{"id":"https://openalex.org/W4390417640","doi":"https://doi.org/10.1109/icait59485.2023.10367311","title":"Hardware-Efficient Neural Network-Based Receiver for Intensity-Modulated Direct-Detection Short-Reach Optical Links","display_name":"Hardware-Efficient Neural Network-Based Receiver for Intensity-Modulated Direct-Detection Short-Reach Optical Links","publication_year":2023,"publication_date":"2023-10-13","ids":{"openalex":"https://openalex.org/W4390417640","doi":"https://doi.org/10.1109/icait59485.2023.10367311"},"language":"en","primary_location":{"id":"doi:10.1109/icait59485.2023.10367311","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icait59485.2023.10367311","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 15th International Conference on Advanced Infocomm Technology (ICAIT)","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/A5045470048","display_name":"Zhaopeng Xu","orcid":"https://orcid.org/0000-0001-6476-9001"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhaopeng Xu","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075668011","display_name":"Qi Wu","orcid":"https://orcid.org/0000-0002-1196-226X"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Wu","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101901820","display_name":"Cancan Chen","orcid":"https://orcid.org/0000-0001-9743-0581"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cancan Chen","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070345301","display_name":"Honglin Ji","orcid":"https://orcid.org/0000-0003-3437-8573"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Honglin Ji","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060773798","display_name":"Yang Yu","orcid":"https://orcid.org/0000-0002-5045-804X"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Yang","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030773043","display_name":"Gang Qiao","orcid":"https://orcid.org/0000-0002-4767-0015"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Qiao","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102907953","display_name":"Junpeng Liang","orcid":"https://orcid.org/0000-0002-0594-9579"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junpeng Liang","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059557008","display_name":"Jinlong Wei","orcid":"https://orcid.org/0000-0001-7714-5003"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinlong Wei","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015039354","display_name":"Weisheng Hu","orcid":"https://orcid.org/0000-0002-6168-2688"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weisheng Hu","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027948932","display_name":"William Shieh","orcid":"https://orcid.org/0000-0003-1777-5403"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"William Shieh","raw_affiliation_strings":["Westlake University,School of Engineering,Hangzhou,China","School of Engineering, Westlake University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Westlake University,School of Engineering,Hangzhou,China","institution_ids":["https://openalex.org/I3133055985"]},{"raw_affiliation_string":"School of Engineering, Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5045470048"],"corresponding_institution_ids":["https://openalex.org/I4210136793"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18076145,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"157","last_page":"161"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10232","display_name":"Optical Network Technologies","score":1.0,"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/T10232","display_name":"Optical Network Technologies","score":1.0,"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/T10767","display_name":"Advanced Photonic Communication Systems","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/T10299","display_name":"Photonic and Optical Devices","score":0.9983000159263611,"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/computer-science","display_name":"Computer science","score":0.7283941507339478},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5958127379417419},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.5746644735336304},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.4862569570541382},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18028882145881653},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15138137340545654},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11373808979988098}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7283941507339478},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5958127379417419},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.5746644735336304},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.4862569570541382},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18028882145881653},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15138137340545654},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11373808979988098}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icait59485.2023.10367311","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icait59485.2023.10367311","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 15th International Conference on Advanced Infocomm Technology (ICAIT)","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":59,"referenced_works":["https://openalex.org/W1995082601","https://openalex.org/W2086381958","https://openalex.org/W2783323148","https://openalex.org/W2783586874","https://openalex.org/W2788286073","https://openalex.org/W2791916429","https://openalex.org/W2792195026","https://openalex.org/W2792619692","https://openalex.org/W2797033345","https://openalex.org/W2798310103","https://openalex.org/W2798317730","https://openalex.org/W2811491877","https://openalex.org/W2884316890","https://openalex.org/W2900998378","https://openalex.org/W2912345961","https://openalex.org/W2916236435","https://openalex.org/W2963179464","https://openalex.org/W2994592523","https://openalex.org/W3005557053","https://openalex.org/W3009466151","https://openalex.org/W3009560435","https://openalex.org/W3009654436","https://openalex.org/W3009699784","https://openalex.org/W3010187425","https://openalex.org/W3014596729","https://openalex.org/W3036157130","https://openalex.org/W3093028377","https://openalex.org/W3099849901","https://openalex.org/W3113766111","https://openalex.org/W3117843967","https://openalex.org/W3128021040","https://openalex.org/W3137837835","https://openalex.org/W3155320667","https://openalex.org/W3175003875","https://openalex.org/W3185133193","https://openalex.org/W3189475706","https://openalex.org/W3189902536","https://openalex.org/W3198729789","https://openalex.org/W3201651238","https://openalex.org/W3203783134","https://openalex.org/W3211721661","https://openalex.org/W3216951309","https://openalex.org/W4205166636","https://openalex.org/W4205672480","https://openalex.org/W4205942900","https://openalex.org/W4210644216","https://openalex.org/W4226213505","https://openalex.org/W4295048089","https://openalex.org/W4301356214","https://openalex.org/W4312253851","https://openalex.org/W4312795898","https://openalex.org/W4377082815","https://openalex.org/W4377082877","https://openalex.org/W4385801470","https://openalex.org/W4385801483","https://openalex.org/W4390482036","https://openalex.org/W4393174813","https://openalex.org/W6773004354","https://openalex.org/W6838432567"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"Intensity-modulated":[0],"direct-detection":[1],"(IMDD)":[2],"systems":[3],"dominate":[4],"short-reach":[5],"optical":[6],"communication":[7],"applications":[8],"such":[9],"as":[10,19,21],"data":[11],"center":[12],"interconnects.":[13],"However,":[14],"the":[15,22,53],"nonlinear":[16],"IMDD":[17,44],"channel":[18],"well":[20],"non-ideal":[23],"response":[24],"of":[25,55],"low-cost":[26],"devices":[27],"introduce":[28],"severe":[29],"performance":[30],"penalty.":[31],"In":[32,67],"recent":[33],"years,":[34],"various":[35],"neural":[36],"network":[37,83],"(NN)-based":[38],"receivers":[39],"become":[40],"popular":[41],"solutions":[42],"for":[43],"links":[45],"due":[46],"to":[47],"their":[48],"excellent":[49],"system":[50],"performance.":[51],"Nevertheless,":[52],"complexity":[54,73],"NN-based":[56,78],"equalizers":[57],"is":[58],"an":[59],"important":[60],"concern":[61],"targeting":[62],"at":[63],"real-time":[64],"hardware":[65],"implementation.":[66],"this":[68],"paper,":[69],"we":[70],"provide":[71],"several":[72],"reduction":[74],"approaches":[75],"towards":[76],"hardware-efficient":[77],"receivers,":[79],"including":[80],"multi-symbol":[81],"equalization,":[82],"pruning":[84],"and":[85],"quantization.":[86]},"counts_by_year":[],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}