{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T15:13:35Z","timestamp":1784214815644,"version":"3.55.0"},"reference-count":25,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"5","license":[{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100010002","name":"Ministry of Education, Singapore","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100010002","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Ministry of Education (MOE) AcRF Tier 2 February 2024","award":["MOE-T2EP50124-0002"],"award-info":[{"award-number":["MOE-T2EP50124-0002"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Cybern."],"published-print":{"date-parts":[[2026,5]]},"DOI":"10.1109\/tcyb.2025.3650460","type":"journal-article","created":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T22:02:07Z","timestamp":1768255327000},"page":"2451-2463","source":"Crossref","is-referenced-by-count":2,"title":["Physics-Embedded Networks: Improving Convergence and Precision of Physics-Informed Neural Networks for Real-Time Applications"],"prefix":"10.1109","volume":"56","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7344-2086","authenticated-orcid":false,"given":"Archit Krishna","family":"Kamath","sequence":"first","affiliation":[{"name":"School of Mechanical and Aerospace Engineering, Nanyang Technological University, Jurong West, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2889-7222","authenticated-orcid":false,"given":"Mir","family":"Feroskhan","sequence":"additional","affiliation":[{"name":"School of Mechanical and Aerospace Engineering, Nanyang Technological University, Jurong West, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/s42254-021-00314-5"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2021.3106543"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2018.10.045"},{"key":"ref4","article-title":"Solving the wave equation with physics-informed deep learning","author":"Moseley","year":"2020","journal-title":"arXiv:2006.11894"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/s11814-021-0979-x"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/s10409-021-01148-1"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TPWRS.2022.3162473"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.gsf.2020.07.007"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.ifacol.2022.09.117"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.mechmachtheory.2023.105439"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.robot.2023.104569"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2024.3413072"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2019.109136"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3377929.3389942"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1098\/rspa.2020.0334"},{"key":"ref16","article-title":"Accelerating physics-informed neural network training with prior dictionaries","author":"Peng","year":"2020","journal-title":"arXiv:2004.08151"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2021.110683"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115210"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i9.16992"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2025.3555766"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2024.3397353"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3194958"},{"key":"ref23","article-title":"Hessian eigenvectors and principal component analysis of neural network weight matrices","author":"Haink","year":"2023","journal-title":"arXiv:2311.00452"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2019.2893289"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2016.2555578"}],"container-title":["IEEE Transactions on Cybernetics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6221036\/11481828\/11346482.pdf?arnumber=11346482","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T19:51:16Z","timestamp":1777492276000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11346482\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5]]},"references-count":25,"journal-issue":{"issue":"5"},"URL":"https:\/\/doi.org\/10.1109\/tcyb.2025.3650460","relation":{},"ISSN":["2168-2267","2168-2275"],"issn-type":[{"value":"2168-2267","type":"print"},{"value":"2168-2275","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5]]}}}