{"id":"https://openalex.org/W3217007161","doi":"https://doi.org/10.1109/ecoc52684.2021.9605948","title":"Analysis of the Hardware Imprecisions for Scalable and Compact Photonic Tensorized Neural Networks","display_name":"Analysis of the Hardware Imprecisions for Scalable and Compact Photonic Tensorized Neural Networks","publication_year":2021,"publication_date":"2021-09-13","ids":{"openalex":"https://openalex.org/W3217007161","doi":"https://doi.org/10.1109/ecoc52684.2021.9605948","mag":"3217007161"},"language":"en","primary_location":{"id":"doi:10.1109/ecoc52684.2021.9605948","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecoc52684.2021.9605948","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 European Conference on Optical Communication (ECOC)","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/A5060136118","display_name":"Mehmet Berkay On","orcid":"https://orcid.org/0000-0002-7931-6192"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mehmet Berkay On","raw_affiliation_strings":["University of California, Davis, Davis, California, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Davis, Davis, California, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006016418","display_name":"Yun-Jhu Lee","orcid":"https://orcid.org/0009-0004-3695-1323"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yun-Jhu Lee","raw_affiliation_strings":["University of California, Davis, Davis, California, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Davis, Davis, California, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076668666","display_name":"Xian Xiao","orcid":"https://orcid.org/0000-0002-1415-839X"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xian Xiao","raw_affiliation_strings":["University of California, Davis, Davis, California, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Davis, Davis, California, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039402468","display_name":"Roberto Proietti","orcid":"https://orcid.org/0000-0001-6378-7005"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roberto Proietti","raw_affiliation_strings":["University of California, Davis, Davis, California, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Davis, Davis, California, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063555231","display_name":"S. J. Ben Yoo","orcid":"https://orcid.org/0000-0002-7420-1871"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S.J. Ben Yoo","raw_affiliation_strings":["University of California, Davis, Davis, California, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Davis, Davis, California, USA","institution_ids":["https://openalex.org/I84218800"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5060136118"],"corresponding_institution_ids":["https://openalex.org/I84218800"],"apc_list":null,"apc_paid":null,"fwci":0.5439,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.7358052,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":1.0,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":1.0,"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/T10232","display_name":"Optical Network Technologies","score":0.9965999722480774,"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/T10299","display_name":"Photonic and Optical Devices","score":0.9858999848365784,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7867564558982849},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7199646234512329},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7011694312095642},{"id":"https://openalex.org/keywords/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.6737744808197021},{"id":"https://openalex.org/keywords/photonics","display_name":"Photonics","score":0.6721509695053101},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.4695449769496918},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4644240438938141},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3858509361743927},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1843568980693817},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18137317895889282},{"id":"https://openalex.org/keywords/optoelectronics","display_name":"Optoelectronics","score":0.11332327127456665}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7867564558982849},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7199646234512329},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7011694312095642},{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.6737744808197021},{"id":"https://openalex.org/C20788544","wikidata":"https://www.wikidata.org/wiki/Q467054","display_name":"Photonics","level":2,"score":0.6721509695053101},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.4695449769496918},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4644240438938141},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3858509361743927},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1843568980693817},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18137317895889282},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.11332327127456665},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"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/ecoc52684.2021.9605948","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecoc52684.2021.9605948","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 European Conference on Optical Communication (ECOC)","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":17,"referenced_works":["https://openalex.org/W1798945469","https://openalex.org/W1993482030","https://openalex.org/W2076476236","https://openalex.org/W2739588406","https://openalex.org/W2752849906","https://openalex.org/W2783318359","https://openalex.org/W2886937789","https://openalex.org/W2943528195","https://openalex.org/W2962730419","https://openalex.org/W2964082513","https://openalex.org/W2974263490","https://openalex.org/W3012645150","https://openalex.org/W3099882738","https://openalex.org/W3102122242","https://openalex.org/W6638060716","https://openalex.org/W6747544394","https://openalex.org/W6765923238"],"related_works":["https://openalex.org/W2610007503","https://openalex.org/W3031505884","https://openalex.org/W2951049725","https://openalex.org/W4285308918","https://openalex.org/W2971712727","https://openalex.org/W4387459935","https://openalex.org/W2908450434","https://openalex.org/W3193008624","https://openalex.org/W4382561696","https://openalex.org/W2581119583"],"abstract_inverted_index":{"We":[0],"simulated":[1],"tensor-train":[2],"decomposed":[3],"neural":[4,25,39],"networks":[5,26],"realized":[6],"by":[7],"Mach-Zehnder":[8],"interferometer-based":[9],"scalable":[10],"photonic":[11,38],"neuromorphic":[12],"devices.":[13],"The":[14],"simulation":[15],"results":[16],"demonstrate":[17],"that":[18],"under":[19],"practical":[20],"hardware":[21],"imprecisions,":[22],"the":[23],"TT-decomposed":[24],"can":[27],"achieve":[28],">90%":[29],"test":[30],"accuracy":[31],"with":[32],"33.6\u00d7":[33],"fewer":[34],"MZIs":[35],"than":[36],"conventional":[37],"network":[40],"implementations.":[41]},"counts_by_year":[{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
