{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T20:27:56Z","timestamp":1771705676490,"version":"3.50.1"},"reference-count":74,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2017,4,1]],"date-time":"2017-04-01T00:00:00Z","timestamp":1491004800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/OAPA.html"}],"funder":[{"name":"DEWI Project through the ARTEMIS Joint Undertaking","award":["621353"],"award-info":[{"award-number":["621353"]}]},{"name":"Austrian Research Promotion Agency (FFG)","award":["842547"],"award-info":[{"award-number":["842547"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Instrum. Meas."],"published-print":{"date-parts":[[2017,4]]},"DOI":"10.1109\/tim.2016.2640458","type":"journal-article","created":{"date-parts":[[2017,1,24]],"date-time":"2017-01-24T19:20:28Z","timestamp":1485285628000},"page":"624-636","source":"Crossref","is-referenced-by-count":82,"title":["A Driver State Detection System\u2014Combining a Capacitive Hand Detection Sensor With Physiological Sensors"],"prefix":"10.1109","volume":"66","author":[{"given":"Stephan","family":"Muhlbacher-Karrer","sequence":"first","affiliation":[]},{"given":"Ahmad Haj","family":"Mosa","sequence":"additional","affiliation":[]},{"given":"Lisa-Marie","family":"Faller","sequence":"additional","affiliation":[]},{"given":"Mouhannad","family":"Ali","sequence":"additional","affiliation":[]},{"given":"Raiyan","family":"Hamid","sequence":"additional","affiliation":[]},{"given":"Hubert","family":"Zangl","sequence":"additional","affiliation":[]},{"given":"Kyandoghere","family":"Kyamakya","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref73","doi-asserted-by":"crossref","first-page":"1028","DOI":"10.1109\/TNNLS.2012.2198074","article-title":"Toward automatic time-series forecasting using neural networks","volume":"23","author":"yan","year":"2012","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"key":"ref72","doi-asserted-by":"crossref","first-page":"832","DOI":"10.1109\/34.709601","article-title":"The random subspace method for constructing decision forests","volume":"20","author":"ho","year":"1998","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref71","first-page":"1277","article-title":"Bayesian quadratic discriminant analysis","volume":"8","author":"srivastava","year":"2007","journal-title":"J Mach Learn Res"},{"key":"ref70","doi-asserted-by":"crossref","first-page":"659","DOI":"10.1007\/978-3-642-35289-8_36","article-title":"A practical guide to applying echo state networks","author":"luko\u0161evi?ius","year":"2012","journal-title":"Neural Networks Tricks of the Trade"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1145\/1656274.1656278"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2005.848368"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.3390\/s120201288"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/MIM.2011.6041380"},{"key":"ref32","first-page":"1","article-title":"Applicability of inkjet technology for electronics manufacturing","author":"kaija","year":"2008","journal-title":"Proc SMTA Int Conf"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ETFA.2008.4638468"},{"key":"ref30","article-title":"Monitoring and emergency system for motor vehicles","author":"g\u00fczelocak","year":"2013"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2011.2130070"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2014.2366915"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2015.2433611"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TAP.2014.2309957"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.04.149"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TITB.2009.2034649"},{"key":"ref61","author":"konar","year":"2014","journal-title":"Emotion Recognition A Pattern Analysis Approach"},{"key":"ref63","first-page":"1","article-title":"Remarks on emotion recognition from bio-potential signals","author":"takahashi","year":"2005","journal-title":"Proc Int Conf Auton Robot Agents"},{"key":"ref28","year":"2015","journal-title":"Hands off Detection—HOD Datasheet IEE a Sense for Inovation"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/31.7601"},{"key":"ref27","year":"2013","journal-title":"Smart Trunk Opener—STO Datasheet IEE a Sense for Inovation"},{"key":"ref65","year":"2013","journal-title":"MATLAB Version 7 14 0 (R2012a)"},{"key":"ref66","author":"fukunaga","year":"2013","journal-title":"Introduction to statistical pattern recognition"},{"key":"ref29","article-title":"Steering wheel hand position sensing device","author":"evarts","year":"2013"},{"key":"ref67","author":"van der heijden","year":"2005","journal-title":"Classification Parameter Estimation and State Estimation An Engineering Approach Using MATLAB"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1142\/S0218127408022585"},{"key":"ref69","first-page":"109","article-title":"Particle swarm optimization with time-varying acceleration coefficients based on cellular neural network for color image noise cancellation","author":"su","year":"2011","journal-title":"Proc Int Conf Digital Telecommun (ICDT)"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-658-05734-3_52"},{"key":"ref1","article-title":"Distracted driving 2009","year":"2010"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/82.222815"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2003.812611"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/4.364437"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICBBE.2009.5162679"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2008.01.018"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/IMTC.2008.4547283"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2003.816812"},{"key":"ref50","year":"2015","journal-title":"CapTouch Programmable Controller for Single- Electrode Capacitance Sensors - AD7147"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2014.2384276"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2006.02.005"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2013.07.024"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1111\/j.1469-8986.2009.00972.x"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2011.2163715"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/0013-4694(87)90206-9"},{"key":"ref54","year":"2016","journal-title":"Emotiv Epoc+—EEG Sensor"},{"key":"ref53","year":"2016","journal-title":"BioRadio—ECG Sensor"},{"key":"ref52","year":"2016","journal-title":"Empatica Empatica E4 Wristband—EDA Sensor"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2007.909411"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1080\/13658810210137004"},{"key":"ref40","doi-asserted-by":"crossref","first-page":"2067","DOI":"10.1109\/TPAMI.2008.26","article-title":"Emotion recognition based on physiological changes in music listening","volume":"30","author":"kim","year":"2008","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2010.12.017"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TCSII.2006.886244"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/S0925-2312(99)00177-0"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS.1998.703935"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/MMVIP.2008.4749553"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICSPC.2007.4728467"},{"key":"ref18","first-page":"34","article-title":"The echo state approach to analysing and training recurrent neural networks-with an erratum note","volume":"148","author":"jaeger","year":"2001"},{"key":"ref19","article-title":"Long short-term memory in echo state networks: Details of a simulation study","author":"jaeger","year":"2012"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/SAS.2016.7479878"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/MPRV.2011.54"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2013.2278562"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2008.922074"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2004.851071"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/19.997824"},{"key":"ref49","year":"2014","journal-title":"nRF51822—Product Specification"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2014.2313035"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2010.2092770"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ITSC.2009.5309881"},{"key":"ref48","first-page":"1","article-title":"Short range capacitive proximity sensing","author":"m\u00fchlbacher-karrer","year":"2015","journal-title":"2nd Workshop on Alternative Sensing for Robot Perception Beyond Laser and Vision"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/IROS.2013.6697134"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2007.895298"},{"key":"ref41","first-page":"1","article-title":"Physiology-based affect recognition during driving in virtual environment for autism intervention","author":"bian","year":"2015","journal-title":"Proc 2nd Int Conf Physiol Comput Syst"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2009.05.001"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2013.10.004"}],"container-title":["IEEE Transactions on Instrumentation and Measurement"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/19\/7874236\/07831367.pdf?arnumber=7831367","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,12]],"date-time":"2022-01-12T16:26:26Z","timestamp":1642004786000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/7831367\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,4]]},"references-count":74,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/tim.2016.2640458","relation":{},"ISSN":["0018-9456","1557-9662"],"issn-type":[{"value":"0018-9456","type":"print"},{"value":"1557-9662","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,4]]}}}