{"id":"https://openalex.org/W4240796046","doi":"https://doi.org/10.1364/cleo_at.2019.jf2f.4","title":"Training deep neural networks for the inverse design of nanophotonic structures","display_name":"Training deep neural networks for the inverse design of nanophotonic structures","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W4240796046","doi":"https://doi.org/10.1364/cleo_at.2019.jf2f.4"},"language":"en","primary_location":{"id":"doi:10.1364/cleo_at.2019.jf2f.4","doi":"https://doi.org/10.1364/cleo_at.2019.jf2f.4","is_oa":false,"landing_page_url":"https://doi.org/10.1364/cleo_at.2019.jf2f.4","pdf_url":null,"source":{"id":"https://openalex.org/S4306418073","display_name":"Conference on Lasers and Electro-Optics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Conference on Lasers and Electro-Optics","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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/A5052509551","display_name":"Dianjing Liu","orcid":"https://orcid.org/0000-0002-5893-4039","observed_orcids":["https://orcid.org/0000-0002-5893-4039"]},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Dianjing Liu","raw_affiliation_strings":["1415 Engineering Dr., Engineering Hall 2439, Madison, WI 53706, USA","Department of Electrical and Computer Engineering, University of Wisconsin \u2013 Madison, 53706 WI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"1415 Engineering Dr., Engineering Hall 2439, Madison, WI 53706, USA","institution_ids":[]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Wisconsin \u2013 Madison, 53706 WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113930889","display_name":"Yixuan Tan","orcid":"https://orcid.org/0009-0001-5589-8896","observed_orcids":["https://orcid.org/0009-0001-5589-8896"]},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yixuan Tan","raw_affiliation_strings":["1415 Engineering Dr., Engineering Hall 2439, Madison, WI 53706, USA","Department of Electrical and Computer Engineering, University of Wisconsin \u2013 Madison, 53706 WI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"1415 Engineering Dr., Engineering Hall 2439, Madison, WI 53706, USA","institution_ids":[]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Wisconsin \u2013 Madison, 53706 WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050896973","display_name":"Erfan Khoram","orcid":"https://orcid.org/0000-0002-9921-5110","observed_orcids":["https://orcid.org/0000-0002-9921-5110"]},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Erfan Khoram","raw_affiliation_strings":["1415 Engineering Dr., Engineering Hall 2439, Madison, WI 53706, USA","Department of Electrical and Computer Engineering, University of Wisconsin \u2013 Madison, 53706 WI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"1415 Engineering Dr., Engineering Hall 2439, Madison, WI 53706, USA","institution_ids":[]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Wisconsin \u2013 Madison, 53706 WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051171162","display_name":"Zongfu Yu","orcid":"https://orcid.org/0000-0002-4536-1526","observed_orcids":["https://orcid.org/0000-0002-4536-1526"]},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zongfu Yu","raw_affiliation_strings":["1415 Engineering Dr., Engineering Hall 2439, Madison, WI 53706, USA","Department of Electrical and Computer Engineering, University of Wisconsin \u2013 Madison, 53706 WI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"1415 Engineering Dr., Engineering Hall 2439, Madison, WI 53706, USA","institution_ids":[]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Wisconsin \u2013 Madison, 53706 WI, USA","institution_ids":["https://openalex.org/I135310074"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5050896973","https://openalex.org/A5051171162","https://openalex.org/A5052509551","https://openalex.org/A5113930889"],"corresponding_institution_ids":["https://openalex.org/I135310074"],"apc_list":null,"apc_paid":null,"fwci":42.863,"has_fulltext":false,"cited_by_count":51,"citation_normalized_percentile":{"value":0.99912549,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"JF2F.4","last_page":"JF2F.4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10245","display_name":"Metamaterials and Metasurfaces Applications","score":0.6542999744415283,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10245","display_name":"Metamaterials and Metasurfaces Applications","score":0.6542999744415283,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.1809999942779541,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.042399998754262924,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inverse-design","display_name":"inverse design","score":0.9660000205039978},{"id":"https://openalex.org/keywords/nanophotonics","display_name":"nanophotonics","score":0.8880000114440918},{"id":"https://openalex.org/keywords/deep-neural-network","display_name":"deep neural network","score":0.9319999814033508},{"id":"https://openalex.org/keywords/photonic-device-design","display_name":"photonic device design","score":0.703000009059906},{"id":"https://openalex.org/keywords/photonic-structures","display_name":"photonic structures","score":0.7080000042915344}],"concepts":[{"id":"https://openalex.org/C27289702","wikidata":"https://www.wikidata.org/wiki/Q2475861","display_name":"Nanophotonics","level":2,"score":0.8196104764938354},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6881735920906067},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.679088294506073},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6338433027267456},{"id":"https://openalex.org/C2777814067","wikidata":"https://www.wikidata.org/wiki/Q1752317","display_name":"Tandem","level":2,"score":0.4671226143836975},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4364906847476959},{"id":"https://openalex.org/C20788544","wikidata":"https://www.wikidata.org/wiki/Q467054","display_name":"Photonics","level":2,"score":0.4286923110485077},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4164058566093445},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38548627495765686},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13959568738937378},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.10154193639755249},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.09667199850082397},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07791724801063538},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.07491552829742432},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1364/cleo_at.2019.jf2f.4","doi":"https://doi.org/10.1364/cleo_at.2019.jf2f.4","is_oa":false,"landing_page_url":"https://doi.org/10.1364/cleo_at.2019.jf2f.4","pdf_url":null,"source":{"id":"https://openalex.org/S4306418073","display_name":"Conference on Lasers and Electro-Optics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Conference on Lasers and Electro-Optics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W2081449827","https://openalex.org/W2098103715"],"related_works":["https://openalex.org/W3086907892","https://openalex.org/W3203707378","https://openalex.org/W7046409804","https://openalex.org/W4394789271","https://openalex.org/W4392716954","https://openalex.org/W7001937069","https://openalex.org/W7011270699","https://openalex.org/W4297797278","https://openalex.org/W4376956019","https://openalex.org/W4206506166"],"abstract_inverted_index":{"We":[0],"demonstrate":[1],"a":[2,20],"tandem":[3],"neural":[4,25],"network":[5],"architecture":[6],"that":[7],"tolerates":[8],"inconsistent":[9],"training":[10],"instances":[11],"in":[12],"inverse":[13,29],"design":[14,30],"of":[15,31],"nanophotonic":[16],"devices.":[17],"It":[18],"provides":[19],"way":[21],"to":[22],"train":[23],"large":[24],"networks":[26],"for":[27],"the":[28],"complex":[32],"photonic":[33],"structures.":[34]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":3}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2022-05-12T00:00:00"}
