalex.org/W3113817107","https://openalex.org/W4250589301","https://openalex.org/W4295719664","https://openalex.org/W6675354045","https://openalex.org/W6693270258","https://openalex.org/W6745935785","https://openalex.org/W6784917303"],"related_works":["https://openalex.org/W3162204513","https://openalex.org/W2371138613","https://openalex.org/W2048963458","https://openalex.org/W2979760315","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4386004629","https://openalex.org/W2942586735","https://openalex.org/W2896252239"],"abstract_inverted_index":{"Edge":[0],"intelligence":[1],"is":[2,62],"an":[3,113],"emerging":[4],"network":[5],"architecture":[6],"that":[7,96,107],"integrates":[8],"sensing,":[9],"communication,":[10],"computing":[11],"components,":[12],"and":[13,69,126,140],"supports":[14],"various":[15],"machine":[16],"learning":[17,43,81,89,100],"applications,":[18],"where":[19],"a":[20,63,74],"fundamental":[21],"communication":[22],"question":[23],"is:":[24],"how":[25],"to":[26,36,79,119,131],"allocate":[27],"the":[28,37,66,70,88,98,108,120,133,136],"limited":[29],"wireless":[30,91],"resources":[31],"(such":[32],"as":[33],"time,":[34],"energy)":[35],"simultaneous":[38],"model":[39],"training":[40,58],"of":[41,102,135],"heterogeneous":[42,55],"tasks?":[44],"Existing":[45],"methods":[46],"ignore":[47],"two":[48],"important":[49],"facts:":[50],"1)":[51],"different":[52],"models":[53],"have":[54],"demands":[56],"on":[57],"data;":[59],"2)":[60],"there":[61],"mismatch":[64],"between":[65],"simulated":[67],"environment":[68],"real-world":[71],"environment.":[72],"As":[73],"result,":[75],"they":[76],"could":[77],"lead":[78],"low":[80],"performance":[82,101,134],"in":[83,143],"practice.":[84],"This":[85],"paper":[86],"proposes":[87],"centric":[90],"resource":[92],"allocation":[93],"(LCWRA)":[94],"scheme":[95,139],"maximizes":[97],"worst":[99],"multiple":[103],"tasks.":[104],"Analysis":[105],"shows":[106],"optimal":[109],"transmission":[110],"time":[111],"has":[112],"inverse":[114],"power":[115],"relationship":[116],"with":[117],"respect":[118],"generalization":[121],"error.":[122],"Finally,":[123],"both":[124],"simulation":[125],"experimental":[127],"results":[128],"are":[129],"provided":[130],"verify":[132],"proposed":[137],"LCWRA":[138],"its":[141],"robustness":[142],"real":[144],"implementation.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}