{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,11]],"date-time":"2026-05-11T20:14:20Z","timestamp":1778530460951,"version":"3.51.4"},"reference-count":57,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"10","license":[{"start":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T00:00:00Z","timestamp":1778803200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T00:00:00Z","timestamp":1778803200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T00:00:00Z","timestamp":1778803200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea (NRF) through the Ministry of Science and Information and Communications Technology","doi-asserted-by":"publisher","award":["2022R1A5A8023404"],"award-info":[{"award-number":["2022R1A5A8023404"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea (NRF) through the Ministry of Science and Information and Communications Technology","doi-asserted-by":"publisher","award":["2022M3A9B6082791"],"award-info":[{"award-number":["2022M3A9B6082791"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Things J."],"published-print":{"date-parts":[[2026,5,15]]},"DOI":"10.1109\/jiot.2026.3666729","type":"journal-article","created":{"date-parts":[[2026,2,20]],"date-time":"2026-02-20T21:18:28Z","timestamp":1771622308000},"page":"21543-21555","source":"Crossref","is-referenced-by-count":0,"title":["On-Chip Processing-Assisted TinyML for Heart Rate Monitoring Using Noncontact Ballistocardiogram-Based Bed Sensor"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-8178-7011","authenticated-orcid":false,"given":"Quy Phuong","family":"Le","sequence":"first","affiliation":[{"name":"Industry 4.0 Convergence Bionics Engineering, Pukyong National University, Busan, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-1374-0285","authenticated-orcid":false,"given":"Truong Tien","family":"Vo","sequence":"additional","affiliation":[{"name":"Department of Engineering and Technology, Pham Van Dong University, Quang Ngai, Vietnam"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-7110-331X","authenticated-orcid":false,"given":"Dogeon","family":"Ha","sequence":"additional","affiliation":[{"name":"Industry 4.0 Convergence Bionics Engineering, Pukyong National University, Busan, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-0860-5904","authenticated-orcid":false,"given":"Le The Anh","family":"Vi","sequence":"additional","affiliation":[{"name":"Industry 4.0 Convergence Bionics Engineering, Pukyong National University, Busan, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5107-0848","authenticated-orcid":false,"given":"Jae Sung","family":"Ahn","sequence":"additional","affiliation":[{"name":"Smart Gym-Based Translational Research Center for Active Senior&#x2019;s Healthcare, Pukyong National University, Busan, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1574-7145","authenticated-orcid":false,"given":"Byeongil","family":"Lee","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, the Digital Healthcare Research Center, and the Department of Smart Healthcare, Industry 4.0 Convergence Bionics Engineering, Pukyong National University, Busan, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2370-3318","authenticated-orcid":false,"given":"Jaeyeop","family":"Choi","sequence":"additional","affiliation":[{"name":"Smart Gym-Based Translational Research Center for Active Senior&#x2019;s Healthcare, Pukyong National University, Busan, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5837-0958","authenticated-orcid":false,"given":"Junghwan","family":"Oh","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, the Digital Healthcare Research Center, and the Smart Gym-Based Translational Research Center for Active Senior&#x2019;s Healthcare, Industry 4.0 Convergence Bionics Engineering, Pukyong National University, Busan, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.psyneuen.2008.08.007"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1161\/01.CIR.93.5.1043"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2003.808831"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2017.2670022"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2021.3123243"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2023.3287243"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3063549"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/RBME.2015.2414661"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2022.3206534"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/10.83586"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2024.3369134"},{"key":"ref12","volume-title":"ANSI\/AAMI EC13: Cardiac Monitors, Heart Rate Meters, Alarms","year":"2013"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2022.108130"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2024.3445284"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/MMM.2024.3454589"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3422251"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3386965"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ISSPIT.2015.7394358"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2890541"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3206782"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2022.3165816"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2025.3532630"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2021.11.019"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/jsen.2026.3654112"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2019.8857059"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.3390\/electronics11182974"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2022.3162396"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2024.3509875"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ISVLSI61997.2024.00100"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2024.3519600"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2024.101913"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/HealthCom60970.2024.10880770"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2022.104302"},{"key":"ref34","article-title":"Sparse computations in deep learning inference","author":"Tasou","year":"2025","journal-title":"arXiv:2512.02550"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.sysarc.2019.101635"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.3390\/electronics12132923"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2026.111461"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2021.3066885"},{"key":"ref39","article-title":"Ballistocardiogram signal processing: A literature review","author":"Sadek","year":"2018","journal-title":"arXiv:1807.00951"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.3390\/s21031020"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/JETCAS.2019.2951411"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/IEMBS.2010.5626866"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.3390\/s21010156"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ASPCON49795.2020.9276672"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2022.3226481"},{"key":"ref46","article-title":"Adam: A method for stochastic optimization","author":"Kingma","year":"2014","journal-title":"arXiv:1412.6980"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3398209"},{"key":"ref48","volume-title":"Tinyml: Machine Learning With Tensorflow Lite on Arduino and Ultra-Low-Power Microcontrollers","author":"Warden","year":"2019"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00286"},{"key":"ref50","article-title":"Integer quantization for deep learning inference: Principles and empirical evaluation","author":"Wu","year":"2020","journal-title":"arXiv:2004.09602"},{"key":"ref51","article-title":"Sensitivity-aware post-training quantization for deep neural networks","author":"Zheng","year":"2025","journal-title":"arXiv:2509.05576"},{"key":"ref52","article-title":"MobileNets: Efficient convolutional neural networks for mobile vision applications","author":"Howard","year":"2017","journal-title":"arXiv:1704.04861"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC46164.2021.9630255"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2025.3595178"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW50498.2020.00152"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.3390\/s20061783"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2021.3122017"}],"container-title":["IEEE Internet of Things Journal"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6488907\/11513275\/11403969.pdf?arnumber=11403969","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,11]],"date-time":"2026-05-11T19:49:03Z","timestamp":1778528943000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11403969\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,15]]},"references-count":57,"journal-issue":{"issue":"10"},"URL":"https:\/\/doi.org\/10.1109\/jiot.2026.3666729","relation":{},"ISSN":["2327-4662","2372-2541"],"issn-type":[{"value":"2327-4662","type":"electronic"},{"value":"2372-2541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,15]]}}}