{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,3]],"date-time":"2026-01-03T14:49:15Z","timestamp":1767451755983,"version":"3.37.3"},"reference-count":61,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3224426","type":"journal-article","created":{"date-parts":[[2022,11,24]],"date-time":"2022-11-24T21:37:58Z","timestamp":1669325878000},"page":"123885-123898","source":"Crossref","is-referenced-by-count":2,"title":["From Frequency Content to Signal Dynamics Using DNNs"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2844-1858","authenticated-orcid":false,"given":"Javier","family":"De Pedro-Carracedo","sequence":"first","affiliation":[{"name":"ETSI Telecomunicación, Universidad Politécnica de Madrid (UPM), Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3727-0093","authenticated-orcid":false,"given":"David","family":"Fuentes-Jimenez","sequence":"additional","affiliation":[{"name":"Escuela Politécnica Superior, Universidad de Alcalá (UAH), Alcalá de Henares, Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria Fernanda","family":"Cabrera-Umpierrez","sequence":"additional","affiliation":[{"name":"Life Supporting Technologies (LifeSTech), ETSI Telecomunicación, Universidad Politécnica de Madrid (UPM), Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0757-2445","authenticated-orcid":false,"given":"Ana P.","family":"Gonzalez-Marcos","sequence":"additional","affiliation":[{"name":"ETSI Telecomunicación, Universidad Politécnica de Madrid (UPM), Madrid, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1142\/S0218127401002195"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1063\/1.166074"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/MeMeA.2018.8438697"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-69076-x"},{"key":"ref31","article-title":"PPGSynth: An innovative toolbox for synthesizing regular and irregular photoplethysmography waveforms","volume":"7","author":"tang","year":"2020","journal-title":"Frontiers of Medicine"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2016.12.016"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/0960-0779(91)90024-4"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/0167-2789(84)90282-3"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.pnpbp.2012.09.015"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511524691"},{"key":"ref60","article-title":"RMSProp and equilibrated adaptive learning rates for non-convex optimization","author":"dauphin","year":"2015","journal-title":"arXiv 1502 04390"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1097\/ALN.0b013e31816c89e1"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2013.2257770"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-08757-8_53"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2013.08.004"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-1768-8_31"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.plrev.2022.03.001"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.3410\/M1-66"},{"key":"ref22","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780198508397.001.0001","author":"sprott","year":"2003","journal-title":"Chaos and Time-Series Analysis"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.3390\/s18061894"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1038\/s42003-019-0715-9"},{"journal-title":"Nonlinear Time Series Analysis","year":"2004","author":"kantz","key":"ref23"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2018.09.016"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/10.900243"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2019.8857618"},{"key":"ref59","first-page":"2121","article-title":"Adaptive subgradient methods for online learning and stochastic optimization","volume":"12","author":"duchi","year":"2011","journal-title":"J Mach Learn Res"},{"key":"ref58","first-page":"1","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2014","journal-title":"Proc Int Conf Learn Represent"},{"key":"ref57","first-page":"1","article-title":"Very deep convolutional networks for large-scale image recognition","author":"simonyan","year":"2015","journal-title":"Proc 3rd Int Conf Learn Represent (ICLR)"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/BTAS.2018.8698552"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.23919\/EUSIPCO.2018.8553585"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2707460"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2903487"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/LSENS.2018.2878207"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.3390\/app11146508"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.23861\/EJBM20132977"},{"journal-title":"Fluid Mechanics","year":"1987","author":"landau","key":"ref40"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.71.021906"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1513\/pats.200603-028MS"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1063\/1.3133128"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1088\/0143-0807\/26\/3\/017"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0504511102"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/BF02077634"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.3181\/00379727-37-9630"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.2174\/157340312803217184"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/51.664036"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1063\/1.2722870"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/51.664037"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/s11571-020-09626-1"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2015.05.005"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/I2CT.2017.8226125"},{"article-title":"Study on chaotic behavior of human photoplethysmogram by comprehensive nonlinear time series analysis","year":"2016","author":"sviridova","key":"ref49"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3000580"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.3109\/03091902.2011.638965"},{"journal-title":"Photoplethysmography Technology Signal Analysis and Applications","year":"2021","author":"kyriacou","key":"ref45"},{"key":"ref48","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1007\/s11517-018-1879-z","article-title":"Measuring acute stress response through physiological signals: Towards a quantitative assessment of stress","volume":"57","author":"arza","year":"2018","journal-title":"Med Biol Eng Comput"},{"key":"ref47","doi-asserted-by":"crossref","first-page":"405","DOI":"10.33588\/rn.6109.2015136","article-title":"Project ES3: Attempting to quantify and measure the level of stress","volume":"61","author":"aguil\u00f3","year":"2015","journal-title":"Revista de Neurologi?a"},{"key":"ref42","volume":"1","author":"william (adjunct professor","year":"2017","journal-title":"Mechanics of Flow-Induced Sound and Vibration"},{"journal-title":"ntroduction to Biomedical Engineering","year":"2011","author":"enderle","key":"ref41"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/s13534-019-00097-w"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1088\/0967-3334\/28\/3\/R01"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09963525.pdf?arnumber=9963525","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,12,1]],"date-time":"2023-12-01T18:45:56Z","timestamp":1701456356000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9963525\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":61,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3224426","relation":{},"ISSN":["2169-3536"],"issn-type":[{"type":"electronic","value":"2169-3536"}],"subject":[],"published":{"date-parts":[[2022]]}}}