{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,20]],"date-time":"2025-09-20T19:34:39Z","timestamp":1758396879482,"version":"3.41.0"},"publisher-location":"Cham","reference-count":36,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319276946"},{"type":"electronic","value":"9783319276953"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-27695-3_7","type":"book-chapter","created":{"date-parts":[[2015,12,26]],"date-time":"2015-12-26T12:32:01Z","timestamp":1451133121000},"page":"106-125","source":"Crossref","is-referenced-by-count":4,"title":["Modeling and Predicting the Human Heart Rate During Running Exercise"],"prefix":"10.1007","author":[{"given":"Matthias","family":"F\u00fcller","sequence":"first","affiliation":[]},{"given":"Ashok","family":"Meenakshi Sundaram","sequence":"additional","affiliation":[]},{"given":"Melanie","family":"Ludwig","sequence":"additional","affiliation":[]},{"given":"Alexander","family":"Asteroth","sequence":"additional","affiliation":[]},{"given":"Erwin","family":"Prassler","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,12,27]]},"reference":[{"key":"7_CR1","unstructured":"WHO: Demographic change, life expectancy and mortality trends in europe: fact sheet. In: The European Health Report 2012. World Health Organization (2012)"},{"key":"7_CR2","unstructured":"Nichols, M., Townsend, N., Luengo-Fernandez, R., Leal, J., Gray, A., Scarborough, P., Rayner, M.: European Cardiovascular Disease Statistics 2012. European Heart Network, Brussels, European Society of Cardiology, Sophia Antipolis (2012)"},{"key":"7_CR3","unstructured":"Graf, C., Bjarnason-Wehrens, B., Rost, R., Foitschik, T., Lagerstr\u00f6m, D., Quilling, E.: Sport-und Bewegungstherapie bei inneren Krankheiten: Lehrbuch f\u00fcr Sportlehrer, \u00dcbungsleiter, Physiotherapeuten und Sportmediziner. Deutscher \u00c4rzte-Verlag (2014)"},{"issue":"7","key":"7_CR4","doi-asserted-by":"publisher","first-page":"654","DOI":"10.1093\/oxfordjournals.aje.a009866","volume":"149","author":"SG Leveille","year":"1999","unstructured":"Leveille, S.G., Guralnik, J.M., Ferrucci, L., Langlois, J.A.: Aging successfully until death in old age: opportunities for increasing active life expectancy. Am. J. Epidemiol. 149(7), 654\u2013664 (1999)","journal-title":"Am. J. Epidemiol."},{"key":"7_CR5","doi-asserted-by":"crossref","unstructured":"Baig, D., Javed, F., Savkin, A.: An adaptive h-infinity control design for exercise-independent human heart rate regulation system. In: 2011 9th IEEE International Conference on Control and Automation (ICCA) (2011)","DOI":"10.1109\/ICCA.2011.6138026"},{"key":"7_CR6","doi-asserted-by":"crossref","unstructured":"Steffen, D., Bleser, G., Weber, M., Stricker, D., Fradet, L., Marin, F.: A personalized exercise trainer for elderly. In: 2011 5th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth), pp. 24\u201331 (2011)","DOI":"10.4108\/icst.pervasivehealth.2011.245937"},{"key":"7_CR7","doi-asserted-by":"crossref","unstructured":"Ludwig, M., Sundaram, A.M., F\u00fcller, M., Asteroth, A., Prassler, E.: On modeling the cardiovascular system and predicting the human heart rate under strain. In: Proceedings of the International Conference on Information and Communication Technologies for Ageing Well and e-Health (ICT4AgingWell) (2015)","DOI":"10.5220\/0005449001060117"},{"key":"7_CR8","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1109\/TSMC.1976.5409179","volume":"SMC\u20136","author":"T Calvert","year":"1976","unstructured":"Calvert, T., Banister, E.W., Savage, M.V., Bach, T.: A systems model of the effects of training on physical performance. IEEE Trans. Syst. Man Cybern. SMC\u20136, 94\u2013102 (1976)","journal-title":"IEEE Trans. Syst. Man Cybern."},{"issue":"2","key":"7_CR9","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1016\/0005-1098(80)90054-0","volume":"16","author":"M Hajek","year":"1980","unstructured":"Hajek, M., Potucek, J., Brodan, V.: Mathematical model of heart rate regulation during exercise. Automatica 16(2), 191\u2013195 (1980)","journal-title":"Automatica"},{"key":"7_CR10","doi-asserted-by":"crossref","unstructured":"Cheng, T.M., Savkin, A.V., Celler, B.G., Wang, L., Su, S.W.: A nonlinear dynamic model for heart rate response to treadmill walking exercise. In: 2007 IEEE International Conference on Engineering in Medicine and Biology Society (EMBS), pp. 2988\u20132991. IEEE (2007)","DOI":"10.1109\/IEMBS.2007.4352957"},{"issue":"11","key":"7_CR11","doi-asserted-by":"publisher","first-page":"2499","DOI":"10.1109\/TBME.2008.2001131","volume":"55","author":"T Cheng","year":"2008","unstructured":"Cheng, T., Savkin, A., Celler, B.: Nonlinear modeling and control of human heart rate response during exercise with various work load intensities. IEEE Trans. Biomed. Eng. 55(11), 2499\u20132508 (2008)","journal-title":"IEEE Trans. Biomed. Eng."},{"issue":"1","key":"7_CR12","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1109\/TBME.2012.2225061","volume":"60","author":"M Paradiso","year":"2013","unstructured":"Paradiso, M., Pietrosanti, S., Scalzi, S., Tomei, P., Verrelli, C.: Experimental heart rate regulation in cycle-ergometer exercises. IEEE Trans. Biomed. Eng. 60(1), 135\u2013139 (2013)","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"7_CR13","doi-asserted-by":"crossref","unstructured":"Baig, D.Z., Su, H., Cheng, T.M., Savkin, A.V., Su, S.W., Celler, B.G.: Modeling of human heart rate response during walking, cycling and rowing. In: 2010 IEEE International Conference on Engineering in Medicine and Biology (EMBC), pp. 2553\u20132556. IEEE (2010)","DOI":"10.1109\/IEMBS.2010.5626865"},{"key":"7_CR14","doi-asserted-by":"crossref","unstructured":"Mohammad, S., Guerra, T.M., Grobois, J.M., Hecquet, B.: Heart rate control during cycling exercise using Takagi-Sugeno models. In: 18th IFAC World Congress. Milano (Italy) (2011)","DOI":"10.3182\/20110828-6-IT-1002.01962"},{"issue":"7","key":"7_CR15","doi-asserted-by":"publisher","first-page":"1238","DOI":"10.1109\/TBME.2007.890738","volume":"54","author":"S Su","year":"2007","unstructured":"Su, S., Wang, L., Celler, B., Savkin, A., Guo, Y.: Identification and control for heart rate regulation during treadmill exercise. IEEE Trans. Biomed. Eng. 54(7), 1238\u20131246 (2007)","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"7_CR16","doi-asserted-by":"crossref","unstructured":"Koenig, A., Somaini, L., Pulfer, M.: Model-based heart rate prediction during Lokomat walking. In: Engineering in Medicine and Biology Society, EMBC 2009. Annual International Conference of the IEEE (2009)","DOI":"10.1109\/IEMBS.2009.5333096"},{"key":"7_CR17","unstructured":"Leitner, T., Kirchsteiger, H., Trogmann, H., del Re, L.: Model based control of human heart rate on a bicycle ergometer. In: Control Conference (ECC), 2014 European, pp. 1516\u20131521. IEEE (2014)"},{"issue":"3","key":"7_CR18","doi-asserted-by":"publisher","first-page":"1029","DOI":"10.1109\/TCST.2014.2360912","volume":"23","author":"M Corno","year":"2015","unstructured":"Corno, M., Giani, P., Tanelli, M., Savaresi, S.: Human-in-the-loop bicycle control via active heart rate regulation. IEEE Trans. Control Syst. Technol. 23(3), 1029\u20131040 (2015)","journal-title":"IEEE Trans. Control Syst. Technol."},{"key":"7_CR19","unstructured":"Afonso, J.A., Rodrigues, F.J., Pedrosa, D., Afonso, J.L.: Automatic control of cycling effort using electric bicycles and mobile devices. In: Proceedings of the World Congress on Engineering 2015. IAENG (2015)"},{"key":"7_CR20","doi-asserted-by":"crossref","unstructured":"Velikic, G., Modayil, J., Thomsen, M., Bocko, M., Pentland, A.: Predicting the near-future impact of daily activities on heart rate for at-risk populations. In: 13th IEEE International Conference on e-Health Networking Applications and Services (Healthcom), pp. 94\u201397. IEEE (2011)","DOI":"10.1109\/HEALTH.2011.6026795"},{"key":"7_CR21","doi-asserted-by":"crossref","unstructured":"Sumida, M., Mizumoto, T., Yasumoto, K.: Estimating heart rate variation during walking with smartphone. In: Proceedings of the 2013 ACM International Joint Conference on Pervasive and Ubiquitous Computing, p. 245. ACM Press (2013)","DOI":"10.1145\/2493432.2493491"},{"issue":"3","key":"7_CR22","doi-asserted-by":"publisher","first-page":"227","DOI":"10.1088\/0967-3334\/30\/3\/001","volume":"30","author":"L Wang","year":"2009","unstructured":"Wang, L., Su, S.W., Celler, B.G.: Assessing the human cardiovascular response to moderate exercise: feature extraction by support vector regression. Physiol. Meas. 30(3), 227 (2009)","journal-title":"Physiol. Meas."},{"key":"7_CR23","unstructured":"Zhang, Y.: Monitoring, modeling, and regulation for indoor and outdoor exercises, Ph.D. thesis, University of Technology, Sydney (2013)"},{"key":"7_CR24","doi-asserted-by":"crossref","unstructured":"Yuchi, M., Jo, J.: Heart rate prediction based on physical activity using feedforwad neural network. In: International Conference on Convergence and Hybrid Information Technology, ICHIT 2008, pp. 344\u2013350 (2008)","DOI":"10.1109\/ICHIT.2008.175"},{"key":"7_CR25","doi-asserted-by":"crossref","unstructured":"Xiao, F., Chen, Y., Yuchi, M., Ding, M., Jo, J.: Heart rate prediction model based on physical activities using evolutionary neural network. In: 2010 Fourth International Conference on Genetic and Evolutionary Computing, pp. 198\u2013201. IEEE (2010)","DOI":"10.1109\/ICGEC.2010.56"},{"key":"7_CR26","doi-asserted-by":"publisher","first-page":"204","DOI":"10.1080\/01969722.2013.762260","volume":"44","author":"K Brzostowski","year":"2013","unstructured":"Brzostowski, K., Drapala, J., Grzech, A., Swiatek, P.: Adaptive decision support system for automatic physical effort plan generation - data-driven approach. Cybern. Syst. 44, 204\u2013221 (2013)","journal-title":"Cybern. Syst."},{"key":"7_CR27","unstructured":"M\u00fcller, F., M\u00fclller, S., Helmer, A., Hein, A.: Evaluation of a generic heart rate model for exercise planning and execution across training modalities. In: Proceedings of the 7th German AAL Conference (2014)"},{"issue":"1","key":"7_CR28","doi-asserted-by":"publisher","first-page":"S406","DOI":"10.1080\/17461391.2012.708791","volume":"14","author":"J Lefever","year":"2014","unstructured":"Lefever, J., Berckmans, D., Aerts, J.M.: Time-variant modelling of heart rate responses to exercise intensity during road cycling. Eur. J. Sport Sci. 14(1), S406\u2013S412 (2014)","journal-title":"Eur. J. Sport Sci."},{"issue":"5","key":"7_CR29","doi-asserted-by":"crossref","first-page":"1685","DOI":"10.1152\/jappl.1997.82.5.1685","volume":"82","author":"T Busso","year":"1997","unstructured":"Busso, T., Denis, C., Bonnefoy, R., Geyssant, A., Lacour, J.R.: Modeling of adaptations to physical training by using a recursive least squares algorithm. J. Appl. Physiol. 82(5), 1685\u20131693 (1997)","journal-title":"J. Appl. Physiol."},{"key":"7_CR30","series-title":"Springer Series in Computational Mathematics","volume-title":"Solving Ordinary Differential Equations I. Nonstiff Problems","author":"E Hairer","year":"1993","unstructured":"Hairer, E., Norsett, S., Wanner, G.: Solving Ordinary Differential Equations I. Nonstiff Problems. Springer Series in Computational Mathematics, 2nd edn. Springer, Berlin (1993)","edition":"2"},{"issue":"1\u20132","key":"7_CR31","first-page":"1","volume":"54","author":"HL Seal","year":"1967","unstructured":"Seal, H.L.: Studies in the history of probability and statistics. XV the historical development of the Gauss linear model. Biometrika 54(1\u20132), 1\u201324 (1967)","journal-title":"Biometrika"},{"key":"7_CR32","volume-title":"Using Multivariate Statistics","author":"BG Tabachnick","year":"2006","unstructured":"Tabachnick, B.G., Fidell, L.S.: Using Multivariate Statistics, 5th edn. Allyn & Bacon, Inc., Needham Heights (2006)","edition":"5"},{"key":"7_CR33","doi-asserted-by":"crossref","unstructured":"Javed, F., Chan, G.S.H., Savkin, A.V., Middleton, P.M., Malouf, P., Steel, E., Mackie, J., Lovell, N.H.: RBF kernel based support vector regression to estimate the blood volume and heart rate responses during hemodialysis. In: International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 4352\u20134355 (2009)","DOI":"10.1109\/IEMBS.2009.5332739"},{"key":"7_CR34","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1007\/978-3-642-70911-1_20","volume-title":"Brain Theory","author":"C Malsburg Van Der","year":"1986","unstructured":"Van Der Malsburg, C.: Frank Rosenblatt: principles of neurodynamics: perceptrons and the theory of brain mechanisms. In: Palm, G., Aertsen, A. (eds.) Brain Theory, pp. 245\u2013248. Springer, Berlin (1986)"},{"key":"7_CR35","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-2440-0","volume-title":"The Nature of Statistical Learning Theory","author":"V Vapnik","year":"1995","unstructured":"Vapnik, V.: The Nature of Statistical Learning Theory. Springer, New York (1995)"},{"issue":"3","key":"7_CR36","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1023\/B:STCO.0000035301.49549.88","volume":"14","author":"AJ Smola","year":"2004","unstructured":"Smola, A.J., Sch\u00f6lkopf, B.: A tutorial on support vector regression. Stat. Comput. 14(3), 199\u2013222 (2004)","journal-title":"Stat. Comput."}],"container-title":["Communications in Computer and Information Science","Information and Communication Technologies for Ageing Well and e-Health"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-27695-3_7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,31]],"date-time":"2025-05-31T23:03:14Z","timestamp":1748732594000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-27695-3_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319276946","9783319276953"],"references-count":36,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-27695-3_7","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2015]]}}}