{"id":"https://openalex.org/W3204685806","doi":"https://doi.org/10.3390/s21196491","title":"A Heterogeneous RISC-V Processor for Efficient DNN Application in Smart Sensing System","display_name":"A Heterogeneous RISC-V Processor for Efficient DNN Application in Smart Sensing System","publication_year":2021,"publication_date":"2021-09-28","ids":{"openalex":"https://openalex.org/W3204685806","doi":"https://doi.org/10.3390/s21196491","mag":"3204685806","pmid":"https://pubmed.ncbi.nlm.nih.gov/34640811"},"language":"en","primary_location":{"id":"doi:10.3390/s21196491","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21196491","pdf_url":"https://www.mdpi.com/1424-8220/21/19/6491/pdf?version=1633757270","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/21/19/6491/pdf?version=1633757270","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100399667","display_name":"Haifeng Zhang","orcid":"https://orcid.org/0000-0002-3812-1479"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haifeng Zhang","raw_affiliation_strings":["National & Local Joint Engineering Research Center for Reliability Technology of Energy Internet Intelligent Terminal Core Chip, Beijing Smart-Chip Microelectronics Technology Co., Ltd., Beijing 100192, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National & Local Joint Engineering Research Center for Reliability Technology of Energy Internet Intelligent Terminal Core Chip, Beijing Smart-Chip Microelectronics Technology Co., Ltd., Beijing 100192, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013785704","display_name":"Xiaoti Wu","orcid":"https://orcid.org/0000-0003-1576-0304"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoti Wu","raw_affiliation_strings":["Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi\u2019an 710129, China","School of Cybersecurity, Northwestern Polytechnical University, Xi\u2019an 710072, China","School of Cybersecurity, Northwestern Polytechnical University, Xi'an 710072, China","National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi'an 710129, China","Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi\u2019an 710129, China","institution_ids":[]},{"raw_affiliation_string":"School of Cybersecurity, Northwestern Polytechnical University, Xi\u2019an 710072, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Cybersecurity, Northwestern Polytechnical University, Xi'an 710072, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi'an 710129, China","institution_ids":[]},{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029164824","display_name":"Yuyu Du","orcid":null},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuyu Du","raw_affiliation_strings":["Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100970139","display_name":"Hongqing Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongqing Guo","raw_affiliation_strings":["Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","School of Software, Northwestern Polytechnical University, Xi\u2019an 710129, China","School of Software, Northwestern Polytechnical University, Xi'an 710129, China","Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Software, Northwestern Polytechnical University, Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Software, Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010974656","display_name":"Chuxi Li","orcid":"https://orcid.org/0000-0001-9595-9959"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuxi Li","raw_affiliation_strings":["Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi\u2019an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi'an 710129, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi\u2019an 710129, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi'an 710129, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113936201","display_name":"Yidong Yuan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yidong Yuan","raw_affiliation_strings":["National & Local Joint Engineering Research Center for Reliability Technology of Energy Internet Intelligent Terminal Core Chip, Beijing Smart-Chip Microelectronics Technology Co., Ltd., Beijing 100192, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National & Local Joint Engineering Research Center for Reliability Technology of Energy Internet Intelligent Terminal Core Chip, Beijing Smart-Chip Microelectronics Technology Co., Ltd., Beijing 100192, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101821645","display_name":"Meng Zhang","orcid":"https://orcid.org/0000-0003-0637-249X"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Meng Zhang","raw_affiliation_strings":["Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi\u2019an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi'an 710129, China"],"raw_orcid":"https://orcid.org/0000-0003-0637-249X","affiliations":[{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi\u2019an 710129, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi'an 710129, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026165169","display_name":"Shengbing Zhang","orcid":"https://orcid.org/0000-0002-2854-729X"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengbing Zhang","raw_affiliation_strings":["Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi\u2019an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi'an 710129, China","Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China","School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi\u2019an 710129, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi\u2019an 710129, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, Xi'an 710129, China","institution_ids":[]},{"raw_affiliation_string":"Engineering and Research Center of Embedded Systems Integration (Ministry of Education), Xi'an 710129, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an 710129, China","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5101821645"],"corresponding_institution_ids":["https://openalex.org/I1327237609","https://openalex.org/I17145004"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.4849,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.65617586,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"21","issue":"19","first_page":"6491","last_page":"6491"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9993000030517578,"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":0.9993000030517578,"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/T10320","display_name":"Neural Networks and Applications","score":0.9926000237464905,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9861999750137329,"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":0.846471905708313},{"id":"https://openalex.org/keywords/very-long-instruction-word","display_name":"Very long instruction word","score":0.8201543092727661},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.739464282989502},{"id":"https://openalex.org/keywords/simd","display_name":"SIMD","score":0.6429909467697144},{"id":"https://openalex.org/keywords/dataflow","display_name":"Dataflow","score":0.5993474721908569},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.57518070936203},{"id":"https://openalex.org/keywords/reduced-instruction-set-computing","display_name":"Reduced instruction set computing","score":0.5624621510505676},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.5188214182853699},{"id":"https://openalex.org/keywords/low-latency","display_name":"Low latency (capital markets)","score":0.482825368642807},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4653516411781311},{"id":"https://openalex.org/keywords/microprocessor","display_name":"Microprocessor","score":0.4267590045928955},{"id":"https://openalex.org/keywords/instruction-set","display_name":"Instruction set","score":0.4061791002750397},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.3195154368877411},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.26003551483154297},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18523076176643372},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10638827085494995}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.846471905708313},{"id":"https://openalex.org/C170595534","wikidata":"https://www.wikidata.org/wiki/Q249743","display_name":"Very long instruction word","level":2,"score":0.8201543092727661},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.739464282989502},{"id":"https://openalex.org/C150552126","wikidata":"https://www.wikidata.org/wiki/Q339387","display_name":"SIMD","level":2,"score":0.6429909467697144},{"id":"https://openalex.org/C96324660","wikidata":"https://www.wikidata.org/wiki/Q205446","display_name":"Dataflow","level":2,"score":0.5993474721908569},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.57518070936203},{"id":"https://openalex.org/C126298526","wikidata":"https://www.wikidata.org/wiki/Q189376","display_name":"Reduced instruction set computing","level":3,"score":0.5624621510505676},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.5188214182853699},{"id":"https://openalex.org/C46637626","wikidata":"https://www.wikidata.org/wiki/Q6693015","display_name":"Low latency (capital markets)","level":2,"score":0.482825368642807},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4653516411781311},{"id":"https://openalex.org/C2780728072","wikidata":"https://www.wikidata.org/wiki/Q5297","display_name":"Microprocessor","level":2,"score":0.4267590045928955},{"id":"https://openalex.org/C202491316","wikidata":"https://www.wikidata.org/wiki/Q272683","display_name":"Instruction set","level":2,"score":0.4061791002750397},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3195154368877411},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.26003551483154297},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18523076176643372},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10638827085494995},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.3390/s21196491","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21196491","pdf_url":"https://www.mdpi.com/1424-8220/21/19/6491/pdf?version=1633757270","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:34640811","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34640811","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:26a47b54705a4c2ca2d137c68219e469","is_oa":true,"landing_page_url":"https://doaj.org/article/26a47b54705a4c2ca2d137c68219e469","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 21, Iss 19, p 6491 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/19/6491/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21196491","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 21; Issue 19; Pages: 6491","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8511981","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8511981","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s21196491","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21196491","pdf_url":"https://www.mdpi.com/1424-8220/21/19/6491/pdf?version=1633757270","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8799999952316284,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3204685806.pdf","grobid_xml":"https://content.openalex.org/works/W3204685806.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2048266589","https://openalex.org/W2067523571","https://openalex.org/W2613574453","https://openalex.org/W2625457103","https://openalex.org/W2756568195","https://openalex.org/W2805153572","https://openalex.org/W2847023418","https://openalex.org/W2885633383","https://openalex.org/W2897319686","https://openalex.org/W2900139838","https://openalex.org/W2903778355","https://openalex.org/W2952682304","https://openalex.org/W2963255460","https://openalex.org/W2966818763","https://openalex.org/W2973613048","https://openalex.org/W2987908778","https://openalex.org/W3024621361","https://openalex.org/W3032746325","https://openalex.org/W3043504674","https://openalex.org/W3044083334","https://openalex.org/W3046922233","https://openalex.org/W3047342117","https://openalex.org/W3102860086","https://openalex.org/W3127989453","https://openalex.org/W3137385045","https://openalex.org/W4230989867","https://openalex.org/W4234863022","https://openalex.org/W4240168186"],"related_works":["https://openalex.org/W2115688358","https://openalex.org/W1503212777","https://openalex.org/W2072728786","https://openalex.org/W2146636354","https://openalex.org/W2164026451","https://openalex.org/W2066454338","https://openalex.org/W2751061704","https://openalex.org/W4396938741","https://openalex.org/W2123760103","https://openalex.org/W1833231962"],"abstract_inverted_index":{"Extracting":[0],"features":[1],"from":[2],"sensing":[3,32,54],"data":[4,123],"on":[5],"edge":[6],"devices":[7],"is":[8,89,99,135,143],"a":[9,81],"challenging":[10],"application":[11],"for":[12],"which":[13,27,88],"deep":[14,85],"neural":[15],"networks":[16],"(DNN)":[17],"have":[18],"shown":[19],"promising":[20],"results.":[21],"Unfortunately,":[22],"the":[23,40,50,56,63,102,112,119,140],"general":[24],"micro-controller-class":[25],"processors":[26],"are":[28],"widely":[29],"used":[30],"in":[31],"system":[33],"fail":[34],"to":[35,61],"achieve":[36],"real-time":[37],"inference.":[38],"Accelerating":[39],"compute-intensive":[41],"DNN":[42,98],"inference":[43],"is,":[44],"therefore,":[45],"of":[46,53,58,97],"utmost":[47],"importance.":[48],"As":[49],"physical":[51],"limitation":[52],"devices,":[55],"design":[57],"processor":[59],"needs":[60],"meet":[62],"balanced":[64],"performance":[65],"metrics,":[66],"including":[67],"low":[68,71],"power":[69,133,141],"consumption,":[70],"latency,":[72],"and":[73,118,139],"flexible":[74],"configuration.":[75],"In":[76],"this":[77],"paper,":[78],"we":[79],"proposed":[80,113],"lightweight":[82],"pipeline":[83],"integrated":[84],"learning":[86],"architecture,":[87],"compatible":[90],"with":[91,111],"open-source":[92],"RISC-V":[93],"instructions.":[94],"The":[95],"dataflow":[96],"organized":[100],"by":[101],"very":[103],"long":[104],"instruction":[105,121],"word":[106],"(VLIW)":[107],"pipeline.":[108],"It":[109],"combines":[110],"special":[114],"intelligent":[115],"enhanced":[116],"instructions":[117],"single":[120],"multiple":[122],"(SIMD)":[124],"parallel":[125],"processing":[126],"unit.":[127],"Experimental":[128],"results":[129],"show":[130],"that":[131],"total":[132],"consumption":[134],"about":[136,144],"411":[137],"mw":[138],"efficiency":[142],"320.7":[145],"GOPS/W.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
