{"id":"https://openalex.org/W4306952703","doi":"https://doi.org/10.1145/3538641.3561501","title":"Computationally efficient physics approximating neural networks for highly nonlinear maps","display_name":"Computationally efficient physics approximating neural networks for highly nonlinear maps","publication_year":2022,"publication_date":"2022-10-03","ids":{"openalex":"https://openalex.org/W4306952703","doi":"https://doi.org/10.1145/3538641.3561501"},"language":"en","primary_location":{"id":"doi:10.1145/3538641.3561501","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3538641.3561501","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Conference on Research in Adaptive and Convergent Systems","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/A5047780053","display_name":"Christopher Johann Clarke","orcid":"https://orcid.org/0000-0003-2660-8164"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Christopher Johann Clarke","raw_affiliation_strings":["Singapore University of Technology and Design, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design, Singapore, Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087721031","display_name":"Jatin Chowdhury","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jatin Chowdhury","raw_affiliation_strings":["Unaffliated"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unaffliated","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067117872","display_name":"Cindy Ming Ying Lin","orcid":"https://orcid.org/0000-0003-1839-0185"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Cindy Ming Ying Lin","raw_affiliation_strings":["Singapore University of Technology and Design, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design, Singapore, Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050282297","display_name":"Ivan Fu Xing Tan","orcid":"https://orcid.org/0000-0002-6650-3204"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ivan Fu Xing Tan","raw_affiliation_strings":["Singapore University of Technology and Design, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design, Singapore, Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006273825","display_name":"Prachee Priyadarshinee","orcid":"https://orcid.org/0000-0002-5063-7849"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Prachee Priyadarshinee","raw_affiliation_strings":["Singapore University of Technology and Design, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design, Singapore, Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084857268","display_name":"Balamurali BT","orcid":null},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Balamurali BT","raw_affiliation_strings":["Singapore University of Technology and Design, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design, Singapore, Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069548004","display_name":"Dorien Herremans","orcid":"https://orcid.org/0000-0001-8607-1640"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Dorien Herremans","raw_affiliation_strings":["Singapore University of Technology and Design, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design, Singapore, Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061649813","display_name":"Jer\u2010Ming Chen","orcid":"https://orcid.org/0000-0002-2500-0969"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jer-Ming Chen","raw_affiliation_strings":["Singapore University of Technology and Design, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design, Singapore, Singapore","institution_ids":["https://openalex.org/I152815399"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"1","issue":null,"first_page":"139","last_page":"146"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9991000294685364,"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/T10320","display_name":"Neural Networks and Applications","score":0.9991000294685364,"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/T11206","display_name":"Model Reduction and Neural Networks","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"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/T12676","display_name":"Machine Learning and ELM","score":0.9696999788284302,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.7925631999969482},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7489941716194153},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.5983664989471436},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5873614549636841},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5536301732063293},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5434690713882446},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4972570240497589},{"id":"https://openalex.org/keywords/linear-approximation","display_name":"Linear approximation","score":0.49554431438446045},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.45830538868904114},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4319765865802765},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.21722236275672913}],"concepts":[{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.7925631999969482},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7489941716194153},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.5983664989471436},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5873614549636841},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5536301732063293},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5434690713882446},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4972570240497589},{"id":"https://openalex.org/C160824197","wikidata":"https://www.wikidata.org/wiki/Q2071054","display_name":"Linear approximation","level":3,"score":0.49554431438446045},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.45830538868904114},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4319765865802765},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.21722236275672913},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3538641.3561501","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3538641.3561501","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Conference on Research in Adaptive and Convergent Systems","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":24,"referenced_works":["https://openalex.org/W60686164","https://openalex.org/W1567012231","https://openalex.org/W1870611936","https://openalex.org/W1983173861","https://openalex.org/W2042984424","https://openalex.org/W2085120662","https://openalex.org/W2149494476","https://openalex.org/W2169507824","https://openalex.org/W2200000192","https://openalex.org/W2594844914","https://openalex.org/W2752782242","https://openalex.org/W2899283552","https://openalex.org/W2949676527","https://openalex.org/W2982082915","https://openalex.org/W2989894932","https://openalex.org/W3011014705","https://openalex.org/W3102511045","https://openalex.org/W3127995079","https://openalex.org/W3152689195","https://openalex.org/W3160886682","https://openalex.org/W3176116059","https://openalex.org/W4220717841","https://openalex.org/W4299608229","https://openalex.org/W4320458888"],"related_works":["https://openalex.org/W2397288865","https://openalex.org/W2368524271","https://openalex.org/W2576709312","https://openalex.org/W2392797073","https://openalex.org/W2989490741","https://openalex.org/W2023657818","https://openalex.org/W2384907669","https://openalex.org/W2373120800","https://openalex.org/W2375480909","https://openalex.org/W4388654424"],"abstract_inverted_index":{"This":[0,57],"paper":[1,31,50],"puts":[2],"forth":[3,40],"a":[4,11,16,54,61,93,113,128,132],"method":[5],"that":[6],"is":[7,32,58,77,90,108],"easily":[8],"transposable":[9],"to":[10,21,60,79,92,122,127],"realtime":[12],"environment":[13],"by":[14,34,41,67,99],"utilising":[15],"\"Physics":[17],"Approximating":[18],"Neural":[19,37],"Network\"":[20],"predict":[22],"1D":[23],"output":[24,72,85],"signal.":[25],"The":[26,45,71,103,117],"technique":[27],"described":[28],"in":[29,48],"this":[30,49],"inspired":[33],"Physics":[35],"Informed":[36],"Networks":[38],"put":[39],"Raissi":[42],"et":[43],"al.":[44],"model":[46,107,130],"demonstrated":[47],"makes":[51],"use":[52],"of":[53,64,73,86,96,105],"recurrent":[55],"input.":[56],"passed":[59,78,91],"\"preprocessing\"":[62],"stage":[63,76],"2":[65],"layers":[66,98],"8":[68,100],"neurons":[69,101],"wide.":[70,102],"the":[74,80,84,87,106,123],"preprocessing":[75],"\"approximation":[81,88],"layer\".":[82],"Lastly,":[83],"layer\"":[89],"\"postprocessing\"":[94],"layer":[95],"5":[97],"architecture":[104],"explained":[109],"and":[110],"tested":[111],"on":[112],"specially":[114],"developed":[115],"dataset.":[116],"results":[118],"show":[119],"closer":[120],"similarity":[121],"ground":[124],"truth":[125],"compared":[126],"linear":[129],"or":[131],"dense-layer":[133],"neural":[134],"network.":[135]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}