{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,18]],"date-time":"2026-09-18T08:21:14Z","timestamp":1789719674816,"version":"4.0.1"},"reference-count":43,"publisher":"Society for Industrial & Applied Mathematics (SIAM)","issue":"5","funder":[{"DOI":"10.13039\/100000893","name":"Simons Foundation","doi-asserted-by":"publisher","award":["586788"],"award-info":[{"award-number":["586788"]}],"id":[{"id":"10.13039\/100000893","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["SIAM J. Sci. Comput."],"published-print":{"date-parts":[[2022,10]]},"abstract":"<jats:p>We develop an algorithm based on the nudging data assimilation scheme for the concurrent (on-the-fly) estimation of scalar parameters for a system of evolutionary dissipative partial differential equations in which the state is partially observed. The algorithm takes advantage of the error that results from nudging a system with incorrect parameters with data from the true system. The intuitive nature of the algorithm makes its extension to several different systems immediate, and it allows for recovery of multiple parameters simultaneously. We test the method on the Kuramoto--Sivashinsky equation in one dimension and demonstrate its efficacy in this context.<\/jats:p>","DOI":"10.1137\/21m1426109","type":"journal-article","created":{"date-parts":[[2022,9,15]],"date-time":"2022-09-15T12:55:56Z","timestamp":1663246556000},"page":"A2974-A2990","source":"Crossref","is-referenced-by-count":24,"title":["Concurrent MultiParameter Learning Demonstrated on the Kuramoto--Sivashinsky Equation"],"prefix":"10.1137","volume":"44","author":[{"given":"Benjamin","family":"Pachev","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1936-0754","authenticated-orcid":true,"given":"Jared P.","family":"Whitehead","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shane A.","family":"McQuarrie","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"351","published-online":{"date-parts":[[2022,9,15]]},"reference":[{"key":"atypb1","doi-asserted-by":"publisher","DOI":"10.1007\/s00332-013-9189-y"},{"key":"atypb2","doi-asserted-by":"publisher","DOI":"10.1088\/0951-7715\/28\/3\/729"},{"key":"atypb3","doi-asserted-by":"publisher","DOI":"10.1137\/20M136058X"},{"key":"atypb4","first-page":"1","volume":"108","author":"Biswas A.","year":"2018","journal-title":"Asymptot. Anal."},{"key":"atypb5","doi-asserted-by":"publisher","DOI":"10.1137\/19M1267544"},{"key":"atypb6","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1517384113"},{"key":"atypb7","doi-asserted-by":"publisher","DOI":"10.1007\/s10955-016-1672-z"},{"key":"atypb8","doi-asserted-by":"publisher","DOI":"10.1137\/19M1248583"},{"key":"atypb9","doi-asserted-by":"publisher","DOI":"10.3934\/dcds.2022033"},{"key":"atypb10","doi-asserted-by":"publisher","DOI":"10.1088\/0029-5515\/16\/6\/009"},{"key":"atypb11","doi-asserted-by":"publisher","DOI":"10.1007\/BF02097064"},{"key":"atypb12","doi-asserted-by":"publisher","DOI":"10.1137\/070705623"},{"key":"atypb13","first-page":"311","volume-title":"Handbook of Uncertainty Quantification, R. Ghanem","author":"Dashti M.","year":"2016"},{"key":"atypb14","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevFluids.3.104604"},{"key":"atypb15","doi-asserted-by":"publisher","DOI":"10.1017\/S1446181119000105"},{"key":"atypb16","volume-title":"Grad. Stud. Math. 19","author":"Evans L. C.","year":"1998"},{"key":"atypb17","doi-asserted-by":"publisher","DOI":"10.1137\/19M1248327"},{"key":"atypb18","first-page":"1","author":"Farhat A.","year":"2017","journal-title":"J. Sci. Comput., ("},{"key":"atypb19","doi-asserted-by":"publisher","DOI":"10.1016\/j.physd.2015.03.011"},{"key":"atypb20","doi-asserted-by":"publisher","DOI":"10.1007\/s00021-015-0225-6"},{"key":"atypb21","first-page":"2","author":"Farhat A.","year":"2016","journal-title":"Mathematics of Climate and Weather Forecasting"},{"key":"atypb22","doi-asserted-by":"publisher","DOI":"10.1007\/BF01047831"},{"key":"atypb23","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6544\/ab018b"},{"key":"atypb24","doi-asserted-by":"publisher","DOI":"10.1023\/A:1009002920348"},{"key":"atypb25","doi-asserted-by":"publisher","DOI":"10.1016\/0167-2789(86)90166-1"},{"key":"atypb26","doi-asserted-by":"publisher","DOI":"10.1515\/ans-2016-6019"},{"key":"atypb27","doi-asserted-by":"publisher","DOI":"10.1137\/S1064827502410633"},{"key":"atypb28","doi-asserted-by":"publisher","DOI":"10.1016\/S0168-9274(02)00138-1"},{"key":"atypb29","doi-asserted-by":"publisher","DOI":"10.1143\/PTP.54.687"},{"key":"atypb30","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.34.391"},{"key":"atypb31","volume-title":"Nonlinear Continuous Data Assimilation, preprint, arXiv:1703.03546","author":"Larios A.","year":"2017"},{"key":"atypb32","volume-title":"Fourier Neural Operator for Parametric Partial Differential Equations, preprint, arXiv:2010.08895","author":"Li Z.","year":"2020"},{"key":"atypb33","doi-asserted-by":"publisher","DOI":"10.1175\/1520-0469(1963)020<0130:DNF>2.0.CO;2"},{"key":"atypb34","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-021-00302-5"},{"key":"atypb35","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.49.166"},{"key":"atypb36","doi-asserted-by":"publisher","DOI":"10.1016\/0167-2789(85)90056-9"},{"key":"atypb37","doi-asserted-by":"publisher","DOI":"10.1007\/s00162-008-0086-1"},{"key":"atypb38","doi-asserted-by":"publisher","DOI":"10.1063\/1.5027470"},{"key":"atypb39","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2018.10.045"},{"key":"atypb40","doi-asserted-by":"publisher","DOI":"10.1137\/18M1191944"},{"key":"atypb41","doi-asserted-by":"publisher","DOI":"10.1016\/0094-5765(77)90096-0"},{"key":"atypb42","doi-asserted-by":"publisher","DOI":"10.1143\/PTP.63.2112"},{"key":"atypb43","doi-asserted-by":"publisher","DOI":"10.1063\/1.166419"}],"container-title":["SIAM Journal on Scientific Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/epubs.siam.org\/doi\/pdf\/10.1137\/21M1426109","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,21]],"date-time":"2026-08-21T16:46:34Z","timestamp":1787330794000},"score":1,"resource":{"primary":{"URL":"https:\/\/epubs.siam.org\/doi\/10.1137\/21M1426109"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,9,15]]},"references-count":43,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2022,10]]}},"alternative-id":["10.1137\/21M1426109"],"URL":"https:\/\/doi.org\/10.1137\/21m1426109","relation":{},"ISSN":["1064-8275","1095-7197"],"issn-type":[{"value":"1064-8275","type":"print"},{"value":"1095-7197","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,9,15]]}}}