{"id":"https://openalex.org/W2082288755","doi":"https://doi.org/10.1109/infcomw.2014.6849208","title":"M2C: Energy efficient mobile cloud system for deep learning","display_name":"M2C: Energy efficient mobile cloud system for deep learning","publication_year":2014,"publication_date":"2014-04-01","ids":{"openalex":"https://openalex.org/W2082288755","doi":"https://doi.org/10.1109/infcomw.2014.6849208","mag":"2082288755"},"language":"en","primary_location":{"id":"doi:10.1109/infcomw.2014.6849208","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infcomw.2014.6849208","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","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/A5101870855","display_name":"Kai Sun","orcid":"https://orcid.org/0000-0002-6232-2094"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Sun","raw_affiliation_strings":["School of Software Technology, Dalian University of Technology, Dalian, China","School of Software Technology; Dalian University of Technology; Dalian China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Software Technology; Dalian University of Technology; Dalian China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053156190","display_name":"Zhikui Chen","orcid":"https://orcid.org/0000-0002-9209-2189"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhikui Chen","raw_affiliation_strings":["School of Software Technology, Dalian University of Technology, Dalian, China","School of Software Technology; Dalian University of Technology; Dalian China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Software Technology; Dalian University of Technology; Dalian China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016595900","display_name":"Jiankang Ren","orcid":"https://orcid.org/0000-0001-6289-1513"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiankang Ren","raw_affiliation_strings":["School of Software Technology, Dalian University of Technology, Dalian, China","School of Software Technology; Dalian University of Technology; Dalian China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"School of Software Technology; Dalian University of Technology; Dalian China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051317379","display_name":"Song Yang","orcid":"https://orcid.org/0000-0002-5385-1402"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Song Yang","raw_affiliation_strings":["Delft University of Technology, Delft, Netherlands","Delft University of Technology, Delft, Netherlands;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands","institution_ids":["https://openalex.org/I98358874"]},{"raw_affiliation_string":"Delft University of Technology, Delft, Netherlands;","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100336975","display_name":"Jing Li","orcid":"https://orcid.org/0000-0002-7027-5574"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jing Li","raw_affiliation_strings":["Beijing branch, Tianjin Shenzhou Universal Data Technology Co. Ltd, Beijing, China","Beijing Branch, Tianjin Shenzhou Universal Data Technol. Co., Ltd., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing branch, Tianjin Shenzhou Universal Data Technology Co. Ltd, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Beijing Branch, Tianjin Shenzhou Universal Data Technol. Co., Ltd., Beijing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.15700116,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"167","last_page":"168"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9941999912261963,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9876000285148621,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.8387411832809448},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8312773704528809},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.6283819675445557},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.5736672282218933},{"id":"https://openalex.org/keywords/mobile-cloud-computing","display_name":"Mobile cloud computing","score":0.5607133507728577},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.49662619829177856},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.4784950613975525},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4650944471359253},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.43445637822151184},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.42932960391044617},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.39646220207214355},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3546644449234009},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.34026187658309937},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2988045811653137},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.2365887463092804},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08641287684440613}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8387411832809448},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8312773704528809},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.6283819675445557},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.5736672282218933},{"id":"https://openalex.org/C2779191767","wikidata":"https://www.wikidata.org/wiki/Q6887075","display_name":"Mobile cloud computing","level":3,"score":0.5607133507728577},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.49662619829177856},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4784950613975525},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4650944471359253},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.43445637822151184},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42932960391044617},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.39646220207214355},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3546644449234009},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.34026187658309937},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2988045811653137},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2365887463092804},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08641287684440613},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infcomw.2014.6849208","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infcomw.2014.6849208","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8899999856948853,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2071709160","https://openalex.org/W2144461192","https://openalex.org/W2148824467"],"related_works":["https://openalex.org/W3191926225","https://openalex.org/W2034905385","https://openalex.org/W3150868077","https://openalex.org/W4281385823","https://openalex.org/W2189508715","https://openalex.org/W3194052956","https://openalex.org/W2282963174","https://openalex.org/W4312728238","https://openalex.org/W2589365628","https://openalex.org/W1535946264"],"abstract_inverted_index":{"With":[0],"the":[1,29,35,45,51,62,79,84,89,97,101,109,143,148],"number":[2],"increasing":[3],"of":[4,22,53,57,64,73,86,108,120],"applications":[5,40,65],"and":[6,26,60,95,124,135,146],"services":[7],"that":[8],"are":[9],"available":[10],"on":[11,92,100],"mobile":[12,14,58,90,125],"devices,":[13],"cloud":[15,80,98],"computing":[16,46],"has":[17],"drawn":[18],"a":[19,106],"substantial":[20],"amount":[21],"attention":[23],"by":[24],"academia":[25],"industry":[27],"in":[28],"past":[30],"several":[31],"years.":[32],"When":[33],"facing":[34],"most":[36],"exciting":[37],"machine":[38,75,132],"learning":[39,76,133],"such":[41],"as":[42],"deep":[43],"learning,":[44],"requirement":[47],"is":[48],"intensive.":[49],"For":[50],"purpose":[52],"improving":[54],"energy":[55,140],"efficiency":[56],"device":[59],"enhancing":[61],"performance":[63],"through":[66],"reducing":[67],"execution":[68],"time,":[69],"M2C":[70,87],"offloads":[71],"computation":[72],"its":[74],"application":[77],"to":[78],"side.":[81],"We":[82],"propose":[83],"prototype":[85],"with":[88,96,114,139],"side":[91,99],"Android,":[93],"iPad":[94],"open":[102],"source":[103],"cloud:":[104],"Spark,":[105],"part":[107],"Berkeley":[110],"Data":[111],"Analytics":[112],"Stack":[113],"NVIDA":[115],"GPU.":[116],"M2C's":[117],"distinct":[118],"set":[119],"varying":[121],"computational":[122],"tools":[123],"nodes":[126],"allows":[127],"for":[128],"thorough":[129],"implementing":[130],"distributed":[131],"algorithm":[134],"innovative":[136],"wireless":[137],"protocols":[138],"efficiency,":[141],"verifying":[142],"theoretical":[144],"research":[145],"bringing":[147],"user":[149],"extremely":[150],"fast":[151],"experience.":[152]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
