{"id":"https://openalex.org/W4401946471","doi":"https://doi.org/10.3390/fi16090312","title":"AI Services-Oriented Dynamic Computing Resource Scheduling Algorithm Based on Distributed Data Parallelism in Edge Computing Network of Smart Grid","display_name":"AI Services-Oriented Dynamic Computing Resource Scheduling Algorithm Based on Distributed Data Parallelism in Edge Computing Network of Smart Grid","publication_year":2024,"publication_date":"2024-08-28","ids":{"openalex":"https://openalex.org/W4401946471","doi":"https://doi.org/10.3390/fi16090312"},"language":"en","primary_location":{"id":"doi:10.3390/fi16090312","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi16090312","pdf_url":"https://www.mdpi.com/1999-5903/16/9/312/pdf?version=1724853689","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/16/9/312/pdf?version=1724853689","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115595677","display_name":"Jing Zou","orcid":"https://orcid.org/0000-0002-4080-0032"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jing Zou","raw_affiliation_strings":["State Grid Economic and Technological Research Institute Ltd., Beijing 221005, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Economic and Technological Research Institute Ltd., Beijing 221005, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062055379","display_name":"Peizhe Xin","orcid":"https://orcid.org/0009-0006-5231-1435"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peizhe Xin","raw_affiliation_strings":["State Grid Economic and Technological Research Institute Ltd., Beijing 221005, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Economic and Technological Research Institute Ltd., Beijing 221005, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100371640","display_name":"Chang Wang","orcid":"https://orcid.org/0000-0001-7487-1317"},"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":"Chang Wang","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031756477","display_name":"Heli Zhang","orcid":"https://orcid.org/0000-0002-5994-9419"},"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":true,"raw_author_name":"Heli Zhang","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China"],"raw_orcid":"https://orcid.org/0000-0002-5994-9419","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100634705","display_name":"Lei Wei","orcid":"https://orcid.org/0000-0001-5409-3124"},"institutions":[{"id":"https://openalex.org/I4210126065","display_name":"Shanghai Electric (China)","ror":"https://ror.org/0314qy595","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210126065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Wei","raw_affiliation_strings":["Information and Telecommunication Branch, State Grid Jiangsu Electric Power Ltd., Nanjing 211103, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Telecommunication Branch, State Grid Jiangsu Electric Power Ltd., Nanjing 211103, China","institution_ids":["https://openalex.org/I4210126065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115602710","display_name":"Ying Wang","orcid":"https://orcid.org/0000-0001-6638-8026"},"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":"Ying Wang","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5031756477"],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.4204,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.82690844,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"16","issue":"9","first_page":"312","last_page":"312"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9951000213623047,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9940000176429749,"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/computer-science","display_name":"Computer science","score":0.8939757347106934},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6191776394844055},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5807352066040039},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.49208754301071167},{"id":"https://openalex.org/keywords/data-center","display_name":"Data center","score":0.4727436304092407},{"id":"https://openalex.org/keywords/grid-computing","display_name":"Grid computing","score":0.44768428802490234},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.4141496419906616},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4117138385772705},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.26765429973602295},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2563079595565796},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2293323576450348},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.134599506855011},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.1141764223575592}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8939757347106934},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6191776394844055},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5807352066040039},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.49208754301071167},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.4727436304092407},{"id":"https://openalex.org/C70429105","wikidata":"https://www.wikidata.org/wiki/Q249999","display_name":"Grid computing","level":3,"score":0.44768428802490234},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.4141496419906616},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4117138385772705},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.26765429973602295},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2563079595565796},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2293323576450348},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.134599506855011},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.1141764223575592},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/fi16090312","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi16090312","pdf_url":"https://www.mdpi.com/1999-5903/16/9/312/pdf?version=1724853689","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jftint:v:16:y:2024:i:9:p:312-:d:1466214","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/16/9/312/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:f1b1a2050b964c089e2ae8109a3f4184","is_oa":true,"landing_page_url":"https://doaj.org/article/f1b1a2050b964c089e2ae8109a3f4184","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 16, Iss 9, p 312 (2024)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-5903/16/9/312/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/fi16090312","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/fi16090312","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi16090312","pdf_url":"https://www.mdpi.com/1999-5903/16/9/312/pdf?version=1724853689","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320326707","display_name":"State Grid Corporation of China","ror":"https://ror.org/05twwhs70"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4401946471.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2422242343","https://openalex.org/W2774000609","https://openalex.org/W2920095265","https://openalex.org/W2948332817","https://openalex.org/W2963215687","https://openalex.org/W2966292090","https://openalex.org/W2995191368","https://openalex.org/W3009990445","https://openalex.org/W3039935238","https://openalex.org/W3045355232","https://openalex.org/W3046522680","https://openalex.org/W3107548300","https://openalex.org/W3116798885","https://openalex.org/W3131661743","https://openalex.org/W3164928098","https://openalex.org/W3172329362","https://openalex.org/W3177145937","https://openalex.org/W3199183581","https://openalex.org/W3214321014","https://openalex.org/W4200582932","https://openalex.org/W4206165345","https://openalex.org/W4210547122","https://openalex.org/W4226203901","https://openalex.org/W4312505832","https://openalex.org/W4312522582","https://openalex.org/W4313219600","https://openalex.org/W4315701868","https://openalex.org/W4399426541"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W4394895745","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W2910064364","https://openalex.org/W4255224757","https://openalex.org/W2499527417"],"abstract_inverted_index":{"Massive":[0],"computational":[1,25,99,116,137],"resources":[2,89],"are":[3,83,166],"required":[4],"by":[5],"a":[6,68,91,152,160],"booming":[7],"number":[8],"of":[9,18,102,111,127,181,183,188],"artificial":[10],"intelligence":[11],"(AI)":[12],"services":[13,52,59],"in":[14,53,71,179],"the":[15,19,24,108,123,172,177],"communication":[16],"network":[17,33],"smart":[20,54],"grid.":[21,55],"To":[22,149],"alleviate":[23],"pressure":[26],"on":[27,47,131],"data":[28,48,65,77,104,129,144],"centers,":[29],"edge":[30,64,76,81,103,143],"computing":[31,88],"first":[32],"(ECFN)":[34],"can":[35],"serve":[36],"as":[37],"an":[38,63],"effective":[39],"solution":[40],"to":[41,57,85],"realize":[42],"distributed":[43,132,189],"model":[44,133,158,190],"training":[45,134,191],"based":[46,130],"parallelism":[49],"for":[50,93,146],"AI":[51,58,96,112,128,147,184],"Due":[56],"with":[60],"diversified":[61],"types,":[62],"center":[66],"has":[67],"changing":[69],"workload":[70],"different":[72,80],"time":[73,194],"periods.":[74],"Selfish":[75],"centers":[78,105,145],"from":[79],"suppliers":[82],"reluctant":[84],"share":[86],"their":[87],"without":[90],"rule":[92],"fair":[94],"competition.":[95],"services-oriented":[97],"dynamic":[98,136],"resource":[100,117,138],"scheduling":[101,139],"affects":[106],"both":[107],"economic":[109],"profit":[110,182],"service":[113,185],"providers":[114],"and":[115,125,135,159,195],"utilization.":[118],"This":[119],"letter":[120],"mainly":[121],"discusses":[122],"partition":[124],"distribution":[126],"problems":[140],"among":[141],"multiple":[142],"services.":[148],"this":[150],"end,":[151],"mixed":[153],"integer":[154],"linear":[155],"programming":[156],"(MILP)":[157],"Deep":[161],"Reinforcement":[162],"Learning":[163],"(DRL)-based":[164],"algorithm":[165,175],"proposed.":[167],"Simulation":[168],"results":[169],"show":[170],"that":[171],"proposed":[173],"DRL-based":[174],"outperforms":[176],"benchmark":[178],"terms":[180],"provider,":[186],"backlog":[187],"tasks,":[192],"running":[193],"multi-objective":[196],"optimization.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}