{"id":216,"date":"2018-12-18T00:38:28","date_gmt":"2018-12-18T04:38:28","guid":{"rendered":"http:\/\/sites.nd.edu\/jianxun-wang\/?page_id=216"},"modified":"2021-08-18T12:09:38","modified_gmt":"2021-08-18T16:09:38","slug":"data-augmented-physiological-modeling","status":"publish","type":"page","link":"https:\/\/sites.nd.edu\/jianxun-wang\/research\/data-augmented-physiological-modeling\/","title":{"rendered":"Data-Augmented Physiological Modeling"},"content":{"rendered":"<ul>\n<li>\n<h2>Data assimilation in modeling hemodynamic<\/h2>\n<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-387\" src=\"http:\/\/sites.nd.edu\/jianxun-wang\/files\/2019\/11\/BF-300x191.png\" alt=\"\" width=\"410\" height=\"261\" srcset=\"https:\/\/sites.nd.edu\/jianxun-wang\/files\/2019\/11\/BF-300x191.png 300w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2019\/11\/BF-768x490.png 768w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2019\/11\/BF-1024x653.png 1024w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2019\/11\/BF.png 1047w\" sizes=\"auto, (max-width: 410px) 100vw, 410px\" \/><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-389\" src=\"http:\/\/sites.nd.edu\/jianxun-wang\/files\/2019\/11\/BF2-300x193.png\" alt=\"\" width=\"415\" height=\"267\" srcset=\"https:\/\/sites.nd.edu\/jianxun-wang\/files\/2019\/11\/BF2-300x193.png 300w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2019\/11\/BF2-768x495.png 768w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2019\/11\/BF2-1024x660.png 1024w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2019\/11\/BF2.png 1049w\" sizes=\"auto, (max-width: 415px) 100vw, 415px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-865\" src=\"http:\/\/sites.nd.edu\/jianxun-wang\/files\/2021\/08\/Screen-Shot-2021-08-18-at-12.05.18-300x128.png\" alt=\"\" width=\"600\" height=\"256\" srcset=\"https:\/\/sites.nd.edu\/jianxun-wang\/files\/2021\/08\/Screen-Shot-2021-08-18-at-12.05.18-300x128.png 300w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2021\/08\/Screen-Shot-2021-08-18-at-12.05.18-1024x436.png 1024w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2021\/08\/Screen-Shot-2021-08-18-at-12.05.18-768x327.png 768w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2021\/08\/Screen-Shot-2021-08-18-at-12.05.18-1536x655.png 1536w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2021\/08\/Screen-Shot-2021-08-18-at-12.05.18.png 1842w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<ol>\n<li>H. Gao*, X. Zhu, J.-X. Wang. A Bi-fidelity Surrogate Modeling Approach for Uncertainty Propagation in Three-Dimensional Hemodynamic Simulations. <em>Computer Methods in Applied Mechanics and Engineering, 366, 113047,\u00a0<\/em>2020. [<a href=\"https:\/\/arxiv.org\/pdf\/1908.10197.pdf\">Arxiv<\/a>, <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0045782520302310?via%3Dihub\">DOI<\/a>, bib]<\/li>\n<li>H. Gao*, J.-X. Wang, A Bi-fidelity Ensemble Kalman Method for PDE-Constrained Inverse Problems, <em>Computational Mechanics<\/em>, 67, 1115-1131, 2021 [<a href=\"https:\/\/arxiv.org\/abs\/2003.11912\">Arxiv<\/a>, <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s00466-021-01979-6?wt_mc=Internal.Event.1.SEM.ArticleAuthorOnlineFirst&amp;utm_source=ArticleAuthorOnlineFirst&amp;utm_medium=email&amp;utm_content=AA_en_06082018&amp;ArticleAuthorOnlineFirst_20210226#citeas\">DOI<\/a>, bib]<\/li>\n<li>A. Arzani, J.-X. Wang, R. D\u2019Souza, Uncovering near-wall blood flow from sparse data with physics-informed neural networks, <em>Physics of Fluids,\u00a0<\/em>33, 071905, 2021 (<strong>Featured Article<\/strong>) [<a href=\"https:\/\/arxiv.org\/pdf\/2104.08249.pdf\">Arxiv<\/a>, <a href=\"https:\/\/aip.scitation.org\/doi\/10.1063\/5.0055600\">DOI<\/a>, bib]<\/li>\n<\/ol>\n<ul>\n<li>\n<h2>Data-augmented modeling for intracranial dynamics<\/h2>\n<\/li>\n<\/ul>\n<h2>\u00a0 \u00a0 \u00a0 \u00a0\u00a0<img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-220\" src=\"http:\/\/sites.nd.edu\/jianxun-wang\/files\/2018\/12\/Screen-Shot-2018-12-17-at-23.39.35-300x155.png\" alt=\"\" width=\"546\" height=\"282\" srcset=\"https:\/\/sites.nd.edu\/jianxun-wang\/files\/2018\/12\/Screen-Shot-2018-12-17-at-23.39.35-300x155.png 300w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2018\/12\/Screen-Shot-2018-12-17-at-23.39.35-768x396.png 768w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2018\/12\/Screen-Shot-2018-12-17-at-23.39.35-1024x528.png 1024w, https:\/\/sites.nd.edu\/jianxun-wang\/files\/2018\/12\/Screen-Shot-2018-12-17-at-23.39.35.png 1244w\" sizes=\"auto, (max-width: 546px) 100vw, 546px\" \/><\/h2>\n<ol>\n<li>J.-X. Wang, X. Hu, S. C. Shadden, Data-augmented modeling of intracranial pressure. <em>Annals of biomedical Engineering<\/em>, 2018 (Accepted) [<a href=\"https:\/\/arxiv.org\/pdf\/1807.10345.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Arxiv<\/a>, DOI, bib].<\/li>\n<\/ol>\n\n","protected":false},"excerpt":{"rendered":"<p>Data assimilation in modeling hemodynamic H. Gao*, X. Zhu, J.-X. Wang. A Bi-fidelity Surrogate Modeling Approach for Uncertainty Propagation in Three-Dimensional Hemodynamic Simulations. Computer Methods in Applied Mechanics and Engineering, 366, 113047,\u00a02020. [Arxiv, DOI, bib] H. Gao*, J.-X. Wang, A Bi-fidelity Ensemble Kalman Method for PDE-Constrained Inverse Problems, Computational Mechanics, 67, 1115-1131, 2021 [Arxiv, DOI, [&hellip;]<\/p>\n","protected":false},"author":3220,"featured_media":0,"parent":2,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-216","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sites.nd.edu\/jianxun-wang\/wp-json\/wp\/v2\/pages\/216","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.nd.edu\/jianxun-wang\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.nd.edu\/jianxun-wang\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.nd.edu\/jianxun-wang\/wp-json\/wp\/v2\/users\/3220"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.nd.edu\/jianxun-wang\/wp-json\/wp\/v2\/comments?post=216"}],"version-history":[{"count":12,"href":"https:\/\/sites.nd.edu\/jianxun-wang\/wp-json\/wp\/v2\/pages\/216\/revisions"}],"predecessor-version":[{"id":869,"href":"https:\/\/sites.nd.edu\/jianxun-wang\/wp-json\/wp\/v2\/pages\/216\/revisions\/869"}],"up":[{"embeddable":true,"href":"https:\/\/sites.nd.edu\/jianxun-wang\/wp-json\/wp\/v2\/pages\/2"}],"wp:attachment":[{"href":"https:\/\/sites.nd.edu\/jianxun-wang\/wp-json\/wp\/v2\/media?parent=216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}