{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T22:33:26Z","timestamp":1783550006653,"version":"3.55.0"},"publisher-location":"Cham","reference-count":27,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031604768","type":"print"},{"value":"9783031604775","type":"electronic"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-3-031-60477-5_7","type":"book-chapter","created":{"date-parts":[[2024,6,1]],"date-time":"2024-06-01T05:02:10Z","timestamp":1717218130000},"page":"82-97","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["DriveSense: A Multi-modal Emotion Recognition and\u00a0Regulation System for\u00a0a\u00a0Car Driver"],"prefix":"10.1007","author":[{"given":"Lei","family":"Zhu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhinan","family":"Zhong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wan","family":"Dai","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yunfei","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yan","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mo","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,6,2]]},"reference":[{"issue":"1","key":"7_CR1","doi-asserted-by":"publisher","first-page":"21","DOI":"10.3390\/mti3010021","volume":"3","author":"M Braun","year":"2019","unstructured":"Braun, M., Schubert, J., Pfleging, B., Alt, F.: Improving driver emotions with affective strategies. Multimodal Technol. Interact. 3(1), 21 (2019)","journal-title":"Multimodal Technol. Interact."},{"issue":"7","key":"7_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3460938","volume":"54","author":"M Braun","year":"2021","unstructured":"Braun, M., Weber, F., Alt, F.: Affective automotive user interfaces-reviewing the state of driver affect research and emotion regulation in the car. ACM Comput. Surv. (CSUR) 54(7), 1\u201326 (2021)","journal-title":"ACM Comput. Surv. (CSUR)"},{"issue":"8","key":"7_CR3","doi-asserted-by":"publisher","first-page":"1548","DOI":"10.1109\/TPAMI.2016.2515606","volume":"38","author":"CA Corneanu","year":"2016","unstructured":"Corneanu, C.A., Sim\u00f3n, M.O., Cohn, J.F., Guerrero, S.E.: Survey on RGB, 3D, thermal, and multimodal approaches for facial expression recognition: history, trends, and affect-related applications. IEEE Trans. Pattern Anal. Mach. Intell. 38(8), 1548\u20131568 (2016)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"2","key":"7_CR4","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1037\/h0030377","volume":"17","author":"P Ekman","year":"1971","unstructured":"Ekman, P., Friesen, W.V.: Constants across cultures in the face and emotion. J. Pers. Soc. Psychol. 17(2), 124 (1971)","journal-title":"J. Pers. Soc. Psychol."},{"issue":"3","key":"7_CR5","doi-asserted-by":"publisher","first-page":"572","DOI":"10.1016\/j.patcog.2010.09.020","volume":"44","author":"M El Ayadi","year":"2011","unstructured":"El Ayadi, M., Kamel, M.S., Karray, F.: Survey on speech emotion recognition: features, classification schemes, and databases. Pattern Recogn. 44(3), 572\u2013587 (2011)","journal-title":"Pattern Recogn."},{"key":"7_CR6","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1109\/TASLP.2019.2947741","volume":"28","author":"SE Eskimez","year":"2019","unstructured":"Eskimez, S.E., Maddox, R.K., Xu, C., Duan, Z.: Noise-resilient training method for face landmark generation from speech. IEEE\/ACM Trans. Audio Speech Lang. Process. 28, 27\u201338 (2019)","journal-title":"IEEE\/ACM Trans. Audio Speech Lang. Process."},{"key":"7_CR7","doi-asserted-by":"publisher","first-page":"42","DOI":"10.1016\/j.neucom.2020.01.048","volume":"391","author":"M Hao","year":"2020","unstructured":"Hao, M., Cao, W.H., Liu, Z.T., Wu, M., Xiao, P.: Visual-audio emotion recognition based on multi-task and ensemble learning with multiple features. Neurocomputing 391, 42\u201351 (2020)","journal-title":"Neurocomputing"},{"key":"7_CR8","doi-asserted-by":"crossref","unstructured":"He, K., Zhang, X., Ren, S., Sun, J.: Deep residual learning for image recognition. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 770\u2013778 (2016)","DOI":"10.1109\/CVPR.2016.90"},{"issue":"8","key":"7_CR9","doi-asserted-by":"publisher","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","volume":"9","author":"S Hochreiter","year":"1997","unstructured":"Hochreiter, S., Schmidhuber, J.: Long short-term memory. Neural Comput. 9(8), 1735\u20131780 (1997)","journal-title":"Neural Comput."},{"key":"7_CR10","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1016\/j.trf.2012.08.009","volume":"16","author":"TY Hu","year":"2013","unstructured":"Hu, T.Y., Xie, X., Li, J.: Negative or positive? The effect of emotion and mood on risky driving. Transport. Res. F: Traffic Psychol. Behav. 16, 29\u201340 (2013)","journal-title":"Transport. Res. F: Traffic Psychol. Behav."},{"key":"7_CR11","doi-asserted-by":"crossref","unstructured":"Kim, D.H., Baddar, W.J., Ro, Y.M.: Micro-expression recognition with expression-state constrained spatio-temporal feature representations. In: Proceedings of the 24th ACM international conference on Multimedia, pp. 382\u2013386 (2016)","DOI":"10.1145\/2964284.2967247"},{"issue":"5","key":"7_CR12","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0196391","volume":"13","author":"SR Livingstone","year":"2018","unstructured":"Livingstone, S.R., Russo, F.A.: The Ryerson audio-visual database of emotional speech and song (Ravdess): a dynamic, multimodal set of facial and vocal expressions in north American English. PLoS ONE 13(5), e0196391 (2018)","journal-title":"PLoS ONE"},{"issue":"12","key":"7_CR13","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1145\/3186591","volume":"61","author":"D McDuff","year":"2018","unstructured":"McDuff, D., Czerwinski, M.: Designing emotionally sentient agents. Commun. ACM 61(12), 74\u201383 (2018)","journal-title":"Commun. ACM"},{"key":"7_CR14","doi-asserted-by":"crossref","unstructured":"Mehrabian, A.: Communication without words. In: Communication Theory, pp. 193\u2013200. Routledge (2017)","DOI":"10.4324\/9781315080918-15"},{"issue":"6","key":"7_CR15","doi-asserted-by":"publisher","first-page":"458","DOI":"10.1016\/j.trf.2007.05.001","volume":"10","author":"J Mesken","year":"2007","unstructured":"Mesken, J., Hagenzieker, M.P., Rothengatter, T., De Waard, D.: Frequency, determinants, and consequences of different drivers\u2019 emotions: an on-the-road study using self-reports,(observed) behaviour, and physiology. Transport. Res. F: Traffic Psychol. Behav. 10(6), 458\u2013475 (2007)","journal-title":"Transport. Res. F: Traffic Psychol. Behav."},{"key":"7_CR16","doi-asserted-by":"publisher","first-page":"807","DOI":"10.1016\/j.sbspro.2016.05.173","volume":"222","author":"M Mustafa","year":"2016","unstructured":"Mustafa, M., Rustam, N., Siran, R.: The impact of vehicle fragrance on driving performance: what do we know? Procedia. Soc. Behav. Sci. 222, 807\u2013815 (2016)","journal-title":"Procedia. Soc. Behav. Sci."},{"key":"7_CR17","doi-asserted-by":"crossref","unstructured":"Nass, C., et al.: Improving automotive safety by pairing driver emotion and car voice emotion. In: CHI 2005 Extended Abstracts on Human Factors in Computing Systems, pp. 1973\u20131976 (2005)","DOI":"10.1145\/1056808.1057070"},{"key":"7_CR18","unstructured":"OICA: Oica correspondents survey: World motor vehicle production by country\/region and type (2022). https:\/\/www.oica.net\/category\/production-statistics\/2022-statistics\/"},{"key":"7_CR19","doi-asserted-by":"crossref","unstructured":"Paredes, P.E., et al.: Driving with the fishes: towards calming and mindful virtual reality experiences for the car. In: Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, vol. 2, no. 4, pp. 1\u201321 (2018)","DOI":"10.1145\/3287062"},{"issue":"2","key":"7_CR20","first-page":"245","volume":"11","author":"B Raudenbush","year":"2009","unstructured":"Raudenbush, B., Grayhem, R., Sears, T., Wilson, I.: Effects of peppermint and cinnamon odor administration on simulated driving alertness, mood and workload. N. Am. J. Psychol. 11(2), 245\u2013245 (2009)","journal-title":"N. Am. J. Psychol."},{"key":"7_CR21","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1016\/j.apergo.2017.01.017","volume":"62","author":"E Schmidt","year":"2017","unstructured":"Schmidt, E., Decke, R., Rasshofer, R., Bullinger, A.C.: Psychophysiological responses to short-term cooling during a simulated monotonous driving task. Appl. Ergon. 62, 9\u201318 (2017)","journal-title":"Appl. Ergon."},{"key":"7_CR22","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556 (2014)"},{"key":"7_CR23","doi-asserted-by":"crossref","unstructured":"Szegedy, C., et al.: Going deeper with convolutions. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 1\u20139 (2015)","DOI":"10.1109\/CVPR.2015.7298594"},{"issue":"8","key":"7_CR24","doi-asserted-by":"publisher","first-page":"1301","DOI":"10.1109\/JSTSP.2017.2764438","volume":"11","author":"P Tzirakis","year":"2017","unstructured":"Tzirakis, P., Trigeorgis, G., Nicolaou, M.A., Schuller, B.W., Zafeiriou, S.: End-to-end multimodal emotion recognition using deep neural networks. IEEE J. Sel. Top. Signal Process. 11(8), 1301\u20131309 (2017)","journal-title":"IEEE J. Sel. Top. Signal Process."},{"key":"7_CR25","doi-asserted-by":"crossref","unstructured":"Tzirakis, P., Zhang, J., Schuller, B.W.: End-to-end speech emotion recognition using deep neural networks. In: 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 5089\u20135093. IEEE (2018)","DOI":"10.1109\/ICASSP.2018.8462677"},{"key":"7_CR26","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1016\/j.inffus.2022.03.009","volume":"83","author":"Y Wang","year":"2022","unstructured":"Wang, Y., et al.: A systematic review on affective computing: emotion models, databases, and recent advances. Inform. Fusion 83, 19\u201352 (2022)","journal-title":"Inform. Fusion"},{"key":"7_CR27","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1016\/j.inffus.2020.01.011","volume":"59","author":"J Zhang","year":"2020","unstructured":"Zhang, J., Yin, Z., Chen, P., Nichele, S.: Emotion recognition using multi-modal data and machine learning techniques: a tutorial and review. Inform. Fusion 59, 103\u2013126 (2020)","journal-title":"Inform. Fusion"}],"container-title":["Lecture Notes in Computer Science","HCI in Mobility, Transport, and Automotive Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-60477-5_7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,20]],"date-time":"2025-11-20T09:58:44Z","timestamp":1763632724000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-60477-5_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9783031604768","9783031604775"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-60477-5_7","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"2 June 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare that are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"HCII","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Human-Computer Interaction","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Washington DC","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"USA","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 June 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 July 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"hcii2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/2024.hci.international\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}