{"id":"https://openalex.org/W2806285847","doi":"https://doi.org/10.1109/iccphot.2018.8368462","title":"Deep learning for the design of nano-photonic structures","display_name":"Deep learning for the design of nano-photonic structures","publication_year":2018,"publication_date":"2018-05-01","ids":{"openalex":"https://openalex.org/W2806285847","doi":"https://doi.org/10.1109/iccphot.2018.8368462","mag":"2806285847"},"language":"en","primary_location":{"id":"doi:10.1109/iccphot.2018.8368462","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccphot.2018.8368462","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Computational Photography (ICCP)","raw_type":"proceedings-article"},"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/A5067773841","display_name":"Itzik Malkiel","orcid":"https://orcid.org/0000-0003-4151-9119"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Itzik Malkiel","raw_affiliation_strings":["School of Computer Science Tel Aviv University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science Tel Aviv University","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061120435","display_name":"Michael Mrejen","orcid":"https://orcid.org/0000-0002-3069-6454"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Michael Mrejen","raw_affiliation_strings":["School of Computer Science Tel Aviv University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science Tel Aviv University","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112456565","display_name":"Achiya Nagler","orcid":null},"institutions":[{"id":"https://openalex.org/I2252078561","display_name":"Meta (Israel)","ror":"https://ror.org/02388em19","country_code":"IL","type":"company","lineage":["https://openalex.org/I2252078561","https://openalex.org/I4210114444"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Achiya Nagler","raw_affiliation_strings":["Computer Science, Tel Aviv U. and Facebook AI Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science, Tel Aviv U. and Facebook AI Research","institution_ids":["https://openalex.org/I2252078561"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056132149","display_name":"Uri Arieli","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Uri Arieli","raw_affiliation_strings":["School of Computer Science Tel Aviv University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science Tel Aviv University","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078102229","display_name":"Lior Wolf","orcid":"https://orcid.org/0000-0001-5578-8892"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lior Wolf","raw_affiliation_strings":["School of Computer Science Tel Aviv University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science Tel Aviv University","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005173350","display_name":"Haim Suchowski","orcid":"https://orcid.org/0000-0002-6134-8954"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haim Suchowski","raw_affiliation_strings":["School of Computer Science Tel Aviv University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science Tel Aviv University","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.9208,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.99346782,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10295","display_name":"Plasmonic and Surface Plasmon Research","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10295","display_name":"Plasmonic and Surface Plasmon Research","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10666","display_name":"Photonic Crystals and Applications","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10299","display_name":"Photonic and Optical Devices","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"}}],"keywords":[{"id":"https://openalex.org/keywords/photonics","display_name":"Photonics","score":0.6339353322982788},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5874395370483398},{"id":"https://openalex.org/keywords/nanophotonics","display_name":"Nanophotonics","score":0.5190092325210571},{"id":"https://openalex.org/keywords/nanolithography","display_name":"Nanolithography","score":0.5163370370864868},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4511415958404541},{"id":"https://openalex.org/keywords/inverse-problem","display_name":"Inverse problem","score":0.4377969801425934},{"id":"https://openalex.org/keywords/photonic-crystal","display_name":"Photonic crystal","score":0.4186658263206482},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.3469465374946594},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.27207422256469727},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.2569738030433655},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.2001079022884369},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10262700915336609}],"concepts":[{"id":"https://openalex.org/C20788544","wikidata":"https://www.wikidata.org/wiki/Q467054","display_name":"Photonics","level":2,"score":0.6339353322982788},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5874395370483398},{"id":"https://openalex.org/C27289702","wikidata":"https://www.wikidata.org/wiki/Q2475861","display_name":"Nanophotonics","level":2,"score":0.5190092325210571},{"id":"https://openalex.org/C162117346","wikidata":"https://www.wikidata.org/wiki/Q1106386","display_name":"Nanolithography","level":4,"score":0.5163370370864868},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4511415958404541},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.4377969801425934},{"id":"https://openalex.org/C75302062","wikidata":"https://www.wikidata.org/wiki/Q900150","display_name":"Photonic crystal","level":2,"score":0.4186658263206482},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.3469465374946594},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.27207422256469727},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.2569738030433655},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.2001079022884369},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10262700915336609},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C136525101","wikidata":"https://www.wikidata.org/wiki/Q5428139","display_name":"Fabrication","level":3,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccphot.2018.8368462","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccphot.2018.8368462","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Computational Photography (ICCP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W6908809","https://openalex.org/W1429299901","https://openalex.org/W1523113578","https://openalex.org/W1582726158","https://openalex.org/W1986203310","https://openalex.org/W1991106380","https://openalex.org/W1992858116","https://openalex.org/W1998260904","https://openalex.org/W1999091893","https://openalex.org/W2002719044","https://openalex.org/W2021874781","https://openalex.org/W2022879490","https://openalex.org/W2023598261","https://openalex.org/W2027029957","https://openalex.org/W2031557272","https://openalex.org/W2031610877","https://openalex.org/W2044680985","https://openalex.org/W2050916818","https://openalex.org/W2054455698","https://openalex.org/W2087431801","https://openalex.org/W2090391358","https://openalex.org/W2101336703","https://openalex.org/W2133865602","https://openalex.org/W2149933564","https://openalex.org/W2156387975","https://openalex.org/W2163605009","https://openalex.org/W2226799981","https://openalex.org/W2231899596","https://openalex.org/W2302517508","https://openalex.org/W2331971577","https://openalex.org/W2479948342","https://openalex.org/W2558677976","https://openalex.org/W3099305384","https://openalex.org/W3099933424","https://openalex.org/W3101662418","https://openalex.org/W4299518610","https://openalex.org/W6682132143","https://openalex.org/W6682889407","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W629431987","https://openalex.org/W2074707023","https://openalex.org/W2407751474","https://openalex.org/W4232172952","https://openalex.org/W2388467421","https://openalex.org/W2314929293","https://openalex.org/W2162906603","https://openalex.org/W1990217343","https://openalex.org/W2613656376","https://openalex.org/W2364114871"],"abstract_inverted_index":{"Our":[0],"visual":[1],"perception":[2],"of":[3,60,66,117,169,179,190,216],"our":[4,88],"surroundings":[5],"is":[6,24,109,121,152],"ultimately":[7],"limited":[8],"by":[9,62,94],"the":[10,21,28,40,58,64,77,110,115,118,140,159,166,170,177,188,205,211],"diffraction-limit,":[11,41],"which":[12],"stipulates":[13],"that":[14,112],"optical":[15,119,150,217],"information":[16],"smaller":[17],"than":[18],"roughly":[19],"half":[20],"illumination":[22],"wavelength":[23],"not":[25,113],"retrievable.":[26],"Over":[27],"past":[29],"decades,":[30],"many":[31,78],"breakthroughs":[32],"have":[33],"led":[34],"to":[35,165,186],"unprecedented":[36],"imaging":[37,224],"capabilities":[38],"beyond":[39],"with":[42,69,130,147,158,219],"applications":[43,220],"in":[44,80,87,201],"biology":[45],"and":[46,85,97,104,125,182,225],"nanotechnology.":[47],"In":[48],"this":[49,81],"context,":[50],"nano-photonics":[51],"has":[52,91],"had":[53],"a":[54,95,145,154,202],"profound":[55],"impact":[56,84],"on":[57,194],"field":[59],"optics":[61],"enabling":[63],"manipulation":[65],"light-matter":[67],"interaction":[68],"subwave-length":[70],"structures":[71],"[1,":[72],"2,":[73],"3].":[74],"However,":[75],"despite":[76],"advances":[79],"field,":[82],"its":[83,184],"penetration":[86],"daily":[89],"life":[90],"been":[92],"hindered":[93],"convoluted":[96],"iterative":[98],"process,":[99],"cycling":[100],"through":[101],"modeling,":[102],"nanofabrication":[103],"nano-characterization.":[105],"The":[106],"fundamental":[107],"reason":[108],"fact":[111],"only":[114],"prediction":[116],"response":[120,218],"very":[122],"time":[123],"consuming":[124],"requires":[126],"solving":[127],"Maxwell's":[128],"equations":[129],"dedicated":[131],"numerical":[132,162],"packages":[133],"[4,":[134],"5,":[135],"6].":[136],"But,":[137],"more":[138],"significantly,":[139],"inverse":[141,208],"problem,":[142],"i.e.":[143],"designing":[144],"nanostructure":[146],"an":[148],"on-demand":[149,214],"response,":[151],"currently":[153,206],"prohibitive":[155],"task":[156],"even":[157],"most":[160],"advanced":[161],"tools":[163],"due":[164],"high":[167],"non-linearity":[168],"problem":[171,209],"[7,":[172],"8].":[173],"Here,":[174],"we":[175],"harness":[176],"power":[178],"Deep":[180],"Learning":[181],"show":[183],"ability":[185],"predict":[187],"geometry":[189],"nanostructures":[191],"based":[192],"solely":[193],"their":[195],"far-field":[196],"response.":[197],"This":[198],"approach":[199],"addresses":[200],"direct":[203],"way":[204],"inaccessible":[207],"breaking":[210],"ground":[212],"for":[213,227],"design":[215],"such":[221],"as":[222],"sensing,":[223],"also":[226],"Plasmons":[228],"mediated":[229],"cancer":[230],"thermotherapy.":[231]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}