{"id":"https://openalex.org/W3124061005","doi":"https://doi.org/10.1109/globecom42002.2020.9322645","title":"FAST-RAM: A Fast AI-assistant Solution for Task Offloading and Resource Allocation in MEC","display_name":"FAST-RAM: A Fast AI-assistant Solution for Task Offloading and Resource Allocation in MEC","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3124061005","doi":"https://doi.org/10.1109/globecom42002.2020.9322645","mag":"3124061005"},"language":"en","primary_location":{"id":"doi:10.1109/globecom42002.2020.9322645","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom42002.2020.9322645","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2020 - 2020 IEEE Global Communications Conference","raw_type":"proceedings-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/A5100818953","display_name":"Tongyu Song","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tongyu Song","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047727694","display_name":"Wenyu Hu","orcid":"https://orcid.org/0000-0001-5030-8423"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenyu Hu","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085570149","display_name":"Xuebin Tan","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuebin Tan","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101456489","display_name":"Jing Ren","orcid":"https://orcid.org/0000-0001-6084-5660"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Ren","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100371254","display_name":"Sheng Wang","orcid":"https://orcid.org/0000-0002-1473-5206"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Wang","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002960198","display_name":"Shizhong Xu","orcid":"https://orcid.org/0000-0003-4942-6638"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shizhong Xu","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100818953"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":0.1612,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.57275517,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998999834060669,"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":0.9998999834060669,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13731","display_name":"Advanced Computing and Algorithms","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8706231117248535},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6236680746078491},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5943719148635864},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5730025768280029},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5264245867729187},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.51246577501297},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5035564303398132},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.46729353070259094},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.46284645795822144},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.44397449493408203},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.43623828887939453},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.42012184858322144},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.118369460105896},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.0783613920211792}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8706231117248535},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6236680746078491},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5943719148635864},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5730025768280029},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5264245867729187},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.51246577501297},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5035564303398132},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.46729353070259094},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.46284645795822144},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.44397449493408203},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.43623828887939453},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.42012184858322144},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.118369460105896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0783613920211792},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"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/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom42002.2020.9322645","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom42002.2020.9322645","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2020 - 2020 IEEE Global Communications Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[{"id":"https://openalex.org/G610873080","display_name":null,"funder_award_id":"61671130,61671124,61971105","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8455481102","display_name":null,"funder_award_id":"2019YFB1803304,2018YFC0831000","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2080346852","https://openalex.org/W2191948661","https://openalex.org/W2624989916","https://openalex.org/W2739744122","https://openalex.org/W2770253907","https://openalex.org/W2791432311","https://openalex.org/W2794016658","https://openalex.org/W2917531103","https://openalex.org/W2919017393","https://openalex.org/W2920011362","https://openalex.org/W2920582503","https://openalex.org/W2964015972","https://openalex.org/W2970112606","https://openalex.org/W3003685365","https://openalex.org/W3122087971","https://openalex.org/W6746279809","https://openalex.org/W6762559042"],"related_works":["https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2022931285","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2137789903","https://openalex.org/W2153007255","https://openalex.org/W2138781885","https://openalex.org/W2124311718"],"abstract_inverted_index":{"As":[0],"one":[1],"of":[2,44],"the":[3,7,13,26,30,40,80,92],"key":[4],"concepts":[5],"in":[6,54,73,99],"5G":[8],"network,":[9],"MEC":[10,74],"can":[11,77,90],"support":[12],"latency-sensitive":[14],"and":[15,22,47,70,95,107],"compute-intensive":[16],"services":[17,35],"by":[18],"widely":[19],"deploying":[20],"computing":[21],"storage":[23],"capacity":[24],"to":[25,38,51],"base":[27],"stations":[28],"at":[29],"network":[31,112],"edge.":[32],"Because":[33],"these":[34],"are":[36],"sensitive":[37],"latency,":[39],"joint":[41,81],"optimization":[42,82],"problem":[43,83],"task":[45],"offloading":[46,93],"resource":[48,96],"allocation":[49,97],"needs":[50],"be":[52],"solved":[53],"a":[55,63,85],"short":[56],"time.":[57],"In":[58],"this":[59],"paper,":[60],"we":[61],"propose":[62],"Fast":[64],"AI-assistant":[65],"Solution":[66],"for":[67],"Task":[68],"Offloading":[69],"Resource":[71],"Allocation":[72],"(FAST-RAM),":[75],"which":[76],"directly":[78],"solve":[79],"leveraging":[84],"deep":[86],"neural":[87],"network.":[88],"FAST-RAM":[89],"produce":[91],"policy":[94],"scheme":[98],"milliseconds.":[100],"Meantime,":[101],"our":[102],"solution":[103],"has":[104],"near-optimal":[105],"performance":[106],"sufficient":[108],"feasibility":[109],"under":[110],"different":[111],"environments.":[113]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}