{"id":"https://openalex.org/W4411086871","doi":"https://doi.org/10.1109/tsc.2025.3577451","title":"SLICE: Energy-Efficient Satellite-Ground Co-Inference via Layer-Wise Scheduling Optimization","display_name":"SLICE: Energy-Efficient Satellite-Ground Co-Inference via Layer-Wise Scheduling Optimization","publication_year":2025,"publication_date":"2025-06-06","ids":{"openalex":"https://openalex.org/W4411086871","doi":"https://doi.org/10.1109/tsc.2025.3577451"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2025.3577451","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2025.3577451","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"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 Services Computing","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/A5101982345","display_name":"Yijie Chen","orcid":"https://orcid.org/0009-0002-7911-5646"},"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":"Yijie Chen","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-7911-5646","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064672674","display_name":"Qiyang Zhang","orcid":"https://orcid.org/0000-0001-5585-6613"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiyang Zhang","raw_affiliation_strings":["School of Computer Science, Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5585-6613","affiliations":[{"raw_affiliation_string":"School of Computer Science, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088853859","display_name":"Ruolin Xing","orcid":"https://orcid.org/0000-0001-8526-0634"},"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":"Ruolin Xing","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8526-0634","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087562099","display_name":"Yuanzhe Li","orcid":"https://orcid.org/0000-0003-0594-2745"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanzhe Li","raw_affiliation_strings":["Institute for AI Industry Research (AIR), Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0594-2745","affiliations":[{"raw_affiliation_string":"Institute for AI Industry Research (AIR), Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiao Ma","orcid":"https://orcid.org/0000-0001-5742-8890"},"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":"Xiao Ma","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5742-8890","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yiran Zhang","orcid":"https://orcid.org/0000-0002-3555-0155"},"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":"Yiran Zhang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3555-0155","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ao Zhou","orcid":"https://orcid.org/0000-0001-5743-9418"},"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":"Ao Zhou","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5743-9418","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054814598","display_name":"Shangguang Wang","orcid":"https://orcid.org/0000-0001-7245-1298"},"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":"Shangguang Wang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7245-1298","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":13.4502,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.98126413,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"18","issue":"4","first_page":"2388","last_page":"2402"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12042","display_name":"Satellite Communication Systems","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T12042","display_name":"Satellite Communication Systems","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T12449","display_name":"Spacecraft Design and Technology","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T13553","display_name":"Age of Information Optimization","score":0.973800003528595,"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":0.7321749925613403},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5454632639884949},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.5050249695777893},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.45861080288887024},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.43362587690353394},{"id":"https://openalex.org/keywords/energy-minimization","display_name":"Energy minimization","score":0.4223499298095703},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.22001150250434875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.16006797552108765},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.10109683871269226}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7321749925613403},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5454632639884949},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.5050249695777893},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.45861080288887024},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.43362587690353394},{"id":"https://openalex.org/C14961307","wikidata":"https://www.wikidata.org/wiki/Q5377176","display_name":"Energy minimization","level":2,"score":0.4223499298095703},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.22001150250434875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16006797552108765},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.10109683871269226},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"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/C147597530","wikidata":"https://www.wikidata.org/wiki/Q369472","display_name":"Computational chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2025.3577451","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2025.3577451","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"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 Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8799999952316284,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G1306826344","display_name":null,"funder_award_id":"62302055","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4778515295","display_name":null,"funder_award_id":"U21B2016","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7195995380","display_name":null,"funder_award_id":"62372061","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7483642958","display_name":null,"funder_award_id":"62032003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8529090286","display_name":null,"funder_award_id":"62425203","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8882584335","display_name":null,"funder_award_id":"2024ZCJH11","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W1969272280","https://openalex.org/W1988150196","https://openalex.org/W2093625674","https://openalex.org/W2482772958","https://openalex.org/W2488811262","https://openalex.org/W2501497351","https://openalex.org/W2503082915","https://openalex.org/W2892952080","https://openalex.org/W2897808012","https://openalex.org/W2920031528","https://openalex.org/W2921679472","https://openalex.org/W2922634353","https://openalex.org/W2962923976","https://openalex.org/W2999338250","https://openalex.org/W3012002440","https://openalex.org/W3046996734","https://openalex.org/W3049486025","https://openalex.org/W3094144275","https://openalex.org/W3110895965","https://openalex.org/W3124916734","https://openalex.org/W3158201960","https://openalex.org/W3165698711","https://openalex.org/W3173319990","https://openalex.org/W4220876697","https://openalex.org/W4221138647","https://openalex.org/W4246193833","https://openalex.org/W4285062605","https://openalex.org/W4300580367","https://openalex.org/W4312403675","https://openalex.org/W4312639110","https://openalex.org/W4327911472","https://openalex.org/W4328030459","https://openalex.org/W4380925941","https://openalex.org/W4383754196","https://openalex.org/W4385569857","https://openalex.org/W4387934926","https://openalex.org/W4389988695","https://openalex.org/W4395027876","https://openalex.org/W4399121634","https://openalex.org/W4401386003","https://openalex.org/W4401508636","https://openalex.org/W4402968196","https://openalex.org/W4403917877","https://openalex.org/W4405056252","https://openalex.org/W4407128579","https://openalex.org/W4407831496","https://openalex.org/W6636373762","https://openalex.org/W6637373629","https://openalex.org/W6684191040","https://openalex.org/W6737664043","https://openalex.org/W6753297297","https://openalex.org/W6766978945","https://openalex.org/W6795136098"],"related_works":["https://openalex.org/W2055243143","https://openalex.org/W1986418932","https://openalex.org/W2357796999","https://openalex.org/W4321636575","https://openalex.org/W2741131631","https://openalex.org/W2045526782","https://openalex.org/W2156919374","https://openalex.org/W1483472507","https://openalex.org/W1984019423","https://openalex.org/W4249307902"],"abstract_inverted_index":{"Recent":[0],"advancements":[1],"in":[2],"Low":[3],"Earth":[4],"Orbit":[5],"(LEO)":[6],"satellites":[7,67],"are":[8],"facilitating":[9],"the":[10,26,49,69,76,87,129,149,184,202,234],"provision":[11],"of":[12,32,52,91,103,119,226],"Deep":[13],"Neural":[14],"Networks":[15],"(DNNs)-inherent":[16],"services":[17],"to":[18,86,115,140,190,233],"achieve":[19,221],"ubiquitous":[20],"coverage":[21],"via":[22],"satellite":[23,39,92,120,211],"computing.":[24],"However,":[25],"computational":[27,165],"demands":[28],"and":[29,44,68,97,125,144,154,187,193],"energy":[30,89,117,136,224],"consumption":[31,90,118,137],"DNN":[33,53,142,198],"models":[34,96],"present":[35],"significant":[36],"challenges":[37],"for":[38,79],"computing":[40,93,121],"with":[41,183],"limited":[42],"power":[43],"computation":[45],"resources.":[46],"Based":[47],"on":[48,66,72,209],"layered":[50],"characteristics":[51],"models,":[54],"a":[55,112,134,173,179],"satellite-ground":[56,104,151,174],"co-inference":[57,152,175],"strategy":[58],"has":[59],"been":[60],"introduced,":[61],"which":[62,162],"executes":[63],"certain":[64],"layers":[65,71,78,124],"remaining":[70],"ground":[73],"servers.":[74],"Determining":[75],"optimal":[77],"in-orbit":[80],"processing,":[81],"however,":[82],"is":[83],"non-trivial":[84],"due":[85],"under-explored":[88],"across":[94,122,196],"different":[95,123],"restricted":[98],"yet":[99],"varying":[100],"communication":[101],"conditions":[102],"links.":[105],"In":[106],"this":[107],"paper,":[108],"we":[109,132,171,205],"first":[110],"conduct":[111,206],"comprehensive":[113],"measurement":[114],"uncover":[116],"models.":[126],"By":[127],"summarizing":[128],"key":[130],"observations,":[131],"develop":[133],"layer-specific":[135],"model":[138],"tailored":[139],"diverse":[141,197],"architectures":[143],"kernels.":[145],"We":[146],"then":[147],"investigate":[148],"energy-efficient":[150],"problem":[153],"formulate":[155],"it":[156],"as":[157],"an":[158,222],"integer-nonlinear":[159],"programming":[160],"problem,":[161],"presents":[163],"high":[164],"complexity.":[166],"To":[167,200],"tackle":[168],"these":[169],"difficulties,":[170],"propose":[172],"algorithm":[176,219],"that":[177,216],"employs":[178],"branch-and-bound":[180],"strategy,":[181],"combined":[182],"Sobol":[185],"sequence":[186],"Lagrange":[188],"multiplier,":[189],"reduce":[191],"complexity":[192],"ensure":[194],"stability":[195],"architectures.":[199],"evaluate":[201],"proposed":[203,218],"algorithm,":[204],"experiments":[207],"based":[208],"real-world":[210],"parameters.":[212],"The":[213],"results":[214],"demonstrate":[215],"our":[217],"can":[220],"average":[223],"savings":[225],"96%":[227],"under":[228],"various":[229],"data":[230],"volumes":[231],"compared":[232],"existing":[235],"benchmarks.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
