Abstract
Astronauts under weightlessness or microgravity would have differences in thermal comfort due to several adaptive physiological changes caused by the absence of the gravity. In this study, the Mahalanobis distance discriminant was conducted to investigate the classifications of the mean thermal comfort votes (MTCV) in weightlessness, in terms of the ratio of low-frequency power (LF) and high-frequency power (HF) of the heart rate variability (HRV). The ratio was abbreviated as LF/HF and it represented the balance of the autonomous nervous system and acted as an indicator of the thermal comfort. This study was based on our previous research data that had been acquired from 6 male participants under simulated weightlessness through heard-down bed rest (HDBR) model. Results showed that when LF/HF < 1.442, participants under simulated weightlessness gave comfort feedbacks, including the neutral comfort and warm comfort, while participants under normal condition felt thermally comfort when LF/HF ≤ 1.232 and felt uncomfortable thereafter. When 1.442 < LF/HF < 2.073, all participants under simulated weightlessness reported cool comfort. When the mean LF/HF was greater than 2.073, however, participants under simulated weightlessness reported thermal discomfort. In addition, results indicated that participants under simulated weightlessness could not distinguish neutral comfort from warm comfort, but they could report the cool comfort quickly, which suggested that the human body in weightlessness might be more sensitive to the cool environments. Finally, the corresponding comfortable air temperature (ta) range under simulated weightlessness was estimated as 26℃ ≤ ta < 30℃ according to the discriminant results of the MTCV.
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References
Anderson, M.J., Robinson, J.: Generalized discriminant analysis based on distances. Aust N Z J Stat. 45(3), 301–318 (2003)
Akulov, S., Fedotov, A., Makarov I., et al.: Influence of Artificial Microgravity on Human Arterial Vessels. In: Badnjevic A., Škrbić R., Gurbeta Pokvić L. (eds) CMBEBIH 2019. IFMBE Proceedings, Springer, Cham. (2020)
Aubert, A.E., Verheyden, B., d′Ydewalle C, , et al.: Effects of mental stress on autonomic cardiac modulation during weightlessness. Am J Physiol-Heart C. 298(1), H202–H209 (2010)
Baevsky, R.M., Baranov, V.M., Funtova, I.I., et al.: Autonomic cardiovascular and respiratory control during prolonged spaceflights aboard the International Space Station. J Appl Physiol. 103(1), 156–161 (2007)
Buguet, A.: Sleep under extreme environments: Effects of heat and cold exposure, altitude, hyperbaric pressure and microgravity in space. J Neurol Sci. 262, 145–152 (2007)
Christensen, N.J., Heer, M., Ivanova, K., et al.: Sympathetic nervous activity decreases during head-down bed rest but not during microgravity. J Appl Physiol Bethesda Med. 99, 1552–1557 (2005)
Ewald, R., Lohn, K., Gerzer, R.: The space mission MIR’97: operational aspects. Eur J Clin Invest. 30, 1027–1033 (2000)
European Space Agency. What happens to an astronaut's body temperature in space? http://phys.org/news/2015-05-astronaut-body-temperature-space.html (2015, Accessed 28 May 2020).
Gagnon, D., Jay, O., Kenny, G.P.: The evaporative requirement for heat balance determines whole-body sweat rate during exercise under conditions permitting full evaporation. J Physiol. 591, 2925–2935 (2013)
Garrett-Bakelman, F.E., Darshi, M., Green, S.J., et al.: The NASA Twins Study: A multidimensional analysis of a year-long human spaceflight. Science 364, 1–20 (2019)
Goel, N., Bale, T.L., Epperson, C.N., et al.: Effects of Sex and Gender on Adaptation to Space: Behavioral Health. J Women’s Health. 23(11), 975–986 (2014)
Hughson, R.L., Shoemaker, J.K., Blaber, A.P., Arbeille, P., Greaves, D.K., Pereira-Junior, P.P., Xu, D.: Cardiovascular regulation during long-duration spaceflights to the International Space Station. J Appl Physiol 112, 719–727 (2012)
Iwase, S., Nishimura, N., Tanaka, K., et al.: Effects of Microgravity on Human Physiology. Beyond LEO-Human Health Issues for Deep Space Exploration. IntechOpen press, In book (2020)
Kettleson, E.M., Adhikari, A., Vesper, S., et al.: Key determinants of the fungal and bacterial microbiomes in homes. Environ Res. 138, 130–135 (2015)
Kotovskaya, A.R., Fomina, G.A.: Characteristics of adaptation and maladaptation of human cardiovascular system under space flight conditions. Hum Physiol. 36(2), 190–197 (2010)
Kvetnansky, R., Macho, L., Koska, J., et al.: Effect of microgravity on plasma catecholamine responses to stressors during space flight. J Gravit Physiol. 8(1), 129–130 (2001)
Lakota, N.G., Larina, I.M.: Study of Temperature Homeostasis in Real and Simulated Weightlessness. Hum Physiol. 28, 322–332 (2002)
Lee, L.C., Liong, C.Y., Jemain, A.A.: Partial least squares-discriminant analysis (PLS-DA) for classification of high-dimensional (HD) data: a review of contemporary practice strategies and knowledge gaps. Anlst. 143, 3526–3539 (2018)
Liu, W.W., Lian, Z.W., Deng, Q., et al.: Evaluation of calculation methods of mean skin temperature for use in thermal comfort study. Build Environ. 46(2), 478–488 (2011)
Mandsager, K.T., Robertson, D., Diedrich, A.: The Function of the Autonomic Nervous System during Spaceflight. Clin Auton Res. 25(3), 141–151 (2015)
Migeotte, P.-F., Prisk, G.K., Paiva, M.: Microgravity alters respiratory sinus arrhythmia and short-term heart rate variability in humans. Am J Physiol Heart Circ Physiol 284, H1995–H2006 (2003)
Morais, C., Lima, K.: Comparing unfolded and two-dimensional discriminant analysis and support vector machines for classification of EEM data. Chemometr Intell Lab. 170, 1–12 (2017)
Mori, S., Mitarai, G., Takabayashi, A., et al.: Evidence of sensory conflict and recovery in carp exposed to prolonged weightlessness. Aviat Space Environ Med. 67(3), 256–261 (1996)
Morrison, S.F., Nakamura, K.: Central Mechanisms for Thermoregulation. Annu Rev Physiol. 81, 285–308 (2017)
Novák, L., Genin, A.M., Kozlowski, S.: Thermal comfort of a man in weightlessness. Adv Physiol Sci. 19, 265–268 (1980a)
NASA. NASA Standard NASA-STD-3001:. Vol.2: Human factors, habitability, and environmental health. National Aeronautics and Space Administration. (2011)
Nishimura, N., Beck, L., Gauger, P., et al.: Effect of change in intrathoracic pressure on thermoregulatory responses during 6-degree head-down bed rest. J Gravit Physiol. 14, 105–106 (2007)
Novák, L., Genin, A.M., Kozlowski, S.: Skin temperature and thermal comfort in weightlessness. Physiologist. 23(Suppl 6), S139-140 (1980b)
Novak, L.: Our experience in the evaluation of the thermal comfort during the space flight and in the simulated space environment. Acta Astronaut. 23, 179–186 (1991)
Ombergen, V.A., Demertzi, A., Tomilovskaya, E., et al.: The effect of spaceflight and microgravity on the human brain. J Neurol. 264, 18–22 (2017)
Pisacane, P.L., Kuznetz, L.H., Logan, J.S., et al.: Thermoregulatory Models of Space Shuttle and Space Station Activities. Aviat Space Environ Med. 78(Suppl), 48–55 (2007)
Polyakov, V.V., Lacota, N.G., Gundel, A.: Human thermohomeostasis onboard “Mir” and in simulated microgravity studies. Acta Astronaut. 49, 137–143 (2001)
Pourghasemi, H.R., Gayen, A., Lasaponara, R., et al.: Application of learning vector quantization and different machine learning techniques to assessing forest fire influence factors and spatial modelling. Environ Res 184, 1–12 (2020)
Rafter, J.A., Abell, M.L., Braselton, J.P.: Multiple Comparison Methods for Means. SIAM Rev. 44(2), 259–278 (2006)
Shaffer, F., Ginsberg, J.P.: An Overview of Heart Rate Variability Metrics and Norms. Front Public Health. 5, 1–17 (2017)
Stahn, A.C., Werner, A., Opatz, A., et al.: Increased core body temperature in astronauts during long-duration space missions. Sci Rep. 7, 1–8 (2017)
Smith S M, Lane H W, Zwart S R. Spaceflight Metabolism and Nutritional Support. In: Barratt M., Baker E., Pool S. (eds) Principles of Clinical Medicine for Space Flight. Springer, New York, NY. (2019)
Swierblewska, E., Hering, D., Kara, T., et al.: An independent relationship between muscle sympathetic nerve activity and pulse wave velocity in normal humans. J Hypertens. 28, 979–984 (2010)
Tachibana, K., Tachibana, S., Inoue, N.: From outer space to Earth-The social significance of isolated and confined environment research in human space exploration. Acta Astronaut. 140, 273–283 (2017)
Thornton W, Bonato F. 2017. The Human Body and Weightlessness: Operational Effects, Problems and Countermeasures. Springer, Cham.
Thirsk, R., Kuipers, A., Mukai, C., et al.: The space-flight environment: The International Space Station and beyond. Can Med Assoc J. 180(12), 1216–1220 (2009)
Usui, H., Nishida, Y.: Relationship between physical activity and the very low frequency component of heart rate variability after stroke. J Stroke Cerebrovasc Dis. 24, 840–843 (2015)
Vorobyov, E.I., Gazenko, O.G., Genin, A.M., et al.: Medical results of Salyut-6 manned space flights. Aviat Space Environ Med. 54(2), 31–40 (1983)
Watenpaugh D E, Hargens A R.: The cardiovascular system in microgravity. eds: Fregly MJ, Blatteis CM. Handbook of physiology-environmental physiology. Oxford: Oxford University Press, 631–673. (1996)
Yang, Z.Z., Fei, J.X., Yu, X.J.: Thermal comfort and thermoregulation in manned space flight. Chinese J Physiol. 29(6), 518–524 (2013)
Yano, T., Nishino, K., Matsumoto, S., et al.: Report on Microgravity Experiments of Dynamic Surface Deformation Effects on Marangoni Instability in High-Prandtl-Number Liquid Bridges. Microgravity Sci Tec. 30, 599–610 (2018)
Yao, Y., Lian, Z.W., Liu, W.W., et al.: Experimental study on physiological responses and thermal comfort under various ambient temperatures. Physiol Behav. 193, 310–321 (2008)
Zhu, H., Wang, H., Liu, Z.: Effects of Real and Simulated Weightlessness on the Cardiac and Peripheral Vascular Functions of Humans: A Review. Int J Occup Med Environ Health. 28(5), 793–802 (2015)
Zhu, H., Huang, L.S., Yu, C.W., Su, H.: Thermal comfort under weightlessness: A physiologically prediction. Indoor and Built Environment. 29(8), 1169–1180 (2020)
Zhu, H., Wang, H., Yu, C., et al.: Effects of simulated weightlessness on thermal sweating of human body: An experimental study. Indoor Built Environ. 28(1), 88–99 (2019a)
Zhu, H., Wang, H., Li, D., et al.: Evaluation of the Human Thermal Comfort under Simulated Weightlessness: An Experimental Study Based on the Power Spectrum Analysis of the Heart Rate Variability. Microgravity Sci Tec. 31(1), 73–83 (2019b)
Zhu, H., Wang, H., Liu, Z., et al.: Experimental study on the variations in human skin temperature under simulated weightlessness. Build Environ. 117, 135–145 (2017)
Zhu, H., Wang, H., Liu, Z., et al.: Experimental study on the human thermal comfort based on the heart rate variability (HRV) analysis under different environments. Sci Total Environ. 618, 1135–1145 (2018)
Acknowledgements
Authors thank all students who volunteered to participate in the experiment. Special thanks to Mr. Bo Shi at the School of Medical Imaging, Bengbu Medical College, for his suggestions on ECG data analysis.
Funding
The research is funded by the Hunan Natural Science Foundation project (2020JJ4078; 2019JJ40264) and the doctoral research project of the University of South China (190XQD061). The work is also supported by the China Scholarship Council (Candidate Number: 201808430249).
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The Ethics Committee of the University of South China approved the study protocol that complied with applicable requirements of international regulations. Participants gave their consents to participate in the study.
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The authors declare no conflict of interest. The founding sponsors had no role in the design of the study; nor in the collection, analyses, or interpretation of data; nor in the writing of the manuscript, and in the decision to publish the paper.
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Zhu, H., Hu, M., Huang, L. et al. Thermal Comfort Under Weightlessness Exposure: A Discriminant Analysis. Microgravity Sci. Technol. 33, 45 (2021). https://doi.org/10.1007/s12217-021-09891-7
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DOI: https://doi.org/10.1007/s12217-021-09891-7