{"id":"https://openalex.org/W4405709272","doi":"https://doi.org/10.1109/biocas61083.2024.10798352","title":"Compressed Sensing Spiking Neural Network for Sparse Signal Classification","display_name":"Compressed Sensing Spiking Neural Network for Sparse Signal Classification","publication_year":2024,"publication_date":"2024-10-24","ids":{"openalex":"https://openalex.org/W4405709272","doi":"https://doi.org/10.1109/biocas61083.2024.10798352"},"language":"en","primary_location":{"id":"doi:10.1109/biocas61083.2024.10798352","is_oa":false,"landing_page_url":"https://doi.org/10.1109/biocas61083.2024.10798352","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Biomedical Circuits and Systems Conference (BioCAS)","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/A5061884346","display_name":"Liyu Qian","orcid":"https://orcid.org/0000-0003-2240-1721"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liyu Qian","raw_affiliation_strings":["Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101838527","display_name":"Zikai Zhu","orcid":"https://orcid.org/0000-0002-2046-3008"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zikai Zhu","raw_affiliation_strings":["Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102093428","display_name":"Jie L\u00fc","orcid":"https://orcid.org/0000-0003-3937-4299"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Lu","raw_affiliation_strings":["Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100321737","display_name":"Yaojie Sun","orcid":"https://orcid.org/0000-0002-9933-5980"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaojie Sun","raw_affiliation_strings":["Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024591419","display_name":"Lirong Zheng","orcid":"https://orcid.org/0000-0003-0888-6769"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lirong Zheng","raw_affiliation_strings":["Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043039025","display_name":"Zhuo Zou","orcid":"https://orcid.org/0000-0002-8546-1329"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuo Zou","raw_affiliation_strings":["Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fudan University,State Key Laboratory of Integrated Chips and Systems, School of Information Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I24943067"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20492005,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9991999864578247,"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"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9991999864578247,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9958999752998352,"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/T10320","display_name":"Neural Networks and Applications","score":0.9898999929428101,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7339871525764465},{"id":"https://openalex.org/keywords/compressed-sensing","display_name":"Compressed sensing","score":0.6510429382324219},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5459110736846924},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5403663516044617},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5371170043945312},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5230444669723511},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.42734256386756897}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7339871525764465},{"id":"https://openalex.org/C124851039","wikidata":"https://www.wikidata.org/wiki/Q2665459","display_name":"Compressed sensing","level":2,"score":0.6510429382324219},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5459110736846924},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5403663516044617},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5371170043945312},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5230444669723511},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.42734256386756897},{"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/biocas61083.2024.10798352","is_oa":false,"landing_page_url":"https://doi.org/10.1109/biocas61083.2024.10798352","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Biomedical Circuits and Systems Conference (BioCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2621826044","https://openalex.org/W2798690537","https://openalex.org/W2998095164","https://openalex.org/W4220741568","https://openalex.org/W4360605965","https://openalex.org/W4387409844","https://openalex.org/W4390993539","https://openalex.org/W4391092774"],"related_works":["https://openalex.org/W2158224665","https://openalex.org/W2379589510","https://openalex.org/W2810730439","https://openalex.org/W4300044672","https://openalex.org/W1881631164","https://openalex.org/W1976264255","https://openalex.org/W2358292267","https://openalex.org/W2378166785","https://openalex.org/W1964277756","https://openalex.org/W2537887767"],"abstract_inverted_index":{"The":[0,98,122,136],"spiking":[1,8,52],"neuromorphic":[2],"processors":[3],"designed":[4],"specifically":[5],"for":[6,57,77],"brain-inspired":[7],"neural":[9,53],"networks":[10],"(SNNs)":[11],"are":[12,35],"in":[13],"increasing":[14],"demand":[15],"with":[16,67,93,151],"the":[17,24,49,62,68,86,103,113,129,152],"advantages":[18],"of":[19,26,29,102,112,125,128],"energy":[20],"efficiency.":[21],"Due":[22],"to":[23,108],"limitation":[25],"on-chip":[27],"resources":[28],"edge":[30],"devices,":[31],"large-scale":[32],"input":[33,99],"signals":[34],"typically":[36],"downscaled":[37],"before":[38],"being":[39],"processed":[40],"on":[41],"SNN":[42,69,81],"processors.":[43],"In":[44],"this":[45],"work,":[46],"we":[47],"propose":[48],"compressed":[50,63,92,107,140],"sensing":[51,64],"network":[54,130],"(CSSNN)":[55],"method":[56,72],"sparse":[58],"signals,":[59],"which":[60],"combines":[61],"(CS)":[65],"process":[66],"classifier.":[70],"This":[71],"achieves":[73],"an":[74],"end-to-end":[75],"structure":[76],"data":[78,100],"compression":[79],"and":[80,110,116,134,144],"classification.":[82],"As":[83],"a":[84],"result,":[85],"overall":[87],"computation":[88],"complexity":[89],"is":[90,106,120,139],"largely":[91],"minimal":[94],"classification":[95],"accuracy":[96,148],"loss.":[97],"size":[101,138],"MNIST":[104,115],"dataset":[105],"256":[109],"that":[111],"N":[114],"DVS":[117],"Gesture":[118],"datasets":[119],"512.":[121],"total":[123],"number":[124],"operations":[126],"(OPs)":[127],"decreases":[131],"by":[132,141],"65.24%,72.52%":[133],"81.11%.":[135],"model":[137],"63.35%,":[142],"62.02%,":[143],"62.75%":[145],"respectively,":[146],"without":[147],"loss":[149],"compared":[150],"baseline.":[153]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}