{"id":"https://openalex.org/W7163586108","doi":"https://doi.org/10.23919/date69613.2026.11539629","title":"SuperPhys-Net: A Physics-Informed Super-Resolution Electromagnetic Simulator for Nanophotonic Devices","display_name":"SuperPhys-Net: A Physics-Informed Super-Resolution Electromagnetic Simulator for Nanophotonic Devices","publication_year":2026,"publication_date":"2026-04-20","ids":{"openalex":"https://openalex.org/W7163586108","doi":"https://doi.org/10.23919/date69613.2026.11539629"},"language":null,"primary_location":{"id":"doi:10.23919/date69613.2026.11539629","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date69613.2026.11539629","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 Design, Automation &amp;amp; Test in Europe Conference (DATE)","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/A5137877182","display_name":"Yiyang Su","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yiyang Su","raw_affiliation_strings":["HKUST(GZ)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HKUST(GZ)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137861444","display_name":"Hao Chen (5190)","orcid":"https://orcid.org/0009-0005-0314-1217"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hao Chen","raw_affiliation_strings":["HKUST(GZ)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HKUST(GZ)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137875937","display_name":"Guohao Dai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guohao Dai","raw_affiliation_strings":["HKUST(GZ)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HKUST(GZ)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071995111","display_name":"Yuzhe Ma","orcid":"https://orcid.org/0000-0002-3612-4182"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuzhe Ma","raw_affiliation_strings":["HKUST(GZ)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HKUST(GZ)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001030570","display_name":"Yeyu Tong","orcid":"https://orcid.org/0000-0002-7867-1918"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yeyu Tong","raw_affiliation_strings":["HKUST(GZ)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HKUST(GZ)","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.85959057,"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":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12466","display_name":"Near-Field Optical Microscopy","score":0.38580000400543213,"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/T12466","display_name":"Near-Field Optical Microscopy","score":0.38580000400543213,"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/T10295","display_name":"Plasmonic and Surface Plasmon Research","score":0.26820001006126404,"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/T11414","display_name":"Quantum optics and atomic interactions","score":0.03959999978542328,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electromagnetic-field","display_name":"Electromagnetic field","score":0.30570000410079956},{"id":"https://openalex.org/keywords/electromagnetic-radiation","display_name":"Electromagnetic radiation","score":0.2815999984741211},{"id":"https://openalex.org/keywords/nanophotonics","display_name":"Nanophotonics","score":0.2492000013589859}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5166000127792358},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.41909998655319214},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.4077000021934509},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3370000123977661},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.3190000057220459},{"id":"https://openalex.org/C28843909","wikidata":"https://www.wikidata.org/wiki/Q177625","display_name":"Electromagnetic field","level":2,"score":0.30570000410079956},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.29420000314712524},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.2874999940395355},{"id":"https://openalex.org/C149773537","wikidata":"https://www.wikidata.org/wiki/Q12969754","display_name":"Electromagnetic radiation","level":2,"score":0.2815999984741211},{"id":"https://openalex.org/C27289702","wikidata":"https://www.wikidata.org/wiki/Q2475861","display_name":"Nanophotonics","level":2,"score":0.2492000013589859}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date69613.2026.11539629","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date69613.2026.11539629","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 Design, Automation &amp;amp; Test in Europe Conference (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.4659876823425293}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1885185971","https://openalex.org/W1929077562","https://openalex.org/W2133865602","https://openalex.org/W2157494358","https://openalex.org/W2167635673","https://openalex.org/W2610434393","https://openalex.org/W2621121458","https://openalex.org/W2784648660","https://openalex.org/W2899283552","https://openalex.org/W2952773607","https://openalex.org/W2963470893","https://openalex.org/W2964018596","https://openalex.org/W3119472565","https://openalex.org/W3213945219","https://openalex.org/W4205142804","https://openalex.org/W4281849792","https://openalex.org/W4306174033","https://openalex.org/W4319878693","https://openalex.org/W4323318907","https://openalex.org/W4380989065","https://openalex.org/W4391232091","https://openalex.org/W4402915721","https://openalex.org/W4403092405","https://openalex.org/W4403442708","https://openalex.org/W4403863649","https://openalex.org/W4408109319","https://openalex.org/W4408145570","https://openalex.org/W4410331688","https://openalex.org/W4410583475","https://openalex.org/W4411670453","https://openalex.org/W4413120674","https://openalex.org/W4415796865","https://openalex.org/W7133200592"],"related_works":[],"abstract_inverted_index":{"The":[0],"rapid":[1],"advancement":[2],"of":[3,23,38,88],"photonic":[4,89],"integrated":[5],"circuits":[6],"is":[7],"driving":[8],"innovations":[9],"in":[10,140],"interconnect,":[11],"computing,":[12],"and":[13,34,53,62,68,110],"sensing":[14],"applications.":[15,40],"This":[16,56,101],"progress":[17],"has":[18],"led":[19],"to":[20,114,120,154],"the":[21,51,86,98],"development":[22],"nanophotonic":[24,130],"waveguide":[25,131],"devices":[26,132],"with":[27,133],"complex":[28,83,129],"geometries,":[29,84],"offering":[30],"greater":[31],"design":[32,52,59],"flexibility":[33],"a":[35,46,137],"wider":[36],"range":[37],"functional":[39],"However,":[41],"electromagnetic":[42],"(EM)":[43],"simulation":[44,106],"imposes":[45],"heavy":[47],"computational":[48,149],"burden":[49],"during":[50],"validation":[54],"phases.":[55],"significantly":[57],"hampers":[58],"iteration":[60],"speed":[61],"scalability.":[63],"Although":[64],"existing":[65],"data-driven":[66],"methods":[67],"physics-informed":[69],"neural":[70],"networks":[71],"have":[72],"shown":[73],"promise":[74],"for":[75,81],"simpler":[76],"structures,":[77],"they":[78],"fall":[79],"short":[80],"highly":[82],"limiting":[85],"automation":[87],"device":[90],"design.":[91],"To":[92],"address":[93],"these":[94],"issues,":[95],"we":[96],"present":[97],"SuperPhys-Net":[99],"framework.":[100],"innovative":[102],"approach":[103],"enhances":[104],"coarse-grid":[105],"results":[107],"through":[108],"super-resolution":[109],"integrates":[111],"physical":[112,121],"constraints":[113],"generate":[115],"fine-grid":[116],"solutions":[117],"that":[118],"adhere":[119],"laws.":[122],"Our":[123],"model":[124],"demonstrates":[125],"outstanding":[126],"performance":[127],"across":[128,164],"varying":[134],"dimensions,":[135],"achieving":[136],"72.61%":[138],"improvement":[139],"accuracy":[141,163],"over":[142],"current":[143],"state-of-the-art":[144],"models.":[145],"Additionally,":[146],"it":[147],"reduces":[148],"time":[150],"by":[151],"76.09%":[152],"compared":[153],"standard":[155],"finite-difference":[156],"frequency-domain":[157],"solvers,":[158],"all":[159,165],"while":[160],"maintaining":[161],"exceptional":[162],"scales.":[166]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-06-05T00:00:00"}
