{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,7]],"date-time":"2026-08-07T08:01:10Z","timestamp":1786089670114,"version":"3.56.0"},"reference-count":34,"publisher":"Zhejiang University Press","issue":"2","license":[{"start":{"date-parts":[[2022,2,1]],"date-time":"2022-02-01T00:00:00Z","timestamp":1643673600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,2,1]],"date-time":"2022-02-01T00:00:00Z","timestamp":1643673600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Front Inform Technol Electron Eng"],"published-print":{"date-parts":[[2022,2]]},"DOI":"10.1631\/fitee.2000435","type":"journal-article","created":{"date-parts":[[2022,3,18]],"date-time":"2022-03-18T00:41:34Z","timestamp":1647564094000},"page":"207-219","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":50,"title":["FlowDNN: a physics-informed deep neural network for fast and accurate flow prediction","FlowDNN:\u4e00\u79cd\u7528\u4e8e\u5feb\u901f\u7cbe\u786e\u6d41\u573a\u9884\u6d4b\u7684\u7269\u7406\u542f\u53d1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc"],"prefix":"10.1631","volume":"23","author":[{"given":"Donglin","family":"Chen","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8216-7482","authenticated-orcid":false,"given":"Xiang","family":"Gao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4876-2368","authenticated-orcid":false,"given":"Chuanfu","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Siqi","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shizhao","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jianbin","family":"Fang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zheng","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"635","published-online":{"date-parts":[[2022,3,18]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.21608\/asat.2009.23442"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr.2019.00919"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.2514\/2.2438"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/s00466-019-01740-0"},{"key":"ref5","first-page":"466","volume-title":"Computational Fluid Dynamics: Principles and Applications","author":"Blazek","year":"2015"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.7208\/chicago\/9780226764320.001.0001"},{"key":"ref7","article-title":"New approaches to con-ceptual and preliminary aircraft design: a comparative assessment of a neural network formulation and a re-sponse surface methodology","volume-title":"World Aviation Congress & Exposition, Article 15","author":"Daberkow"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/0370-1573(81)90002-8"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"190","DOI":"10.1016\/B978-075065058-8\/50008-3","volume-title":"Basic Structured Grid Generation: with an Introduction to Unstructured Grid Generation","author":"Farrashkhalvat","year":"2003"},{"key":"ref10","volume-title":"The lottery ticket hypothesis: finding sparse","author":"Frankle","year":"2019"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2019.01.021"},{"key":"ref12","volume-title":"Convolutional-network models to predict wall-bounded turbulence from wall quantities","author":"Guastoni","year":"2020"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939738"},{"key":"ref14","doi-asserted-by":"crossref","DOI":"10.1109\/ICMLA.2019.00318","volume-title":"Mass estimation from images using deep neural network and sparse ground truth","author":"Hamdan","year":"2019"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr.2018.00745"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr.2017.632"},{"key":"ref17","first-page":"1857","article-title":"Learning to discover cross-domain relations with generative adversar-ial networks","volume-title":"Proc 34th Int Conf on Machine Learning","author":"Kim"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1017\/jfm.2019.700"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.3717"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1017\/jfm.2016.615"},{"key":"ref21","author":"Liu","year":"2019","journal-title":"Rethinking the value of network pruning"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr.2015.7298965"},{"key":"ref23","article-title":"Pruning convolutional neural networks for resource efficient inference","author":"Molchanov","year":"2017","journal-title":"Int Conf on Learning Representations"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.23915\/distill.00003"},{"key":"ref25","volume-title":"BAM: bottleneck attention module","author":"Park","year":"2018"},{"key":"ref26","volume-title":"Physics informed deep learning (part I): data-driven solutions of nonlinear partial differential equations","author":"Raissi","year":"2017"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2018.10.045"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1103\/physrevfluids.4.054603"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.2514\/1.j058291"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403198"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01234-2_1"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-00889-5_1"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/iccv.2017.244"}],"container-title":["Frontiers of Information Technology &amp; Electronic Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1631\/FITEE.2000435.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1631\/FITEE.2000435\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1631\/FITEE.2000435.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T06:36:30Z","timestamp":1771655790000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1631\/FITEE.2000435"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,2]]},"references-count":34,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2022,2]]}},"alternative-id":["1767"],"URL":"https:\/\/doi.org\/10.1631\/fitee.2000435","relation":{},"ISSN":["2095-9184","2095-9230"],"issn-type":[{"value":"2095-9184","type":"print"},{"value":"2095-9230","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,2]]},"assertion":[{"value":"28 August 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 May 2021","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 March 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"Donglin CHEN, Xiang GAO, Chuanfu XU, Siqi WANG, Shizhao CHEN, Jianbin FANG, and Zheng WANG declare that they have no conflict of interest.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethics guidelines"}}]}}