{"id":"https://openalex.org/W4410583443","doi":"https://doi.org/10.23919/date64628.2025.10993274","title":"Joint DNN Partition and Thread Allocation Optimization for Energy-Harvesting MEC Systems","display_name":"Joint DNN Partition and Thread Allocation Optimization for Energy-Harvesting MEC Systems","publication_year":2025,"publication_date":"2025-03-31","ids":{"openalex":"https://openalex.org/W4410583443","doi":"https://doi.org/10.23919/date64628.2025.10993274"},"language":"en","primary_location":{"id":"doi:10.23919/date64628.2025.10993274","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10993274","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation & Test in Europe Conference (DATE)","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/A5066923647","display_name":"Yifei Shi","orcid":"https://orcid.org/0000-0002-3508-1010"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yizhou Shi","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology,Nanjing,China,210094"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology,Nanjing,China,210094","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100748977","display_name":"Liying Li","orcid":"https://orcid.org/0000-0002-7223-4215"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liying Li","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology,Nanjing,China,210094"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology,Nanjing,China,210094","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016449315","display_name":"Yue Zeng","orcid":"https://orcid.org/0000-0002-5553-5534"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Zeng","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology,Nanjing,China,210094"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology,Nanjing,China,210094","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038448715","display_name":"Peijin Cong","orcid":"https://orcid.org/0000-0001-9262-0407"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peijin Cong","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology,Nanjing,China,210094"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology,Nanjing,China,210094","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102905745","display_name":"Junlong Zhou","orcid":"https://orcid.org/0000-0002-7734-4077"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junlong Zhou","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology,Nanjing,China,210094"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology,Nanjing,China,210094","institution_ids":["https://openalex.org/I36399199"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5066923647"],"corresponding_institution_ids":["https://openalex.org/I36399199"],"apc_list":null,"apc_paid":null,"fwci":0.7467,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72375402,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.998199999332428,"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"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9857000112533569,"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"}},{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9840999841690063,"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/thread","display_name":"Thread (computing)","score":0.7643780708312988},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7364230155944824},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.5923196077346802},{"id":"https://openalex.org/keywords/energy-harvesting","display_name":"Energy harvesting","score":0.533031702041626},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.47392091155052185},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.40945738554000854},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3775310516357422},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.2598452866077423},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1542034149169922},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14213046431541443},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10998481512069702},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.09693828225135803}],"concepts":[{"id":"https://openalex.org/C138101251","wikidata":"https://www.wikidata.org/wiki/Q213092","display_name":"Thread (computing)","level":2,"score":0.7643780708312988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7364230155944824},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.5923196077346802},{"id":"https://openalex.org/C101518730","wikidata":"https://www.wikidata.org/wiki/Q930236","display_name":"Energy harvesting","level":3,"score":0.533031702041626},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.47392091155052185},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.40945738554000854},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3775310516357422},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.2598452866077423},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1542034149169922},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14213046431541443},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10998481512069702},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.09693828225135803},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date64628.2025.10993274","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10993274","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation & Test in Europe Conference (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8199999928474426}],"awards":[{"id":"https://openalex.org/G3505076481","display_name":null,"funder_award_id":"2024D07","funder_id":"https://openalex.org/F4320336270","funder_display_name":"National Mobile Communications Research Laboratory, Southeast University"},{"id":"https://openalex.org/G4105732944","display_name":null,"funder_award_id":"KFKT2024B17","funder_id":"https://openalex.org/F4320324852","funder_display_name":"Nanjing University"},{"id":"https://openalex.org/G4260620998","display_name":null,"funder_award_id":"BK20220138,BK20230913,BK20230912,BK20241453","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G822348629","display_name":null,"funder_award_id":"30922010318,30924010815,30924010817","funder_id":"https://openalex.org/F4320335880","funder_display_name":"Fundamental Research Funds for Central Universities of the Central South University"},{"id":"https://openalex.org/G834241122","display_name":null,"funder_award_id":"62172224,62302221,62302216,62402226","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8769470579","display_name":null,"funder_award_id":"ESSCKF2024-07","funder_id":"https://openalex.org/F4320311649","funder_display_name":"Ministry of Education"}],"funders":[{"id":"https://openalex.org/F4320311649","display_name":"Ministry of Education","ror":"https://ror.org/036nq5137"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324852","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760"},{"id":"https://openalex.org/F4320335880","display_name":"Fundamental Research Funds for Central Universities of the Central South University","ror":null},{"id":"https://openalex.org/F4320336270","display_name":"National Mobile Communications Research Laboratory, Southeast University","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2960833983","https://openalex.org/W2981114133","https://openalex.org/W2990467641","https://openalex.org/W3003427453","https://openalex.org/W3034265764","https://openalex.org/W3035007032","https://openalex.org/W3136728831","https://openalex.org/W3161503345","https://openalex.org/W3168905915","https://openalex.org/W3200083976","https://openalex.org/W3214374352","https://openalex.org/W4226355697","https://openalex.org/W4236099117","https://openalex.org/W4289821779","https://openalex.org/W4312854700","https://openalex.org/W4312900329","https://openalex.org/W4377000482","https://openalex.org/W4379115852","https://openalex.org/W4405179426","https://openalex.org/W6684921986"],"related_works":["https://openalex.org/W2898145991","https://openalex.org/W2566010174","https://openalex.org/W2903121411","https://openalex.org/W2805827740","https://openalex.org/W4378365432","https://openalex.org/W4253687361","https://openalex.org/W2913922281","https://openalex.org/W2033778626","https://openalex.org/W2023832055","https://openalex.org/W2082485924"],"abstract_inverted_index":{"Deep":[0],"neural":[1],"networks":[2],"(DNNs)":[3],"have":[4],"demonstrated":[5],"exceptional":[6],"performance,":[7],"leading":[8],"to":[9,62,93,118,165,179,193,209],"diverse":[10],"applications":[11],"across":[12],"various":[13],"mobile":[14],"devices":[15],"(MDs).":[16],"Considering":[17],"factors":[18],"like":[19],"portability":[20],"and":[21,66,89,100,114,122,141,144,204,211],"environmental":[22],"sustainability,":[23],"an":[24,146],"increasing":[25],"number":[26],"of":[27,42,87,125],"MDs":[28],"are":[29],"adopting":[30],"energy":[31,67,101,123,205],"harvesting":[32],"(EH)":[33],"techniques":[34],"for":[35,47,97,170],"power":[36],"supply.":[37],"However,":[38],"the":[39,64,84,120,135,154,167,181],"computational":[40],"intensity":[41],"DNNs":[43,72,127],"presents":[44],"significant":[45],"challenges":[46],"their":[48],"deployment":[49],"on":[50,73,128,153],"these":[51,106],"resource-constrained":[52],"devices.":[53],"Existing":[54],"approaches":[55],"often":[56],"employ":[57],"DNN":[58,112,138,148,159,201],"partition":[59,113,160],"or":[60],"offloading":[61],"mitigate":[63],"time":[65,86],"consumption":[68,102,124,206],"associated":[69],"with":[70],"running":[71,126],"MDs.":[74,130],"Nonetheless,":[75],"existing":[76],"methods":[77],"frequently":[78],"fall":[79],"short":[80],"in":[81],"accurately":[82],"modeling":[83],"execution":[85],"DNNs,":[88],"do":[90],"not":[91],"consider":[92],"use":[94],"thread":[95,115,173],"allocation":[96,116,174],"further":[98],"latency":[99,121,140,149,203],"optimization.":[103],"To":[104],"solve":[105],"problems,":[107],"we":[108,132],"propose":[109],"a":[110,157],"dynamic":[111],"method":[117],"optimize":[119],"EH-enabled":[129],"Specifically,":[131],"first":[133],"investigate":[134],"relationship":[136],"between":[137],"inference":[139,182,202],"allocated":[142],"threads":[143],"establish":[145],"accurate":[147],"prediction":[150,155],"model.":[151],"Based":[152],"model,":[156],"DRL-based":[158],"(DDP)":[161],"algorithm":[162,176],"is":[163,177],"designed":[164],"find":[166],"optimal":[168],"partitions":[169],"DNNs.":[171],"A":[172],"(TA)":[175],"proposed":[178],"reduce":[180,200],"latency.":[183],"Experimental":[184],"results":[185],"from":[186],"our":[187,197],"test-bed":[188],"platform":[189],"demonstrate":[190],"that":[191],"compared":[192],"four":[194],"benchmarking":[195],"methods,":[196],"scheme":[198],"can":[199],"by":[207],"up":[208],"37.3%":[210],"38.5%.":[212]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}