{"id":"https://openalex.org/W4387199936","doi":"https://doi.org/10.1007/978-3-031-19568-6_5","title":"Efficient Hardware Acceleration of Emerging Neural Networks for Embedded Machine Learning: An Industry Perspective","display_name":"Efficient Hardware Acceleration of Emerging Neural Networks for Embedded Machine Learning: An Industry Perspective","publication_year":2023,"publication_date":"2023-09-30","ids":{"openalex":"https://openalex.org/W4387199936","doi":"https://doi.org/10.1007/978-3-031-19568-6_5"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-19568-6_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-19568-6_5","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing","raw_type":"book-chapter"},"type":"book-chapter","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/A5066464351","display_name":"Arnab Raha","orcid":"https://orcid.org/0000-0002-8848-1069"},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Arnab Raha","raw_affiliation_strings":["Intel Corporation, Santa Clara, CA, USA"],"affiliations":[{"raw_affiliation_string":"Intel Corporation, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111835644","display_name":"Raymond Sung","orcid":null},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Raymond Sung","raw_affiliation_strings":["Intel Corporation, Santa Clara, CA, USA"],"affiliations":[{"raw_affiliation_string":"Intel Corporation, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043334127","display_name":"Soumendu Kumar Ghosh","orcid":"https://orcid.org/0000-0001-6776-1427"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Soumendu Ghosh","raw_affiliation_strings":["Purdue University, West Lafayette, IN, USA"],"affiliations":[{"raw_affiliation_string":"Purdue University, West Lafayette, IN, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101941499","display_name":"Praveen Kumar Gupta","orcid":"https://orcid.org/0000-0003-0972-1384"},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Praveen Kumar Gupta","raw_affiliation_strings":["Intel Corporation, Hillsboro, OR, USA"],"affiliations":[{"raw_affiliation_string":"Intel Corporation, Hillsboro, OR, USA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052021148","display_name":"Deepak A. Mathaikutty","orcid":"https://orcid.org/0009-0004-3768-1337"},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deepak A. Mathaikutty","raw_affiliation_strings":["Intel Corporation, Chandler, AZ, USA"],"affiliations":[{"raw_affiliation_string":"Intel Corporation, Chandler, AZ, USA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046116215","display_name":"Umer I. Cheema","orcid":"https://orcid.org/0000-0001-9960-1305"},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Umer I. Cheema","raw_affiliation_strings":["Intel Corporation, Hillsboro, OR, USA"],"affiliations":[{"raw_affiliation_string":"Intel Corporation, Hillsboro, OR, USA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092971986","display_name":"Kevin Hyland","orcid":null},"institutions":[{"id":"https://openalex.org/I131781684","display_name":"Intel (Ireland)","ror":"https://ror.org/02r5scg33","country_code":"IE","type":"company","lineage":["https://openalex.org/I131781684","https://openalex.org/I1343180700"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Kevin Hyland","raw_affiliation_strings":["Intel Corporation, Leixlip, Kildare, Ireland"],"affiliations":[{"raw_affiliation_string":"Intel Corporation, Leixlip, Kildare, Ireland","institution_ids":["https://openalex.org/I131781684"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030884761","display_name":"Cormac Brick","orcid":null},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cormac Brick","raw_affiliation_strings":["Intel Corporation, Santa Clara, CA, USA"],"affiliations":[{"raw_affiliation_string":"Intel Corporation, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102009759","display_name":"Vijay Raghunathan","orcid":"https://orcid.org/0000-0003-4713-5386"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vijay Raghunathan","raw_affiliation_strings":["Purdue University, West Lafayette, IN, USA"],"affiliations":[{"raw_affiliation_string":"Purdue University, West Lafayette, IN, USA","institution_ids":["https://openalex.org/I219193219"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5066464351"],"corresponding_institution_ids":["https://openalex.org/I1343180700"],"apc_list":null,"apc_paid":null,"fwci":2.8398,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.94358462,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"121","last_page":"172"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9990000128746033,"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":0.9957000017166138,"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":0.7577664852142334},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.6667457818984985},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5957328081130981},{"id":"https://openalex.org/keywords/hardware-acceleration","display_name":"Hardware acceleration","score":0.5701663494110107},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5403853058815002},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5262326598167419},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.515670895576477},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.48692119121551514},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4854870140552521},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.41606405377388},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4149532616138458},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3923181891441345},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.37236475944519043},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.35492444038391113},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.3319306969642639},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.129641592502594},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11134648323059082}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7577664852142334},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.6667457818984985},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5957328081130981},{"id":"https://openalex.org/C13164978","wikidata":"https://www.wikidata.org/wiki/Q600158","display_name":"Hardware acceleration","level":3,"score":0.5701663494110107},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5403853058815002},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5262326598167419},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.515670895576477},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.48692119121551514},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4854870140552521},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.41606405377388},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4149532616138458},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3923181891441345},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.37236475944519043},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.35492444038391113},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.3319306969642639},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.129641592502594},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11134648323059082},{"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/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-19568-6_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-19568-6_5","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.5899999737739563,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2000956074","https://openalex.org/W2150380720","https://openalex.org/W2194775991","https://openalex.org/W2289252105","https://openalex.org/W2400429454","https://openalex.org/W2604319603","https://openalex.org/W2618530766","https://openalex.org/W2625457103","https://openalex.org/W2759259332","https://openalex.org/W2788728386","https://openalex.org/W2945146780","https://openalex.org/W2953212265","https://openalex.org/W2962814013","https://openalex.org/W2962821792","https://openalex.org/W2963504571","https://openalex.org/W3015391117","https://openalex.org/W3016542674","https://openalex.org/W3017228913","https://openalex.org/W3017521908","https://openalex.org/W3047984063","https://openalex.org/W3083505238","https://openalex.org/W3090369187","https://openalex.org/W3098486933","https://openalex.org/W3124675547","https://openalex.org/W3127736057","https://openalex.org/W3138516171","https://openalex.org/W3152893301","https://openalex.org/W3157110934","https://openalex.org/W3159727696","https://openalex.org/W3190761184","https://openalex.org/W3194056411","https://openalex.org/W3196923642","https://openalex.org/W3214705685","https://openalex.org/W4200346503","https://openalex.org/W4205390421","https://openalex.org/W4206706211","https://openalex.org/W4233133253","https://openalex.org/W4303426745","https://openalex.org/W4306955484","https://openalex.org/W4312443924","https://openalex.org/W6795140394"],"related_works":["https://openalex.org/W2111241003","https://openalex.org/W2518118925","https://openalex.org/W3159273459","https://openalex.org/W4319952061","https://openalex.org/W4280636456","https://openalex.org/W4388913998","https://openalex.org/W4310584535","https://openalex.org/W4295935044","https://openalex.org/W4307927141","https://openalex.org/W3159906349"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-01-23T23:20:30.427331","created_date":"2025-10-10T00:00:00"}