{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T22:22:43Z","timestamp":1775082163101,"version":"3.50.1"},"reference-count":23,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/100000183","name":"U.S. Army Research Office","doi-asserted-by":"publisher","award":["ARO W911NF-22-1-0264"],"award-info":[{"award-number":["ARO W911NF-22-1-0264"]}],"id":[{"id":"10.13039\/100000183","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005357","name":"Agent\u00fara na Podporu V\u00fdskumu a V\u00fdvoja","doi-asserted-by":"publisher","award":["APVV-22-0508"],"award-info":[{"award-number":["APVV-22-0508"]}],"id":[{"id":"10.13039\/501100005357","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005357","name":"Agent\u00fara na Podporu V\u00fdskumu a V\u00fdvoja","doi-asserted-by":"publisher","award":["SK-CZ-RD-21-0028"],"award-info":[{"award-number":["SK-CZ-RD-21-0028"]}],"id":[{"id":"10.13039\/501100005357","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005357","name":"Agent\u00fara na Podporu V\u00fdskumu a V\u00fdvoja","doi-asserted-by":"publisher","award":["APVV-18-0526"],"award-info":[{"award-number":["APVV-18-0526"]}],"id":[{"id":"10.13039\/501100005357","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Scientific Grant Agency of the Ministry of Education, Science, Research, and Sport of Slovak Republic","award":["1\/0674\/23"],"award-info":[{"award-number":["1\/0674\/23"]}]},{"name":"Scientific Grant Agency of the Ministry of Education, Science, Research, and Sport of Slovak Republic","award":["1\/0685\/23"],"award-info":[{"award-number":["1\/0685\/23"]}]},{"name":"Scientific Grant Agency of the Ministry of Education, Science, Research, and Sport of Slovak Republic","award":["1\/0353\/26"],"award-info":[{"award-number":["1\/0353\/26"]}]},{"DOI":"10.13039\/501100004561","name":"Cultural and Educational Grant Agency of the Ministry of Education, Research, Development and Youth of Slovak Republic","doi-asserted-by":"publisher","award":["KEGA 006TUKE-4\/2024"],"award-info":[{"award-number":["KEGA 006TUKE-4\/2024"]}],"id":[{"id":"10.13039\/501100004561","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/access.2026.3675920","type":"journal-article","created":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T20:08:18Z","timestamp":1773950898000},"page":"44537-44549","source":"Crossref","is-referenced-by-count":0,"title":["Signal Prediction Using U-Net CNN: Beyond Traditional RNN Approaches"],"prefix":"10.1109","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9606-2016","authenticated-orcid":false,"given":"Marek","family":"Ru\u017ei\u010dka","sequence":"first","affiliation":[{"name":"Faculty of Electrical Engineering and Informatics, Technical University of Košice, Košice, Slovakia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-2809-8331","authenticated-orcid":false,"given":"Martin","family":"Muzelak","sequence":"additional","affiliation":[{"name":"Faculty of BERG, Technical University of Košice, Košice, Slovakia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7334-9540","authenticated-orcid":false,"given":"Juraj","family":"Gazda","sequence":"additional","affiliation":[{"name":"Faculty of Electrical Engineering and Informatics, Technical University of Košice, Košice, Slovakia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3205-1131","authenticated-orcid":false,"given":"Tomas","family":"Skovranek","sequence":"additional","affiliation":[{"name":"Faculty of BERG, Technical University of Košice, Košice, Slovakia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","volume-title":"Time Series Analysis, Forecasting and Control","author":"Box","year":"2015"},{"key":"ref2","volume-title":"Digital Signal Processing","author":"Antoniou","year":"2006"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1179"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2015.2468589"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2017.7966039"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"ref9","article-title":"Wave-U-net: A multi-scale neural network for end-to-end audio source separation","author":"Stoller","year":"2018","journal-title":"arXiv:1806.03185"},{"key":"ref10","article-title":"Attention U-net: Learning where to look for the pancreas","author":"Oktay","year":"2018","journal-title":"arXiv:1804.03999"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1111\/mice.13312"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhazmat.2025.140767"},{"key":"ref13","article-title":"A comprehensive evaluation of graph neural networks and physics informed learning for surrogate modelling of finite element analysis","author":"Kumar Singh","year":"2025","journal-title":"arXiv:2510.15750"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2025.3546874"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.measurement.2025.118794"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2018.10.045"},{"key":"ref17","article-title":"DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators","author":"Lu","year":"2019","journal-title":"arXiv:1910.03193"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-024-00844-4"},{"key":"ref19","article-title":"Fourier neural operator for parametric partial differential equations","author":"Li","year":"2020","journal-title":"arXiv:2010.08895"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1137\/20M1318043"},{"key":"ref21","first-page":"5301","article-title":"On the spectral bias of neural networks","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Rahaman"},{"key":"ref22","first-page":"7537","article-title":"Fourier features let networks learn high frequency functions in low dimensional domains","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"33","author":"Tancik"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2023.3249630"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/11323511\/11443261.pdf?arnumber=11443261","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T20:13:41Z","timestamp":1775074421000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11443261\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":23,"URL":"https:\/\/doi.org\/10.1109\/access.2026.3675920","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}