{"id":"https://openalex.org/W7125113208","doi":"https://doi.org/10.1016/j.neunet.2026.108631","title":"FluidFormer : Transformer with continuous convolution for particle-based fluid simulation","display_name":"FluidFormer : Transformer with continuous convolution for particle-based fluid simulation","publication_year":2026,"publication_date":"2026-01-21","ids":{"openalex":"https://openalex.org/W7125113208","doi":"https://doi.org/10.1016/j.neunet.2026.108631","pmid":"https://pubmed.ncbi.nlm.nih.gov/41579819"},"language":"en","primary_location":{"id":"doi:10.1016/j.neunet.2026.108631","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neunet.2026.108631","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["0893-6080","1879-2782"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5044295601","display_name":"N Wang","orcid":"https://orcid.org/0000-0002-1351-4452"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Nianyi Wang","raw_affiliation_strings":["organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China. Electronic address: ny.wang@stu.xjtu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0002-1351-4452","affiliations":[{"raw_affiliation_string":"organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China. Electronic address: ny.wang@stu.xjtu.edu.cn","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064111203","display_name":"Shuai Zheng","orcid":"https://orcid.org/0000-0003-3801-9359"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Zheng","raw_affiliation_strings":["organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China. Electronic address: shuaizheng@xjtu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0003-3801-9359","affiliations":[{"raw_affiliation_string":"organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China. Electronic address: shuaizheng@xjtu.edu.cn","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yu Chen","orcid":"https://orcid.org/0009-0002-2735-504X"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Chen","raw_affiliation_strings":["organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China. Electronic address: xjtu_chenyu@163.com"],"raw_orcid":"https://orcid.org/0009-0002-2735-504X","affiliations":[{"raw_affiliation_string":"organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China. Electronic address: xjtu_chenyu@163.com","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123476465","display_name":"Hai Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hai Zhao","raw_affiliation_strings":["organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China. Electronic address: suqianbei@stu.xjtu.edu.cn"],"raw_orcid":"https://orcid.org/0009-0002-2954-3116","affiliations":[{"raw_affiliation_string":"organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China. Electronic address: suqianbei@stu.xjtu.edu.cn","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123461638","display_name":"Zhou Fang","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhou Fang","raw_affiliation_strings":["organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China. Electronic address: indevn@stu.xjtu.edu.cn"],"raw_orcid":"https://orcid.org/0009-0003-4561-5324","affiliations":[{"raw_affiliation_string":"organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China. Electronic address: indevn@stu.xjtu.edu.cn","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5044295601"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14677813,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"198","issue":null,"first_page":"108631","last_page":"108631"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.20479999482631683,"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":0.20479999482631683,"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.1281999945640564,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T11471","display_name":"Block Copolymer Self-Assembly","score":0.12700000405311584,"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/locality","display_name":"Locality","score":0.6553000211715698},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5688999891281128},{"id":"https://openalex.org/keywords/smoothed-particle-hydrodynamics","display_name":"Smoothed-particle hydrodynamics","score":0.5418000221252441},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5389000177383423},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.5321999788284302},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.45730000734329224},{"id":"https://openalex.org/keywords/fluid-simulation","display_name":"Fluid simulation","score":0.45419999957084656},{"id":"https://openalex.org/keywords/instability","display_name":"Instability","score":0.439300000667572}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6974999904632568},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.6553000211715698},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5688999891281128},{"id":"https://openalex.org/C122564879","wikidata":"https://www.wikidata.org/wiki/Q733073","display_name":"Smoothed-particle hydrodynamics","level":2,"score":0.5418000221252441},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5389000177383423},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.5321999788284302},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.45730000734329224},{"id":"https://openalex.org/C59032088","wikidata":"https://www.wikidata.org/wiki/Q1434937","display_name":"Fluid simulation","level":2,"score":0.45419999957084656},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.44290000200271606},{"id":"https://openalex.org/C207821765","wikidata":"https://www.wikidata.org/wiki/Q405372","display_name":"Instability","level":2,"score":0.439300000667572},{"id":"https://openalex.org/C90278072","wikidata":"https://www.wikidata.org/wiki/Q216320","display_name":"Fluid dynamics","level":2,"score":0.4020000100135803},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.3946000039577484},{"id":"https://openalex.org/C2987747430","wikidata":"https://www.wikidata.org/wiki/Q24898874","display_name":"Particle method","level":3,"score":0.3847000002861023},{"id":"https://openalex.org/C176321772","wikidata":"https://www.wikidata.org/wiki/Q1430640","display_name":"Numerical stability","level":3,"score":0.3522999882698059},{"id":"https://openalex.org/C116672817","wikidata":"https://www.wikidata.org/wiki/Q1454986","display_name":"Physical system","level":2,"score":0.34290000796318054},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.3109999895095825},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2777000069618225},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.2736999988555908},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.2727999985218048},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2678999900817871},{"id":"https://openalex.org/C3019722297","wikidata":"https://www.wikidata.org/wiki/Q4440864","display_name":"High dimensional","level":2,"score":0.2667999863624573},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.25600001215934753},{"id":"https://openalex.org/C1633027","wikidata":"https://www.wikidata.org/wiki/Q815820","display_name":"Computational fluid dynamics","level":2,"score":0.2556999921798706}],"mesh":[{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057446","descriptor_name":"Hydrodynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.neunet.2026.108631","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neunet.2026.108631","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["0893-6080","1879-2782"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Networks","raw_type":"journal-article"},{"id":"pmid:41579819","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41579819","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural networks : the official journal of the International Neural Network Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5170001983642578,"id":"https://metadata.un.org/sdg/14","display_name":"Life below water"}],"awards":[{"id":"https://openalex.org/G4361058814","display_name":null,"funder_award_id":"52375514","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1980938760","https://openalex.org/W2007008305","https://openalex.org/W2115513040","https://openalex.org/W2534240011","https://openalex.org/W2585298970","https://openalex.org/W3043638165","https://openalex.org/W3134883694","https://openalex.org/W3161463353","https://openalex.org/W3198231706","https://openalex.org/W3202040969","https://openalex.org/W3205218349","https://openalex.org/W4206706211","https://openalex.org/W4377246425","https://openalex.org/W4388979610","https://openalex.org/W4393388566","https://openalex.org/W4395450059","https://openalex.org/W4398174240","https://openalex.org/W4409986357"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2026-01-22T00:00:00"}
