{"id":"https://openalex.org/W4412017233","doi":"https://doi.org/10.1007/978-3-031-97629-2_13","title":"Physics Informed Neural Network Code for\u00a02D Transient Problems (PINN-2DT) Compatible with\u00a0Google Colab","display_name":"Physics Informed Neural Network Code for\u00a02D Transient Problems (PINN-2DT) Compatible with\u00a0Google Colab","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412017233","doi":"https://doi.org/10.1007/978-3-031-97629-2_13"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-97629-2_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-97629-2_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5048015876","display_name":"Pawe\u0142 Maczuga","orcid":"https://orcid.org/0000-0002-5111-6981"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Pawe\u0142 Maczuga","raw_affiliation_strings":["AGH University of Krakow, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0002-5111-6981","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019","https://openalex.org/I126596746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113270067","display_name":"Maciej Sikora","orcid":"https://orcid.org/0009-0006-4465-2395"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Maciej Sikora","raw_affiliation_strings":["AGH University of Krakow, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0009-0006-4465-2395","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019","https://openalex.org/I126596746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084873757","display_name":"Tomasz S\u0142u\u017calec","orcid":"https://orcid.org/0000-0001-6217-4274"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Tomasz S\u0142u\u017calec","raw_affiliation_strings":["AGH University of Krakow, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0001-6217-4274","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019","https://openalex.org/I126596746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011193117","display_name":"Marcin Szubert","orcid":"https://orcid.org/0009-0005-3687-672X"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marcin Szubert","raw_affiliation_strings":["AGH University of Krakow, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0009-0005-3687-672X","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019","https://openalex.org/I126596746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015852728","display_name":"\u0141ukasz Sztangret","orcid":"https://orcid.org/0000-0003-4872-406X"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"\u0141ukasz Sztangret","raw_affiliation_strings":["AGH University of Krakow, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0003-4872-406X","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019","https://openalex.org/I126596746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079640644","display_name":"Danuta\ufffd Szeliga","orcid":"https://orcid.org/0000-0002-2915-8317"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Danuta Szeliga","raw_affiliation_strings":["AGH University of Krakow, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0002-2915-8317","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019","https://openalex.org/I126596746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055184492","display_name":"Marcin \u0141o\u015b","orcid":"https://orcid.org/0000-0002-8426-6345"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marcin \u0141o\u015b","raw_affiliation_strings":["AGH University of Krakow, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0002-8426-6345","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019","https://openalex.org/I126596746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057790429","display_name":"Witold Dzwinel","orcid":"https://orcid.org/0000-0001-8321-5928"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Witold Dzwinel","raw_affiliation_strings":["AGH University of Krakow, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0001-8321-5928","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019","https://openalex.org/I126596746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013181067","display_name":"Keshav Pingali","orcid":"https://orcid.org/0000-0002-0484-4636"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Keshav Pingali","raw_affiliation_strings":["Oden Institute, the University of Texas at Austin, Austin, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oden Institute, the University of Texas at Austin, Austin, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075191779","display_name":"Maciej Paszy\u0144ski","orcid":"https://orcid.org/0000-0001-7766-6052"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Maciej Paszy\u0144ski","raw_affiliation_strings":["AGH University of Krakow, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0001-7766-6052","affiliations":[{"raw_affiliation_string":"AGH University of Krakow, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019","https://openalex.org/I126596746"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5048015876"],"corresponding_institution_ids":["https://openalex.org/I126596746","https://openalex.org/I686019"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":9.4962,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.97082658,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"177","last_page":"191"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9997000098228455,"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/T12560","display_name":"Nuclear Engineering Thermal-Hydraulics","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10173","display_name":"Computational Fluid Dynamics and Aerodynamics","score":0.9805999994277954,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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":0.7218301296234131},{"id":"https://openalex.org/keywords/transient","display_name":"Transient (computer programming)","score":0.6869421005249023},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.6412387490272522},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6340194940567017},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3651999831199646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3604070544242859},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.280346155166626}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7218301296234131},{"id":"https://openalex.org/C2780799671","wikidata":"https://www.wikidata.org/wiki/Q17087362","display_name":"Transient (computer programming)","level":2,"score":0.6869421005249023},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.6412387490272522},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6340194940567017},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3651999831199646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3604070544242859},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.280346155166626},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-97629-2_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-97629-2_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1592730613","https://openalex.org/W1601517105","https://openalex.org/W2027096693","https://openalex.org/W2090929756","https://openalex.org/W2495211843","https://openalex.org/W2570458390","https://openalex.org/W2888888500","https://openalex.org/W2899283552","https://openalex.org/W2997814214","https://openalex.org/W3014009018","https://openalex.org/W3137392741","https://openalex.org/W4239704419","https://openalex.org/W4285109702","https://openalex.org/W4296178492","https://openalex.org/W4312597311","https://openalex.org/W4379046849","https://openalex.org/W4382406482","https://openalex.org/W6606548559"],"related_works":["https://openalex.org/W2358137648","https://openalex.org/W3128819368","https://openalex.org/W2259231220","https://openalex.org/W3170092502","https://openalex.org/W2130857934","https://openalex.org/W2389992906","https://openalex.org/W2354679221","https://openalex.org/W2054296141","https://openalex.org/W2349878854","https://openalex.org/W2204135148"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}