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Erschienen in: Artificial Life and Robotics 1/2021

31.08.2020 | Original Article

Human body skin temperature prediction based on machine learning

verfasst von: Shin Morishima, Yingjie Xu, Akira Urashima, Tomoji Toriyama

Erschienen in: Artificial Life and Robotics | Ausgabe 1/2021

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Abstract

Body temperature is one of the vital indicators that reflects the human body health. It is used to diagnose different types of diseases. Generally, there are two types of body temperatures: the skin and core temperature. The body temperature is used to diagnose some diseases by assessing its abnormality. The core temperature is primarily used for diagnosis as a clear standard is available. However, core temperature measurement requires minutes and places a strain on the subjects, whereas the skin temperature can be monitored real time and measured without contact. Because the skin temperature is affected by many factors, a definite standard to assess its abnormality does not exist. Herein, we propose a prediction method for the skin temperature based on machine learning. Each estimator of the machine learning is generated in restricted conditions to limit the factors handled by machine learning at once. The root mean square error of the prediction is 0.315 ℃, and the root mean square percentage error is 0.90%. The prediction result can be used as a standard for the anomaly detection of the skin temperature.

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Literatur
1.
Zurück zum Zitat Caldeira JMLP, Moutinho JAF, Vaidya B, Lorenz P, Rodrigues JJPC (2010) Intra-body temperature monitoring using a biofeedback solution. In: Proceedings of the second international conference on eHealth, telemedicine, and social medicine, Feb 2010, pp. 119–124 Caldeira JMLP, Moutinho JAF, Vaidya B, Lorenz P, Rodrigues JJPC (2010) Intra-body temperature monitoring using a biofeedback solution. In: Proceedings of the second international conference on eHealth, telemedicine, and social medicine, Feb 2010, pp. 119–124
2.
Zurück zum Zitat Boano CA, Lasagni M, Rmer K, Lange T (2011) Accurate temperature measurements for medical research using body sensor networks. In: Proceedings of the 14th IEEE international symposium on object/component/service-oriented real-time distributed computing workshops, Mar 2011, pp. 189–198 Boano CA, Lasagni M, Rmer K, Lange T (2011) Accurate temperature measurements for medical research using body sensor networks. In: Proceedings of the 14th IEEE international symposium on object/component/service-oriented real-time distributed computing workshops, Mar 2011, pp. 189–198
3.
Zurück zum Zitat Yu C, Haijun Z, Na W (2008) Body temperature monitor and alarm system used in hospital based on 1-wire and wireless communication technology. In: Proceedings of the 2008 international workshop on education technology and training & 2008 international workshop on geoscience and remote sensing, Dec 2008, pp. 401–404 Yu C, Haijun Z, Na W (2008) Body temperature monitor and alarm system used in hospital based on 1-wire and wireless communication technology. In: Proceedings of the 2008 international workshop on education technology and training & 2008 international workshop on geoscience and remote sensing, Dec 2008, pp. 401–404
4.
Zurück zum Zitat Ito H, Oiwa K, Nozawa A (2018) Face tracking based on temperature distribution of thermal images for real-time psychophysiological states evaluation using facial skin temperature. In: Proceedings of the 2018 international conference on intelligent informatics and biomedical sciences, Oct 2018, pp. 6–7 Ito H, Oiwa K, Nozawa A (2018) Face tracking based on temperature distribution of thermal images for real-time psychophysiological states evaluation using facial skin temperature. In: Proceedings of the 2018 international conference on intelligent informatics and biomedical sciences, Oct 2018, pp. 6–7
5.
Zurück zum Zitat Urashima A, Li S, Toriyama T, Matsumoto M, Mori T, Iketani K, Sumitani Y (2016) Preliminary study of thermography-combined home monitoring system for single-living elderly. IEICE Tech Rep WIT2016-47 116(360):11–16 (in Japanese) Urashima A, Li S, Toriyama T, Matsumoto M, Mori T, Iketani K, Sumitani Y (2016) Preliminary study of thermography-combined home monitoring system for single-living elderly. IEICE Tech Rep WIT2016-47 116(360):11–16 (in Japanese)
6.
Zurück zum Zitat Hagberg K, Branemark R (2001) Consequences of non-vascular transfemoral amputation: a survey of quality of life, prosthetic use and problems. Prosthet Orthot Int 25(3):186–194CrossRef Hagberg K, Branemark R (2001) Consequences of non-vascular transfemoral amputation: a survey of quality of life, prosthetic use and problems. Prosthet Orthot Int 25(3):186–194CrossRef
7.
Zurück zum Zitat Mathur N, Glesk I, Buis A (2016) Skin temperature prediction in lower limb prostheses. IEEE J Biomed Health Inform 20(1):158–165CrossRef Mathur N, Glesk I, Buis A (2016) Skin temperature prediction in lower limb prostheses. IEEE J Biomed Health Inform 20(1):158–165CrossRef
8.
Zurück zum Zitat Peery JT, Klute GK, Blevins JJ, Ledoux WR (2006) A three-dimensional finite element model of the transibial residual limb and prosthetic socket to predict skin temperatures. IEEE Trans Neural Syst Rehabil Eng 14(3):336–343CrossRef Peery JT, Klute GK, Blevins JJ, Ledoux WR (2006) A three-dimensional finite element model of the transibial residual limb and prosthetic socket to predict skin temperatures. IEEE Trans Neural Syst Rehabil Eng 14(3):336–343CrossRef
9.
Zurück zum Zitat Hussain Z, Sheng M, Zhang WE (2019) Different approaches for human activity recognition: a survey. CoRR abs/19060.5074:1–28 Hussain Z, Sheng M, Zhang WE (2019) Different approaches for human activity recognition: a survey. CoRR abs/19060.5074:1–28
10.
Zurück zum Zitat Aggarwal J, Ryoo M (2011) Human activity analysis: a review. ACM Comput Surv 43(3):16:1–16:43CrossRef Aggarwal J, Ryoo M (2011) Human activity analysis: a review. ACM Comput Surv 43(3):16:1–16:43CrossRef
11.
Zurück zum Zitat Gagge A (1971) An effective temperature scale based on a simple model of human physiological regulatory response. ASHRAE Trans 77(2192):247–262 Gagge A (1971) An effective temperature scale based on a simple model of human physiological regulatory response. ASHRAE Trans 77(2192):247–262
12.
Zurück zum Zitat Stolwijk JA (1971) A mathematical model of physiological temperature regulation in man. Natl Aeronaut Space Admin 1855(NAS 9–9531) Stolwijk JA (1971) A mathematical model of physiological temperature regulation in man. Natl Aeronaut Space Admin 1855(NAS 9–9531)
13.
Zurück zum Zitat Tanabe S, Kobayashi K, Nakano J, Ozeki Y, Konishi M (2002) Evaluation of thermal comfort using combined multi-node thermoregulation (65mn) and radiation models and computational fluid dynamics (cfd). Energy Build 34(6):637–646CrossRef Tanabe S, Kobayashi K, Nakano J, Ozeki Y, Konishi M (2002) Evaluation of thermal comfort using combined multi-node thermoregulation (65mn) and radiation models and computational fluid dynamics (cfd). Energy Build 34(6):637–646CrossRef
14.
Zurück zum Zitat Hamatani T, Uchiyama A, Higashino T (2015) Estimating core body temperature based on human thermal model using wearable sensors. Proceedings of the 30th ACM/SIGAPP symposium on applied computing (SAC 2015), pp. 521–526 Hamatani T, Uchiyama A, Higashino T (2015) Estimating core body temperature based on human thermal model using wearable sensors. Proceedings of the 30th ACM/SIGAPP symposium on applied computing (SAC 2015), pp. 521–526
15.
Zurück zum Zitat Uchiyama A, Hamatani T, Higashino T (2015) Estimation of core temperature based on a human thermal model using a wearable sensor. Proceedings of 2015 IEEE 4th global conference on consumer electronics (GCCE), pp. 605–609 Uchiyama A, Hamatani T, Higashino T (2015) Estimation of core temperature based on a human thermal model using a wearable sensor. Proceedings of 2015 IEEE 4th global conference on consumer electronics (GCCE), pp. 605–609
16.
Zurück zum Zitat Kingma DP, Ba JL (2015) Adam: a method for stochastic optimization. 3rd International conference on learning representations (ICLR), arXiv:1412.6980 Kingma DP, Ba JL (2015) Adam: a method for stochastic optimization. 3rd International conference on learning representations (ICLR), arXiv:1412.6980
17.
Zurück zum Zitat Epstein Y, Yanovich R (2019) Heatstroke. N Engl J Med 380(25):2449–2459CrossRef Epstein Y, Yanovich R (2019) Heatstroke. N Engl J Med 380(25):2449–2459CrossRef
18.
Zurück zum Zitat Brown DJA, Brugger H, Boyd J, Paal P (2012) Accidental hypothermia. N Engl J Med 367(20):1930–1938CrossRef Brown DJA, Brugger H, Boyd J, Paal P (2012) Accidental hypothermia. N Engl J Med 367(20):1930–1938CrossRef
19.
Zurück zum Zitat Pryor JA, Prasad AS (2008) Physiotherapy for respiratory and cardiac problems: adults and paediatrics. Elsevier Health Sciences, Amsterdam Pryor JA, Prasad AS (2008) Physiotherapy for respiratory and cardiac problems: adults and paediatrics. Elsevier Health Sciences, Amsterdam
Metadaten
Titel
Human body skin temperature prediction based on machine learning
verfasst von
Shin Morishima
Yingjie Xu
Akira Urashima
Tomoji Toriyama
Publikationsdatum
31.08.2020
Verlag
Springer Japan
Erschienen in
Artificial Life and Robotics / Ausgabe 1/2021
Print ISSN: 1433-5298
Elektronische ISSN: 1614-7456
DOI
https://doi.org/10.1007/s10015-020-00632-4

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