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Erschienen in: Artificial Life and Robotics 2/2018

28.12.2017 | Original Article

Blind source extraction of long-term physiological signals from facial thermal images

verfasst von: Kosuke Oiwa, Rikito Okamoto, Shizuka Bando, Akio Nozawa

Erschienen in: Artificial Life and Robotics | Ausgabe 2/2018

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Abstract

The amount of mental work using information equipment has been increasing because of a rapid growth of an information society. Accumulation of short-term mental work can cause various stresses and a disturbance of circadian rhythm and lead to fatigue, anxiety, and distraction. Estimation and understanding the physiopsychological states is desired for decreasing or controlling stresses to maintain health. There have been several investigations on the assessment of short-term physiopsychological states using infrared thermography. However, the method has been used rarely for assessing long-term physiopsychological states. In the present study, extraction of independent components related to long-term physiological signals is attempted by applying independent component analysis to facial thermal images obtained over 6 months (July–December). Furthermore, multiple regression analysis is attempted to create psychological model by facial thermal images. As the result, extracted independent components are shown to represent the strong features in nasal, mouth, cheek, eyebrow, and forehead regions. Attempting multiple regression analysis, features in nasal and mouth regions contributed to depression or dejection mood, features in cheek, eyebrow and forehead regions contributed to fatigue and features in tip of nasal, eyebrow and mouth regions contributed to state anxiety.

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Literatur
1.
Zurück zum Zitat Nachreiner F (1999) International standards on mental work-load—the ISO 10 075 series. Ind Health 31:125–133CrossRef Nachreiner F (1999) International standards on mental work-load—the ISO 10 075 series. Ind Health 31:125–133CrossRef
2.
Zurück zum Zitat Ohsuga M, Terashita H, Shimono F (2009) Towards the assessment of mental workload using autonomic indices. Trans Soc Instrum Control Eng 29:979–986CrossRef Ohsuga M, Terashita H, Shimono F (2009) Towards the assessment of mental workload using autonomic indices. Trans Soc Instrum Control Eng 29:979–986CrossRef
3.
Zurück zum Zitat Yoshida T (1990) The measurement of EEG frequency-fluctuation and evaluation of comfortableness. Acoust Soc Jpn 46:914–919 Yoshida T (1990) The measurement of EEG frequency-fluctuation and evaluation of comfortableness. Acoust Soc Jpn 46:914–919
4.
Zurück zum Zitat Yamakoshi T, Yamakoshi K, Kusakabe M (2005) Physiological investigation of automobile driver’s activation index using simulated monotonous driving. Trans Soc Automot Eng Jpn 36:205–212 Yamakoshi T, Yamakoshi K, Kusakabe M (2005) Physiological investigation of automobile driver’s activation index using simulated monotonous driving. Trans Soc Automot Eng Jpn 36:205–212
5.
Zurück zum Zitat Shirakawa S (2008) Ambulant long-term monitoring of activity and body temperature. Trans Jpn Soc Med Biol Eng 46:160–168 Shirakawa S (2008) Ambulant long-term monitoring of activity and body temperature. Trans Jpn Soc Med Biol Eng 46:160–168
6.
Zurück zum Zitat Zenju H, Nozawa A, Tanaka H, Ide H (2004) Estimation of unpleasant and pleasant states by Nasal thermogram. IEEJ Trans Electron Inf Syst 124:213–214 Zenju H, Nozawa A, Tanaka H, Ide H (2004) Estimation of unpleasant and pleasant states by Nasal thermogram. IEEJ Trans Electron Inf Syst 124:213–214
7.
Zurück zum Zitat Iwata H (1988) Quantitative evaluation of mental work by thermography. Trans Soc Instrum Control Eng 24:107–111CrossRef Iwata H (1988) Quantitative evaluation of mental work by thermography. Trans Soc Instrum Control Eng 24:107–111CrossRef
8.
Zurück zum Zitat Japan Society of Physiological Anthropology, Human Measurement Hand Book, Asakura Shobo (1996) Japan Society of Physiological Anthropology, Human Measurement Hand Book, Asakura Shobo (1996)
9.
Zurück zum Zitat Nozawa A, Uchida M, Nagamine K, Ide H (2004) Quantitative evaluation of deliciousness by pleasant-unpleasant emotions on gustatory stimulus. IEEJ Trans Electron Inf Syst 124:1795–1796 Nozawa A, Uchida M, Nagamine K, Ide H (2004) Quantitative evaluation of deliciousness by pleasant-unpleasant emotions on gustatory stimulus. IEEJ Trans Electron Inf Syst 124:1795–1796
10.
Zurück zum Zitat Mizuno T, Nomura S, Nozawa A, Asano A, Ide H (2010) Evaluation of the effect of intermittent mental work-load by nasal skin temperature. IEICE Trans Inf Syst 93:535–543 Mizuno T, Nomura S, Nozawa A, Asano A, Ide H (2010) Evaluation of the effect of intermittent mental work-load by nasal skin temperature. IEICE Trans Inf Syst 93:535–543
11.
Zurück zum Zitat Okamoto R, Bando S, Nozawa A (2016) Blind signal processing of facial thermal images based on independent component analysis. IEEJ Trans Electron Inf Syst 136:1142–1148 Okamoto R, Bando S, Nozawa A (2016) Blind signal processing of facial thermal images based on independent component analysis. IEEJ Trans Electron Inf Syst 136:1142–1148
12.
Zurück zum Zitat Hyvarinen A, Oja E (1997) A fast fixed-point algorithm for independent component analysis. Neural Comput 9:1483–1492CrossRef Hyvarinen A, Oja E (1997) A fast fixed-point algorithm for independent component analysis. Neural Comput 9:1483–1492CrossRef
13.
Zurück zum Zitat Matthew SG, Christopher MB, Douglas JC, Shannon MB, Susan WY, Brendon PM, Lindsay MB, Paul WB, Lawrence EA, Carl MM (2009) Validity and reliability of devices that assess body temperature during indoor exercise in the heat. J Athl Train 44:124–135CrossRef Matthew SG, Christopher MB, Douglas JC, Shannon MB, Susan WY, Brendon PM, Lindsay MB, Paul WB, Lawrence EA, Carl MM (2009) Validity and reliability of devices that assess body temperature during indoor exercise in the heat. J Athl Train 44:124–135CrossRef
14.
Zurück zum Zitat Jung D, Kim H, Koh K (2000) Arterial supply of the nasal tip in Asians. Laryngoscope 110:308–311CrossRef Jung D, Kim H, Koh K (2000) Arterial supply of the nasal tip in Asians. Laryngoscope 110:308–311CrossRef
Metadaten
Titel
Blind source extraction of long-term physiological signals from facial thermal images
verfasst von
Kosuke Oiwa
Rikito Okamoto
Shizuka Bando
Akio Nozawa
Publikationsdatum
28.12.2017
Verlag
Springer Japan
Erschienen in
Artificial Life and Robotics / Ausgabe 2/2018
Print ISSN: 1433-5298
Elektronische ISSN: 1614-7456
DOI
https://doi.org/10.1007/s10015-017-0423-9

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