{"id":"https://openalex.org/W4401808691","doi":"https://doi.org/10.1109/tc.2024.3449102","title":"Enabling Efficient Deep Learning on MCU With Transient Redundancy Elimination","display_name":"Enabling Efficient Deep Learning on MCU With Transient Redundancy Elimination","publication_year":2024,"publication_date":"2024-08-23","ids":{"openalex":"https://openalex.org/W4401808691","doi":"https://doi.org/10.1109/tc.2024.3449102"},"language":"en","primary_location":{"id":"doi:10.1109/tc.2024.3449102","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/tc.2024.3449102","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","1557-9956","2326-3814"],"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 Computers","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/A5047469209","display_name":"Jiesong Liu","orcid":"https://orcid.org/0000-0002-8311-020X"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jiesong Liu","raw_affiliation_strings":["North Carolina State University, NC, USA"],"raw_orcid":"https://orcid.org/0000-0002-8311-020X","affiliations":[{"raw_affiliation_string":"North Carolina State University, NC, USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091139467","display_name":"Feng Zhang","orcid":"https://orcid.org/0000-0003-1983-7321"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Zhang","raw_affiliation_strings":["Key Laboratory of Data Engineering and Knowledge Engineering (MOE), and School of Information, Renmin University of China, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1983-7321","affiliations":[{"raw_affiliation_string":"Key Laboratory of Data Engineering and Knowledge Engineering (MOE), and School of Information, Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037842747","display_name":"Jiawei Guan","orcid":"https://orcid.org/0000-0002-7538-9722"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawei Guan","raw_affiliation_strings":["Key Laboratory of Data Engineering and Knowledge Engineering (MOE), and School of Information, Renmin University of China, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7538-9722","affiliations":[{"raw_affiliation_string":"Key Laboratory of Data Engineering and Knowledge Engineering (MOE), and School of Information, Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088102085","display_name":"Hsin-Hsuan Sung","orcid":"https://orcid.org/0000-0001-6186-7669"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hsin-Hsuan Sung","raw_affiliation_strings":["Computer Science Department, North Carolina State University, NC, USA"],"raw_orcid":"https://orcid.org/0000-0001-6186-7669","affiliations":[{"raw_affiliation_string":"Computer Science Department, North Carolina State University, NC, USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024519576","display_name":"Xiaoguang Guo","orcid":"https://orcid.org/0000-0003-2795-2856"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoguang Guo","raw_affiliation_strings":["Key Laboratory of Data Engineering and Knowledge Engineering (MOE), and School of Information, Renmin University of China, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2795-2856","affiliations":[{"raw_affiliation_string":"Key Laboratory of Data Engineering and Knowledge Engineering (MOE), and School of Information, Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020630479","display_name":"Saiqin Long","orcid":null},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Saiqin Long","raw_affiliation_strings":["College of Information Science and Technology, Jinan University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-7119-8673","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008721449","display_name":"Xiaoyong Du","orcid":"https://orcid.org/0000-0002-5757-9135"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyong Du","raw_affiliation_strings":["Key Laboratory of Data Engineering and Knowledge Engineering (MOE), and School of Information, Renmin University of China, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5757-9135","affiliations":[{"raw_affiliation_string":"Key Laboratory of Data Engineering and Knowledge Engineering (MOE), and School of Information, Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100624451","display_name":"Xipeng Shen","orcid":"https://orcid.org/0000-0003-3599-8010"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xipeng Shen","raw_affiliation_strings":["Computer Science Department, North Carolina State University, NC, USA"],"raw_orcid":"https://orcid.org/0000-0003-3599-8010","affiliations":[{"raw_affiliation_string":"Computer Science Department, North Carolina State University, NC, USA","institution_ids":["https://openalex.org/I137902535"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5047469209"],"corresponding_institution_ids":["https://openalex.org/I137902535"],"apc_list":null,"apc_paid":null,"fwci":0.3311,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.6492846,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"73","issue":"12","first_page":"2649","last_page":"2663"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.7314000129699707,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10320","display_name":"Neural Networks and Applications","score":0.7314000129699707,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10904","display_name":"Embedded Systems Design Techniques","score":0.6664999723434448,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10876","display_name":"Fault Detection and Control Systems","score":0.6351000070571899,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6871906518936157},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.6870425939559937},{"id":"https://openalex.org/keywords/microcontroller","display_name":"Microcontroller","score":0.5371177196502686},{"id":"https://openalex.org/keywords/transient","display_name":"Transient (computer programming)","score":0.4948713183403015},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41256415843963623},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.29182448983192444},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.14043983817100525},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10445189476013184}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6871906518936157},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.6870425939559937},{"id":"https://openalex.org/C173018170","wikidata":"https://www.wikidata.org/wiki/Q165678","display_name":"Microcontroller","level":2,"score":0.5371177196502686},{"id":"https://openalex.org/C2780799671","wikidata":"https://www.wikidata.org/wiki/Q17087362","display_name":"Transient (computer programming)","level":2,"score":0.4948713183403015},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41256415843963623},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.29182448983192444},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.14043983817100525},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10445189476013184}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tc.2024.3449102","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/tc.2024.3449102","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","1557-9956","2326-3814"],"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 Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1849277567","https://openalex.org/W1986173045","https://openalex.org/W2062072412","https://openalex.org/W2119144962","https://openalex.org/W2461316586","https://openalex.org/W2472954632","https://openalex.org/W2595614461","https://openalex.org/W2769912137","https://openalex.org/W2784372305","https://openalex.org/W2796625795","https://openalex.org/W2810657316","https://openalex.org/W2883899390","https://openalex.org/W2901576515","https://openalex.org/W2946569826","https://openalex.org/W2950595147","https://openalex.org/W2952777853","https://openalex.org/W2971714613","https://openalex.org/W2972827999","https://openalex.org/W2974367370","https://openalex.org/W2996874060","https://openalex.org/W3013970744","https://openalex.org/W3043914740","https://openalex.org/W3083405908","https://openalex.org/W3104849992","https://openalex.org/W3110489441","https://openalex.org/W3118608800","https://openalex.org/W3126452686","https://openalex.org/W3131807303","https://openalex.org/W3175777295","https://openalex.org/W3183819220","https://openalex.org/W4224310326","https://openalex.org/W4287371498","https://openalex.org/W4327930476","https://openalex.org/W4381328860","https://openalex.org/W4394670654","https://openalex.org/W6677580257","https://openalex.org/W6734868079","https://openalex.org/W6746451879","https://openalex.org/W6747876305","https://openalex.org/W6763341371","https://openalex.org/W6767205815","https://openalex.org/W6780827055","https://openalex.org/W6784225549","https://openalex.org/W6784581357","https://openalex.org/W6787972765","https://openalex.org/W6788774739","https://openalex.org/W6790441105","https://openalex.org/W6803223524","https://openalex.org/W6864277861"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4316095964","https://openalex.org/W2383001583","https://openalex.org/W2771395446","https://openalex.org/W2131084560","https://openalex.org/W3112038843","https://openalex.org/W3209836052","https://openalex.org/W2088310429","https://openalex.org/W2161641032"],"abstract_inverted_index":{"Deploying":[0],"deep":[1],"neural":[2,91],"networks":[3],"(DNNs)":[4],"with":[5,111,144],"satisfactory":[6],"performance":[7,50,96],"in":[8,75,88,131],"resource-constrained":[9],"environments":[10],"is":[11,14,29,43],"challenging.":[12],"This":[13,56],"especially":[15],"true":[16],"of":[17,129,147],"microcontrollers":[18,42,72],"due":[19],"to":[20,45,67],"their":[21],"tight":[22],"space":[23,78],"and":[24,52,61,77,118,133],"computational":[25],"capabilities.":[26],"However,":[27],"there":[28],"a":[30,59,85],"growing":[31],"demand":[32],"for":[33],"DNNs":[34,40,70,132],"on":[35,41,71,107,138],"microcontrollers,":[36,139],"as":[37],"executing":[38],"large":[39],"critical":[44],"reducing":[46],"energy":[47],"consumption,":[48],"increasing":[49],"efficiency,":[51],"eliminating":[53],"privacy":[54],"concerns.":[55],"paper":[57],"presents":[58],"novel":[60],"systematic":[62],"data":[63],"redundancy":[64],"elimination":[65],"method":[66,94],"implement":[68],"efficient":[69],"through":[73],"innovations":[74],"computation":[76],"optimization.":[79],"By":[80],"making":[81],"the":[82,89,100],"optimization":[83],"itself":[84],"trainable":[86],"component":[87],"target":[90],"networks,":[92],"this":[93,123],"maximizes":[95],"benefits":[97],"while":[98],"keeping":[99],"DNN":[101],"accuracy":[102],"stable.":[103],"Experiments":[104,120],"are":[105],"performed":[106],"two":[108],"microcontroller":[109],"boards":[110],"three":[112],"popular":[113],"DNNs,":[114],"namely":[115],"CifarNet,":[116],"ZfNet":[117],"SqueezeNet.":[119],"show":[121],"that":[122],"solution":[124],"eliminates":[125],"more":[126],"than":[127],"96%":[128],"computations":[130],"makes":[134],"them":[135],"fit":[136],"well":[137],"yielding":[140],"3.4-5<inline-formula><tex-math":[141],"notation=\"LaTeX\">$\\times$</tex-math></inline-formula>":[142],"speedup":[143],"little":[145],"loss":[146],"accuracy.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
