{"id":"https://openalex.org/W3092280114","doi":"https://doi.org/10.1145/3414840","title":"SMig-RL","display_name":"SMig-RL","publication_year":2020,"publication_date":"2020-10-06","ids":{"openalex":"https://openalex.org/W3092280114","doi":"https://doi.org/10.1145/3414840","mag":"3092280114"},"language":"en","primary_location":{"id":"doi:10.1145/3414840","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3414840","pdf_url":null,"source":{"id":"https://openalex.org/S97833917","display_name":"ACM Transactions on Internet Technology","issn_l":"1533-5399","issn":["1533-5399","1557-6051"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Internet 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/A5058332419","display_name":"Hongshuai Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongshuai Ren","raw_affiliation_strings":["Shenzhen Institutes of Advanced Technology, Shenzhen, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100714578","display_name":"Yang Wang","orcid":"https://orcid.org/0000-0002-6815-0879"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Wang","raw_affiliation_strings":["Shenzhen Institutes of Advanced Technology, Shenzhen, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012773300","display_name":"Chengzhong Xu","orcid":"https://orcid.org/0000-0001-9480-0356"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Chengzhong Xu","raw_affiliation_strings":["University of Macau, Macau, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100330012","display_name":"Xi Chen","orcid":"https://orcid.org/0000-0003-0432-0733"},"institutions":[{"id":"https://openalex.org/I4210101675","display_name":"Research Center for Ecology and Environment of Central Asia","ror":"https://ror.org/00q2dta10","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210101675","https://openalex.org/I4210103115"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Chen","raw_affiliation_strings":["CAS Research Center for Ecology and Environment of Central Asia, Urumqi, Xingjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Research Center for Ecology and Environment of Central Asia, Urumqi, Xingjiang, China","institution_ids":["https://openalex.org/I4210101675"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5058332419"],"corresponding_institution_ids":["https://openalex.org/I4210145761"],"apc_list":null,"apc_paid":null,"fwci":0.9718,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.78463086,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"20","issue":"4","first_page":"1","last_page":"18"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.9943000078201294,"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":0.8897286653518677},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.756529688835144},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7521350979804993},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.7332806587219238},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6941097378730774},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6766649484634399},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6585230231285095},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.5433987975120544},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5323436856269836},{"id":"https://openalex.org/keywords/live-migration","display_name":"Live migration","score":0.4906372129917145},{"id":"https://openalex.org/keywords/virtual-network","display_name":"Virtual network","score":0.45290878415107727},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3514504134654999},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.16732320189476013},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12007710337638855},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.09572666883468628}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8897286653518677},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.756529688835144},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7521350979804993},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.7332806587219238},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6941097378730774},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6766649484634399},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6585230231285095},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.5433987975120544},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5323436856269836},{"id":"https://openalex.org/C2778710394","wikidata":"https://www.wikidata.org/wiki/Q4179813","display_name":"Live migration","level":4,"score":0.4906372129917145},{"id":"https://openalex.org/C2776874963","wikidata":"https://www.wikidata.org/wiki/Q4112081","display_name":"Virtual network","level":2,"score":0.45290878415107727},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3514504134654999},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.16732320189476013},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12007710337638855},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.09572666883468628},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3414840","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3414840","pdf_url":null,"source":{"id":"https://openalex.org/S97833917","display_name":"ACM Transactions on Internet Technology","issn_l":"1533-5399","issn":["1533-5399","1557-6051"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Internet Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.7799999713897705}],"awards":[{"id":"https://openalex.org/G1035537899","display_name":null,"funder_award_id":"2018YFB1004800","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W974042900","https://openalex.org/W1537478891","https://openalex.org/W2046660101","https://openalex.org/W2064675550","https://openalex.org/W2119491268","https://openalex.org/W2124682147","https://openalex.org/W2144499799","https://openalex.org/W2147932407","https://openalex.org/W2150355110","https://openalex.org/W2155027007","https://openalex.org/W2167514501","https://openalex.org/W2173248099","https://openalex.org/W2415651606","https://openalex.org/W2622385300","https://openalex.org/W2743897093","https://openalex.org/W2752575761","https://openalex.org/W2963864421","https://openalex.org/W4236614409","https://openalex.org/W4244729075"],"related_works":["https://openalex.org/W1549982987","https://openalex.org/W1907588937","https://openalex.org/W2793500743","https://openalex.org/W2159337754","https://openalex.org/W3046505149","https://openalex.org/W1647981072","https://openalex.org/W4289372163","https://openalex.org/W2036557174","https://openalex.org/W4248174414","https://openalex.org/W2948997864"],"abstract_inverted_index":{"Service":[0],"migration":[1,32,74,155],"is":[2,24],"an":[3,63],"often-used":[4],"approach":[5],"in":[6,26,33,41,45,75,116,188],"cloud":[7,78],"computing":[8],"to":[9,19,52,55,111,118,136],"minimize":[10],"the":[11,16,30,56,82,86,99,112,120,123,128,133,138,151,154,159,166,172,176,182],"access":[12],"cost":[13,135,169,187],"by":[14,158],"moving":[15],"service":[17,31,73,96,168],"close":[18],"most":[20],"users.":[21],"Although":[22],"it":[23],"effective":[25],"a":[27,90,104],"certain":[28],"sense,":[29],"existing":[34,152],"research":[35],"still":[36],"suffers":[37],"from":[38],"some":[39],"deficiencies":[40],"its":[42],"evolutionary":[43,64],"abilities":[44],"scalability":[46],",":[47,49],"sensitivity":[48,84],"and":[50,102,131,170],"adaptability":[51,121],"effectively":[53],"react":[54],"dynamically":[57],"changing":[58],"environments.":[59,190],"This":[60],"article":[61],"proposes":[62],"framework":[65],"based":[66],"on":[67],"deep":[68],"reinforcement":[69],"learning":[70,113],"for":[71,94],"virtual":[72,95,141],"large-scale":[76],"mobile":[77],"centers.":[79],"To":[80],"enhance":[81,119],"spatio-temporal":[83],"of":[85,122,140],"algorithm,":[87,124],"we":[88,125],"design":[89],"scalable":[91],"reward":[92],"function":[93],"migration,":[97],"redefine":[98],"input":[100],"state,":[101],"add":[103],"Recurrent":[105],"Neural":[106],"Network":[107],"(":[108],"RNN":[109],")":[110],"framework.":[114],"Additionally,":[115],"order":[117],"also":[126,180],"decompose":[127],"action":[129],"space":[130],"exploit":[132],"network":[134],"adjust":[137],"number":[139],"machine":[142],"(VMs).":[143],"The":[144],"experimental":[145],"results":[146],"show":[147],"that,":[148],"compared":[149],"with":[150,185],"results,":[153],"strategy":[156],"generated":[157],"algorithm":[160],"can":[161],"not":[162],"only":[163],"significantly":[164],"reduce":[165],"total":[167],"achieve":[171],"load":[173],"balancing":[174],"at":[175],"same":[177],"time,":[178],"but":[179],"address":[181],"burst":[183],"situations":[184],"low":[186],"dynamic":[189]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2020-10-15T00:00:00"}
