{"id":"https://openalex.org/W4312379221","doi":"https://doi.org/10.1109/tnse.2022.3225292","title":"In-Network Pooling: Contribution-Aware Allocation Optimization for Computing Power Network in B5G/6G Era","display_name":"In-Network Pooling: Contribution-Aware Allocation Optimization for Computing Power Network in B5G/6G Era","publication_year":2022,"publication_date":"2022-11-29","ids":{"openalex":"https://openalex.org/W4312379221","doi":"https://doi.org/10.1109/tnse.2022.3225292"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2022.3225292","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2022.3225292","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","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/A5071526671","display_name":"Di Zheng","orcid":"https://orcid.org/0000-0001-5848-144X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zheng Di","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China","Key Laboratory of Dependable Service Computing in Cyber Physical Society Ministry of Education, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Key Laboratory of Dependable Service Computing in Cyber Physical Society Ministry of Education, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061844987","display_name":"Tao Luo","orcid":"https://orcid.org/0000-0003-2162-363X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Luo","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007510770","display_name":"Chao Qiu","orcid":"https://orcid.org/0000-0002-2224-2292"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Qiu","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China","Key Laboratory of Dependable Service Computing in Cyber Physical Society Ministry of Education, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Key Laboratory of Dependable Service Computing in Cyber Physical Society Ministry of Education, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100439693","display_name":"Cheng Zhang","orcid":"https://orcid.org/0000-0003-2135-7546"},"institutions":[{"id":"https://openalex.org/I193524592","display_name":"Tianjin University of Finance and Economics","ror":"https://ror.org/05ev1jb90","country_code":"CN","type":"education","lineage":["https://openalex.org/I193524592"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Zhang","raw_affiliation_strings":["Institute of Technology, Tianjin University of Finance and Economics, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Institute of Technology, Tianjin University of Finance and Economics, Tianjin, China","institution_ids":["https://openalex.org/I193524592"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056337217","display_name":"Zhutao Liu","orcid":"https://orcid.org/0000-0003-1139-1927"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhutao Liu","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363470","display_name":"Xiaofei Wang","orcid":"https://orcid.org/0000-0002-7223-1030"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Wang","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071183299","display_name":"Jing Jiang","orcid":"https://orcid.org/0000-0003-3242-912X"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Jiang","raw_affiliation_strings":["Shanxi Key Laboratory of Information Communication Network and Security, Xi&#x0027;an University of Posts and Telecommunications, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"Shanxi Key Laboratory of Information Communication Network and Security, Xi&#x0027;an University of Posts and Telecommunications, Shaanxi, China","institution_ids":["https://openalex.org/I4210136859"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5071526671"],"corresponding_institution_ids":["https://openalex.org/I158842170","https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":4.5421,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.94969136,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"10","issue":"3","first_page":"1190","last_page":"1202"},"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/T11478","display_name":"Caching and Content Delivery","score":0.9994999766349792,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9936000108718872,"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/pooling","display_name":"Pooling","score":0.8358692526817322},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7956452369689941},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5261078476905823},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.4981234073638916},{"id":"https://openalex.org/keywords/idle","display_name":"Idle","score":0.4919554889202118},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4865080714225769},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4653623402118683},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.43766719102859497},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.394661545753479},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25079432129859924},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.17313003540039062},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.129630446434021}],"concepts":[{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.8358692526817322},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7956452369689941},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5261078476905823},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.4981234073638916},{"id":"https://openalex.org/C16320812","wikidata":"https://www.wikidata.org/wiki/Q1812200","display_name":"Idle","level":2,"score":0.4919554889202118},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4865080714225769},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4653623402118683},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.43766719102859497},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.394661545753479},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25079432129859924},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.17313003540039062},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.129630446434021},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2022.3225292","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2022.3225292","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.5099999904632568}],"awards":[{"id":"https://openalex.org/G103782689","display_name":null,"funder_award_id":"CPSDSC202209","funder_id":"https://openalex.org/F4320321135","funder_display_name":"Chongqing University"},{"id":"https://openalex.org/G545781906","display_name":null,"funder_award_id":"62072332","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/F4320321135","display_name":"Chongqing University","ror":"https://ror.org/023rhb549"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W2043713812","https://openalex.org/W2122870208","https://openalex.org/W2147715498","https://openalex.org/W2761862361","https://openalex.org/W2791432311","https://openalex.org/W2897388593","https://openalex.org/W2901409262","https://openalex.org/W2914576459","https://openalex.org/W2916491361","https://openalex.org/W2950865323","https://openalex.org/W2990185127","https://openalex.org/W2999040177","https://openalex.org/W2999868547","https://openalex.org/W3000558069","https://openalex.org/W3004866550","https://openalex.org/W3005624551","https://openalex.org/W3005919018","https://openalex.org/W3010178570","https://openalex.org/W3011265235","https://openalex.org/W3014208382","https://openalex.org/W3014855992","https://openalex.org/W3016325548","https://openalex.org/W3033114334","https://openalex.org/W3036335601","https://openalex.org/W3037582816","https://openalex.org/W3041727190","https://openalex.org/W3042206064","https://openalex.org/W3045818233","https://openalex.org/W3059813204","https://openalex.org/W3081088023","https://openalex.org/W3092031342","https://openalex.org/W3110674267","https://openalex.org/W3117645561","https://openalex.org/W3119126442","https://openalex.org/W3126610359","https://openalex.org/W3129519206","https://openalex.org/W3131664395","https://openalex.org/W3138178591","https://openalex.org/W3172247901","https://openalex.org/W3175796458","https://openalex.org/W3178661111","https://openalex.org/W3186343631","https://openalex.org/W3186745796","https://openalex.org/W3187297977","https://openalex.org/W3203818865","https://openalex.org/W3206626070","https://openalex.org/W3206972316","https://openalex.org/W3212036903","https://openalex.org/W6755069753"],"related_works":["https://openalex.org/W2953234277","https://openalex.org/W2626256601","https://openalex.org/W147410782","https://openalex.org/W2900413183","https://openalex.org/W4390975304","https://openalex.org/W3022252430","https://openalex.org/W4287804464","https://openalex.org/W3103989898","https://openalex.org/W3211292372","https://openalex.org/W803346624"],"abstract_inverted_index":{"The":[0],"coming":[1],"B5G/6G":[2],"will":[3],"bring":[4],"a":[5,21,32,38,89],"huge":[6],"amount":[7],"of":[8,13,28,34,40,52,60,74,111,128,152,167],"challenging":[9],"applications":[10],"with":[11,46],"zettabytes":[12],"information.":[14],"Computing":[15],"power":[16,30],"network":[17,41,114],"(CPN)":[18],"can":[19],"provide":[20],"promising":[22],"solution":[23],"by":[24],"accelerating":[25],"the":[26,53,72,75,78,83,99,112,117,126,142,145,150,153,158,165,168,173],"proliferation":[27],"computing":[29,62,119],"from":[31,88],"set":[33],"data":[35],"centers":[36],"to":[37,70,107,140,157],"multitude":[39],"edges.":[42],"However,":[43],"in":[44,97],"dealing":[45],"resource-hungry":[47],"and":[48,63,66,120,171],"real-time":[49],"applications,":[50],"most":[51],"existing":[54,175],"research":[55],"doesn't":[56],"make":[57,108],"good":[58],"use":[59,110],"idle":[61,113],"caching":[64,121],"resources,":[65,115],"is":[67,104,123,138],"barely":[68],"possible":[69],"evaluate":[71],"contribution":[73],"individual":[76],"providing":[77],"resource.":[79],"Therefore,":[80],"we":[81],"propose":[82],"in-network":[84],"pooling":[85],"framework,":[86],"derived":[87],"novel":[90],"modified":[91],"deep":[92],"reinforcement":[93],"learning":[94,159],"(DRL)":[95],"scheme,":[96],"which":[98],"dynamic":[100],"resource":[101],"pool":[102],"(RP)":[103],"first":[105],"modeled":[106],"full":[109],"then":[116],"jointly":[118],"problem":[122],"formulated":[124],"as":[125],"maximization":[127],"long-term":[129],"system":[130],"utility.":[131],"Finally,":[132],"Attention-based":[133],"Proximal":[134],"Policy":[135],"Optimization":[136],"(APPO)":[137],"employed":[139],"solve":[141],"problem.":[143],"Particularly,":[144],"integrated":[146],"attention":[147],"mechanism":[148],"reveals":[149],"evaluation":[151],"different":[154],"RPs'":[155],"contributions":[156],"process.":[160],"Experimental":[161],"results":[162],"also":[163],"show":[164],"priorities":[166],"proposed":[169],"algorithm":[170],"outperform":[172],"other":[174],"algorithms.":[176]},"counts_by_year":[{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
