{"id":"https://openalex.org/W2911625695","doi":"https://doi.org/10.1109/icdsp.2018.8631853","title":"Exploring Resource-Aware Deep Neural Network Accelerator and Architecture Design","display_name":"Exploring Resource-Aware Deep Neural Network Accelerator and Architecture Design","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2911625695","doi":"https://doi.org/10.1109/icdsp.2018.8631853","mag":"2911625695"},"language":"en","primary_location":{"id":"doi:10.1109/icdsp.2018.8631853","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdsp.2018.8631853","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 23rd International Conference on Digital Signal Processing (DSP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5058256501","display_name":"Baoting Li","orcid":"https://orcid.org/0009-0008-4807-3731"},"institutions":[{"id":"https://openalex.org/I4210105595","display_name":"Institute of Art","ror":"https://ror.org/017fyx225","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210105595","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Baoting Li","raw_affiliation_strings":["Institute of Artificial Intelligence and Robotics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics","institution_ids":["https://openalex.org/I4210105595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080046377","display_name":"Longjun Liu","orcid":"https://orcid.org/0000-0002-7467-4994"},"institutions":[{"id":"https://openalex.org/I4210105595","display_name":"Institute of Art","ror":"https://ror.org/017fyx225","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210105595","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Longiun Liu","raw_affiliation_strings":["Institute of Artificial Intelligence and Robotics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics","institution_ids":["https://openalex.org/I4210105595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104049975","display_name":"Jiahua Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105595","display_name":"Institute of Art","ror":"https://ror.org/017fyx225","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210105595","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jiahua Liang","raw_affiliation_strings":["Institute of Artificial Intelligence and Robotics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics","institution_ids":["https://openalex.org/I4210105595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100706029","display_name":"Hongbin Sun","orcid":"https://orcid.org/0000-0003-2153-2906"},"institutions":[{"id":"https://openalex.org/I4210105595","display_name":"Institute of Art","ror":"https://ror.org/017fyx225","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210105595","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Hongbin Sun","raw_affiliation_strings":["Institute of Artificial Intelligence and Robotics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics","institution_ids":["https://openalex.org/I4210105595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043300709","display_name":"Li Geng","orcid":"https://orcid.org/0000-0003-4002-9281"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Geng","raw_affiliation_strings":["School of Microelectronics Xi\u2019an Jiaotong University, Xi\u2019an, China","School of Microelectronics Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Microelectronics Xi\u2019an Jiaotong University, Xi\u2019an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"School of Microelectronics Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047405956","display_name":"Nanning Zheng","orcid":"https://orcid.org/0000-0003-1608-8257"},"institutions":[{"id":"https://openalex.org/I4210105595","display_name":"Institute of Art","ror":"https://ror.org/017fyx225","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210105595","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Nanning Zheng","raw_affiliation_strings":["Institute of Artificial Intelligence and Robotics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Robotics","institution_ids":["https://openalex.org/I4210105595"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"56","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9993000030517578,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9990000128746033,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7967121601104736},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6665784120559692},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5625090599060059},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5592042207717896},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5355453491210938},{"id":"https://openalex.org/keywords/hardware-acceleration","display_name":"Hardware acceleration","score":0.5272483229637146},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5130049586296082},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.49874210357666016},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4776652753353119},{"id":"https://openalex.org/keywords/inference-engine","display_name":"Inference engine","score":0.43094515800476074},{"id":"https://openalex.org/keywords/memory-architecture","display_name":"Memory architecture","score":0.41693320870399475},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.35926470160484314},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3297885060310364},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.23628178238868713},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21011710166931152},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.127932608127594},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10276541113853455}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7967121601104736},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6665784120559692},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5625090599060059},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5592042207717896},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5355453491210938},{"id":"https://openalex.org/C13164978","wikidata":"https://www.wikidata.org/wiki/Q600158","display_name":"Hardware acceleration","level":3,"score":0.5272483229637146},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5130049586296082},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.49874210357666016},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4776652753353119},{"id":"https://openalex.org/C46743427","wikidata":"https://www.wikidata.org/wiki/Q1341685","display_name":"Inference engine","level":3,"score":0.43094515800476074},{"id":"https://openalex.org/C2779602883","wikidata":"https://www.wikidata.org/wiki/Q15544750","display_name":"Memory architecture","level":2,"score":0.41693320870399475},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.35926470160484314},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3297885060310364},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.23628178238868713},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21011710166931152},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.127932608127594},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10276541113853455}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdsp.2018.8631853","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdsp.2018.8631853","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 23rd International Conference on Digital Signal Processing (DSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1724438581","https://openalex.org/W1799366690","https://openalex.org/W2013305145","https://openalex.org/W2076063813","https://openalex.org/W2097117768","https://openalex.org/W2119144962","https://openalex.org/W2152839228","https://openalex.org/W2172166488","https://openalex.org/W2285660444","https://openalex.org/W2368124317","https://openalex.org/W2565851976","https://openalex.org/W2618530766","https://openalex.org/W2919115771","https://openalex.org/W2952432176","https://openalex.org/W2964299589","https://openalex.org/W3151762208","https://openalex.org/W3182316278","https://openalex.org/W4235827008","https://openalex.org/W4240168186","https://openalex.org/W6637373629","https://openalex.org/W6637709462","https://openalex.org/W6638444622","https://openalex.org/W6677580257","https://openalex.org/W6685405536"],"related_works":["https://openalex.org/W2154560316","https://openalex.org/W4319952061","https://openalex.org/W4280636456","https://openalex.org/W4388913998","https://openalex.org/W2001585562","https://openalex.org/W2105031241","https://openalex.org/W4310584535","https://openalex.org/W2077105843","https://openalex.org/W2112804590","https://openalex.org/W4295935044"],"abstract_inverted_index":{"Due":[0],"to":[1,33,44],"the":[2,69],"ever-increasing":[3],"number":[4],"of":[5],"neural":[6,13,30],"networks(NNs)":[7],"connections":[8],"and":[9,20,38,53,63,82,90],"parameters,":[10],"computation":[11],"on":[12],"networks":[14,31],"is":[15],"becoming":[16],"both":[17],"power":[18,40,91],"hankering":[19],"memory":[21,35],"intensive.":[22],"In":[23,42],"this":[24],"paper,":[25],"we":[26,47],"propose":[27],"a":[28,49],"sparse":[29],"accelerator":[32],"improve":[34,39,84],"resource":[36,86],"utilization":[37],"efficiency.":[41],"contrast":[43],"prior":[45],"works,":[46],"introduce":[48],"highly":[50],"integrated":[51],"software":[52,60],"hardware":[54,65],"co-design":[55],"technique":[56],"that":[57],"combines":[58],"resource-aware":[59],"compression":[61],"algorithms":[62],"specialized":[64],"inference":[66],"engine":[67],"in":[68],"accelerator.":[70],"Compared":[71],"with":[72],"other":[73],"designs,":[74],"our":[75],"design":[76],"can":[77],"compress":[78],"parameters":[79],"by":[80],"90\u00d7":[81],"substantially":[83],"storage":[85],"utilization,":[87],"performance":[88],"(6.9\u00d7)":[89],"(1.2\u00d7)":[92],"for":[93],"NN":[94],"accelerators.":[95]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}