Impact of Reflective Roadways on Simulated Heat Strain at the Tokyo, Paris and Los Angeles Olympics

Jennifer K. Vanos, Ankit Joshi, Gisel Guzman-Echavarria, Konrad Rykaczewski, Yuri Hosokawa

Journal of Science in Sport and Exercise ›› 2024, Vol. 6 ›› Issue (3) : 288-302. DOI: 10.1007/s42978-024-00294-9
Original Article

Impact of Reflective Roadways on Simulated Heat Strain at the Tokyo, Paris and Los Angeles Olympics

Author information +
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Abstract

Purpose

Cities are applying reflective coatings on streets in an attempt to mitigate urban heat. These coatings are also being used to try to reduce heat stress during outdoor sports. This study models the progression of heat strain in elite marathon and race walk athletes competing on traditional dark asphalt, reflective pavement, or shaded asphalt in past and future Olympic Games [Tokyo (Sapporo), Paris, Los Angeles].

Methods

Observed weather (Sapporo) or expected climate conditions for each city, along with modeled mean radiant temperature (TMRT) differences across the three surface types, were fed into the joint system (JOS-3) thermoregulation model. Resultant changes to heat strain parameters of core temperature (Tcr) and mean skin temperatures (

T ¯ sk
), as well as skin wettedness and cardiac output, were modeled.

Results

Reflective pavement slightly increased the average TMRT (1.2–2.2 °C), which caused higher overall radiant heat loads on athletes and thus slightly higher (yet insignificant) Tcr and

T ¯ sk
. These changes in simulated heat strain (worsening the situation) are the opposite of what is expected from a heat mitigation technology. Shading the athletes resulted in lower predicted Tcr (− 0.37 °C) and
T ¯ sk
(− 0.68 °C) across events compared to sun-exposed asphalt, also decreasing cardiac output.

Conclusion

The minor increase in TMRT over reflective pavement transferred a negligible difference in simulated athlete heat strain over a 2–3 h intense competition. Overall, the large impact of solar radiation (even in the morning hours) should be decreased via design strategies that block the sun rather than strategies that increase radiant heat load.

Keywords

Heat strain / Reflective pavement / Thermal physiology / Heat mitigation / Core temperature / Olympics

Cite this article

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Jennifer K. Vanos, Ankit Joshi, Gisel Guzman-Echavarria, Konrad Rykaczewski, Yuri Hosokawa. Impact of Reflective Roadways on Simulated Heat Strain at the Tokyo, Paris and Los Angeles Olympics. Journal of Science in Sport and Exercise, 2024, 6(3): 288‒302 https://doi.org/10.1007/s42978-024-00294-9

References

[1]
Alonso MS, Labajo JL, Fidalgo MR. Characteristics of the urban heat island in the city of Salamanca, Spain. Atmósfera, 2003, 16(3): 137-148
[2]
Arcelli E. Marathon and 50km walk race: physiology, diet and training. New Stud Athl, 1996, 11: 51-58
[3]
Asaeda T, Ca VT. The subsurface transport of heat and moisture and its effect on the environment: a numerical model. Boundary Layer Meteorol, 1993, 65: 159-179,
CrossRef Google scholar
[4]
Aylwin P, Havenith G, Cardinale M, Lloyd A, Ihsan M, Taylor L, Adami PE, Alhammoud M, Alonso JM, Bouscaren N, Buitrago S. Thermoregulatory responses during road races in hot-humid conditions at the 2019 Athletics World Championships. J Appl Physiol., 2023, 134(5): 1300-11,
CrossRef Google scholar
[5]
Basara JB, Hall JrPK, Schroeder AJ, Illston BG, Nemunaitis KL. Diurnal cycle of the Oklahoma City urban heat island. J Geophys Res Atmos, 2008, 113: D20109,
CrossRef Google scholar
[6]
Bouchama A, Abuyassin B, Lehe C, Laitano O, Jay O, O’Connor FG, Leon LR. Classic and exertional heatstroke. Nat Rev Dis Primers, 2022, 8(1): 8-23,
CrossRef Google scholar
[7]
City of Phoenix. City of phoenix cool pavement pilot program. 2021. https://www.phoenix.gov/streets/coolpavement#:~:text=The%20pilot%20ended%20in%202021,the%20day%20versus%20traditional%20asphalt. Accessed 16 Dec 2023.
[8]
Clark J, Konrad CE. Observations and estimates of wet bulb globe temperature in varied microclimates. J Appl Meteorol Climatol, 2023, 63(2): 305-319,
CrossRef Google scholar
[9]
Cramer MN, Gagnon D, Laitano O, Crandall CG. Human temperature regulation under heat stress in health, disease, and injury. Physiol Rev, 2022, 102: 1907-1989,
CrossRef Google scholar
[10]
DeMartini JK, Casa DJ, Belval LN, Crago A, Davis RJ, Jardine JJ, Stearns RL. Environmental conditions and the occurrence of exertional heat illnesses and exertional heat stroke at the Falmouth Road Race. J Athl Train., 2014, 49(4): 478-85,
CrossRef Google scholar
[11]
Dunn RJH. HadISD version 3: monthly updates. Hadley Centre Technical Note. 2019. https://www.metoffice.gov.uk/. Accessed 16 Dec 2023.
[12]
Dunn RJH, Willett KM, Parker DE, Mitchell L. Expanding HadISD: quality-controlled, sub-daily station data from 1931. Geosci Instrum Methods Data Syst, 2016, 5(2): 473-491,
CrossRef Google scholar
[13]
Erell E, Pearlmutter D, Boneh D, Kutiel PB. Effect of high-albedo materials on pedestrian heat stress in urban street canyons. Urban Clim, 2014, 10: 367-386,
CrossRef Google scholar
[14]
Farley GR, Hamley EJ. Progressive changes in energy cost during a three-hour race-walk exercise. Br J Sports Med, 1978, 12(4): 176,
CrossRef Google scholar
[15]
Flouris AD, Babar Z, Ioannou LG, Onarheim KH, Phua KH, Hargreaves S. Improving the evidence on health inequities in migrant construction workers preparing for big sporting events. BMJ, 2021, 25374: n1615,
CrossRef Google scholar
[16]
Flouris AD, Schlader ZJ. Human behavioral thermoregulation during exercise in the heat. Scand J Med Sci Sports, 2015, 25(S1): 52-64,
CrossRef Google scholar
[17]
Foster J, Smallcombe JW, Hodder S, Jay O, Flouris AD, Nybo L, Havenith G. Quantifying the impact of heat on human physical work capacity; part III: the impact of solar radiation varies with air temperature, humidity, and clothing coverage. Int J Biometeorol, 2022, 66: 175-188,
CrossRef Google scholar
[18]
Georgescu M, Morefield PE, Bierwagen BG, Weaver CP. Urban adaptation can roll back warming of emerging megapolitan regions. Proc Natl Acad Sci, 2014, 111: 2909-2914,
CrossRef Google scholar
[19]
Gomez-Ezeiza J, Tam N, Torres-Unda J, Granados C, Santos-Concejero J. Anthropometric characteristics of top-class Olympic race walkers. J Sports Med Phys Fitness., 2018, 59(3): 429-33
[20]
Grimmond CSB, Cleugh HA, Oke TR. An objective urban heat storage model and its comparison with other schemes. Atmos Environ Part B Urban Atmos, 1991, 25(3): 311-326,
CrossRef Google scholar
[21]
Grundstein A, Vanos J. There is no ‘Swiss Army Knife’ of thermal indices: the importance of considering ‘why?’ and ‘for whom?’ when modelling heat stress in sport. Br J Sports Med, 2020,
CrossRef Google scholar
[22]
Guo H, Aviv D, Loyola M, Teitelbaum E, Houchois N, Meggers F. On the understanding of the mean radiant temperature within both the indoor and outdoor environment, a critical review. Renewable Sustain Energy Rev., 2020, 117: 109207,
CrossRef Google scholar
[23]
Guzman-Echavarria G, Middel A, Vanos JK. Beyond heat exposure-new methods to quantify and link personal heat exposure, stress, and strain in diverse populations and climates: the journal temperature toolbox. Temperature, 2023, 10(3): 358-378,
CrossRef Google scholar
[24]
Hardin AW, Liu Y, Cao G, Vanos JK. Urban heat island intensity and spatial variability by synoptic weather type in the northeast US. Urban Clim, 2018, 24: 747-762,
CrossRef Google scholar
[25]
Harris JA, Benedict FG. A biometric study of human basal metabolism. Proc Natl Acad Sci, 1918, 4: 370-373,
CrossRef Google scholar
[26]
Havenith G. Individualized model of human thermoregulation for the simulation of heat stress response. J Appl Physiol, 2001, 90: 1943-1954,
CrossRef Google scholar
[27]
Hodder SG, Parsons KC. The effects of solar radiation on thermal comfort. Int J Biometeorol, 2007, 51: 233-250,
CrossRef Google scholar
[28]
Honjo T, Seo Y, Yamasaki Y, Tsunematsu N, Yokoyama H, Yamato H, Mikami T. Thermal comfort along the marathon course of the 2020 Tokyo Olympics. Int J Biometeorol, 2018, 62: 1407-19,
CrossRef Google scholar
[29]
Hosokawa Y, Vanos JK. Extreme heat & health at Tokyo-2020ne: the need for scientific coalition across sectors. Temperature, 2020, 7(2): 111-113,
CrossRef Google scholar
[30]
Ioannou LG, Tsoutsoubi L, Mantzios K, Gkikas G, Piil JF, Dinas PC, Notley SR, Kenny GP, Nybo L, Flouris AD. The impacts of sun exposure on worker physiology and cognition: multi-country evidence and interventions. Int J Environ Res Public Health, 2021, 18(14): 7698,
CrossRef Google scholar
[31]
ISO9920. ISO 9920: ergonomics of the thermal environment: estimation of thermal insulation and water vapour resistance of a clothing ensemble. Geneva: ISO; 2007.
[32]
Jacobson MZ. . Fundamentals of atmospheric modeling, 2005 Cambridge Cambridge University Press,
CrossRef Google scholar
[33]
Japanese Government. Overview of heat-reflective pavement. 2022. https://www.mlit.go.jp/road/sisaku/utilization/pdf/04-1.pdf. Accessed 6 Jan 2024.
[34]
Japanese Government. The proposal for creating athlete- and audience-friendly environments. 2016. https://www.mlit.go.jp/road/ir/ir-council/2020tokyo/pdf98/01.pdf. Accessed 6 Jan 2024.
[35]
Jia X, Li S, Zhu Y, Ji W, Cao B. Transient thermal comfort and physiological responses following a step change in activity status under summer indoor environments. Energy Build., 2023, 285: 112918,
CrossRef Google scholar
[36]
Johansson E, Emmanuel R. The influence of urban design on outdoor thermal comfort in the hot, humid city of Colombo, Sri Lanka. Int J Biometeorol, 2006, 51: 119-133,
CrossRef Google scholar
[37]
Joshi A, Psikuta A, Bueno MA, Annaheim S, Rossi RM. Effect of movement on convection and ventilation in a skin-clothing-environment system. Int J Therm Sci., 2021, 166: 106965,
CrossRef Google scholar
[38]
Joshi A, Viswanathan SH, Jaiswal AK, Sadeghi K, Bartels L, Jain RM, Pathikonda G, Vanos JK, Middel A, Rykaczewski K. Characterization of human extreme heat exposure using an outdoor thermal manikin. Sci Total Environ, 2024, 923: 171525,
CrossRef Google scholar
[39]
Joshi A, Wang F, Kang Z, Yang B, Zhao D. A three-dimensional thermoregulatory model for predicting human thermophysiological responses in various thermal environments. Build Environ, 2022, 207: 108506,
CrossRef Google scholar
[40]
Kántor N, Chen L, Gál CV. Human-biometeorological significance of shading in urban public spaces—summertime measurements in Pécs, Hungary. Landsc Urban Plan, 2018, 170: 241-255,
CrossRef Google scholar
[41]
Kosaka E, Iida A, Vanos J, Middel A, Yokohari M, Brown R. Microclimate variation and estimated heat stress of runners in the 2020 Tokyo Olympic Maratho. Atmosphere (Basel)., 2018, 9(5): 192,
CrossRef Google scholar
[42]
Kousis I, Pisello AL. Evaluating the performance of cool pavements for urban heat island mitigation under realistic conditions: a systematic review and meta-analysis. Urban Clim, 2023, 49: 101470,
CrossRef Google scholar
[43]
Krayenhoff ES, Moustaoui M, Broadbent AM, Gupta V, Georgescu M. Diurnal interaction between urban expansion, climate change and adaptation in US cities. Nat Clim Change., 2018, 8(12): 1097-103,
CrossRef Google scholar
[44]
Lai D, Liu W, Gan T, Liu K, Chen Q. A review of mitigating strategies to improve the thermal environment and thermal comfort in urban outdoor spaces. Sci Total Environ, 2019, 661: 337-53,
CrossRef Google scholar
[45]
Lindberg F, Holmer B, Thorsson S. SOLWEIG 1.0—modelling spatial variations of 3D radiant fluxes and mean radiant temperature in complex urban settings. Int J Biometeorol, 2008, 52: 697-713,
CrossRef Google scholar
[46]
Lucas R. Intervention to reduce heat stress and improve efficiency among sugarcane workers in El Salvador–Phase. Occup Environ Med, 2016, 11: 2-9
[47]
Makaremi N, Salleh E, Jaafar MZ, GhaffarianHoseini A. Thermal comfort conditions of shaded outdoor spaces in hot and humid climate of Malaysia. Build Environ, 2012, 48: 7-14,
CrossRef Google scholar
[48]
Malek MH, Berger DE, Housh TJ, Coburn JW, Beck TW. Validity of VO2max equations for aerobically trained males and females. Med Sci Sports Exerc, 2004, 36(8): 1427-32,
CrossRef Google scholar
[49]
Mantzios K, Ioannou LG, Panagiotaki Z, Ziaka S, Périard JD, Racinais S, Nybo L, Flouris AD. Effects of weather parameters on endurance running performance: discipline-specific analysis of 1258 races. Med Sci Sports Exerc., 2022, 54(1): 153,
CrossRef Google scholar
[50]
Marc A, Sedeaud A, Guillaume M, Rizk M, Schipman J, Antero-Jacquemin J, Haida A, Berthelot G, Toussaint JF. Marathon progress: demography, morphology and environment. J Sports Sci., 2014, 32(6): 524-32,
CrossRef Google scholar
[51]
Meng Y, Wang J, Xi C, Han L, Feng Z, Cao SJ. Investigation of heat stress on urban roadways for commuting children and mitigation strategies from the perspective of urban desig. Urban Clim, 2023, 49: 101564,
CrossRef Google scholar
[52]
Middel A, AlKhaled S, Schneider FA, Hagen B, Coseo P. 50 grades of shade. Bull Am Meteorol Soc., 2021, 102(9): E1805-20,
CrossRef Google scholar
[53]
Middel A, Selover N, Hagen B, Chhetri N. Impact of shade on outdoor thermal comfort—a seasonal field study in Tempe, Arizona. Int J Biometeorol, 2016, 60: 1849-1861,
CrossRef Google scholar
[54]
Middel A, Turner VK, Schneider FA, Zhang Y, Stiller M. Solar reflective pavements—A policy panacea to heat mitigation?. Environ Res Lett., 2020, 15(6): 64016,
CrossRef Google scholar
[55]
Nelson GC, Vanos J, Havenith G, Jay O, Ebi KL, Hijmans RJ. Global reductions in manual agricultural work capacity due to climate change. Glob Change Biol, 2024, 30(1): e17142,
CrossRef Google scholar
[56]
Noakes TD, Myburgh KH, Du Plessis J, Lang L, Lambert M, Van Der Riet C, Schall R. Metabolic rate, not percent dehydration, predicts rectal temperature in marathon runners. Med Sci Sports Exerc., 1991, 23(4): 443-9,
CrossRef Google scholar
[57]
Nybo L, Nielsen B. Hyperthermia and central fatigue during prolonged exercise in humans. J Appl Physiol, 2001, 91(3): 1055-1060,
CrossRef Google scholar
[58]
Oke TR, Mills G, Christen A, Voogt JA. . Urban climates, 2017 1 Cambridge Cambridge University Press,
CrossRef Google scholar
[59]
Otani H, Kaya M, Tamaki A, Goto H, Maughan RJ. Exposure to high solar radiation reduces self-regulated exercise intensity in the heat outdoors. Physiol Behav, 2019, 199: 191-9,
CrossRef Google scholar
[60]
Otani H, Kaya M, Tamaki A, Goto H, Tokizawa K, Maughan RJ. Combined effects of solar radiation and airflow on endurance exercise capacity in the heat. Physiol Behav, 2021, 229: 113264,
CrossRef Google scholar
[61]
Otani H, Kaya M, Tsujita J. Effect of the volume of fluid ingested on urine concentrating ability during prolonged heavy exercise in a hot environment. J Sports Sci Med, 2013, 12(1): 197
[62]
Otani H, Lee JKW. The use of sun-shade on safe heat exposure limit on a sunny summer day: a modelling study in Japan. Int J Biometeorol, 2022, 66(4): 731-740,
CrossRef Google scholar
[63]
Oyama T, Fujii M, Nakajima K, Takakura JY, Hijioka Y. Validation of upper thermal thresholds for outdoor sports using thermal physiology modelling. Temperature, 2024, 11(1): 92-106,
CrossRef Google scholar
[64]
Périard JD, Eijsvogels TMH, Daanen HAH. Exercise under heat stress: thermoregulation, hydration, performance implications, and mitigation strategies. Physiol Rev, 2021, 101(4): 1873-1979,
CrossRef Google scholar
[65]
Piil JF, Christiansen L, Morris NB, Mikkelsen CJ, Ioannou LG, Flouris AD, Lundbye-Jensen J, Nybo L. Direct exposure of the head to solar heat radiation impairs motor-cognitive performance. Sci Rep., 2020, 10(1): 7812,
CrossRef Google scholar
[66]
Racinais S, Ihsan M, Taylor L, Cardinale M, Adami PE, Alonso JM, Bouscaren N, Buitrago S, Esh CJ, Gomez-Ezeiza J, Garrandes F. Hydration and cooling in elite athletes: relationship with performance, body mass loss and body temperatures during the Doha 2019 IAAF World Athletics Championships. Br J Sports Med, 2021, 55(23): 1335-41,
CrossRef Google scholar
[67]
Rida M, Abdelfattah M, Alahi A, Khovalyg D. Toward contactless human thermal monitoring: a framework for Machine Learning-based human thermo-physiology modeling augmented with computer vision. Build Environ, 2023, 245: 110850,
CrossRef Google scholar
[68]
Rida M, Frijns A, Khovalyg D. Modeling local thermal responses of individuals: validation of advanced human thermo-physiology models. Build Environ, 2023, 243: 110667,
CrossRef Google scholar
[69]
Romanovsky AA. . The thermoregulation system and how it works, 2018 1 Amsterdam Elsevier B.V
[70]
Roza AM, Shizgal HM. The Harris benedict equation reevaluated: resting energy requirements and the body cell mass. Am J Clin Nutr, 1984, 40(1): 168-182,
CrossRef Google scholar
[71]
Schneider FA, Ortiz JC, Vanos JK, Sailor DJ, Middel A. Evidence-based guidance on reflective pavement for urban heat mitigation in Arizona. Nat Commun, 2023, 14(1): 1467,
CrossRef Google scholar
[72]
Schneider S, Niederberger M, Kurowski L, Bade L. How can outdoor sports protect themselves against climate change-related health risks?—A prevention model based on an expert Delphi study. J Sci Med Sport, 2023,
CrossRef Google scholar
[73]
Sengupta M, Xie Y, Lopez A, Habte A, Maclaurin G, Shelby J. The National Solar Radiation Data Base (NSRDB). Renew Sustain energy Rev, 2018, 89: 51-60,
CrossRef Google scholar
[74]
Stull RB. . Practical meteorology: an algebra-based survey of atmospheric science, 2015 Vancouver University of British Columbia
[75]
Takahashi Y, Nomoto A, Yoda S, Hisayama R, Ogata M, Ozeki Y, Tanabe SI. Thermoregulation model JOS-3 with new open source code. Energy Build, 2021, 231: 110575,
CrossRef Google scholar
[76]
Thorsson S, Rayner D, Palm G, Lindberg F, Carlström E, Börjesson M, Nilson F, Khorram-Manesh AI, Holmer B. Is Physiological Equivalent Temperature (PET) a superior screening tool for heat stress risk than Wet-Bulb Globe Temperature (WBGT) index? Eight years of data from the Gothenburg half marathon. Br J Sports Med, 2021, 5(15): 825-830,
CrossRef Google scholar
[77]
Tokyo Shimbun. What happened to Tokyo Olympics’ heat mitigation pavement? Tokyo continues maintenance, but the national effort... What about morning glories and water splashing. Tokyo Shimbun. 2023. Accessed 16 Dec 2023.
[78]
Turner VK, Middel A, Vanos JK. Shade is an essential solution for hotter cities. Nature, 2023, 619: 694-697,
CrossRef Google scholar
[79]
Vanos JK, Herdt AJ, Lochbaum MR. Effects of physical activity and shade on the heat balance and thermal perceptions of children in a playground microclimate. Build Environ, 2017, 126: 119-131,
CrossRef Google scholar
[80]
Vanos JK, Kosaka E, Iida A, Yokohari M, Middel A, Scott-Fleming I, Brown RD. Planning for spectator thermal comfort and health in the face of extreme heat: the Tokyo 2020 Olympic marathons. Sci Total Environ, 2019, 657: 904-17,
CrossRef Google scholar
[81]
Vanos JK, Rykaczewski K, Middel A, Vecellio DJ, Brown RD, Gillespie TJ. Improved methods for estimating mean radiant temperature in hot and sunny outdoor settings. Int J Biometeorol, 2021, 65(6): 967-83,
CrossRef Google scholar
[82]
Vargas NT, Chapman CL, Ji W, Johnson BD, Gathercole R, Schlader ZJ. Increased skin wetness independently augments cool-seeking behaviour during passive heat stress. J Physiol, 2020, 598(13): 2775-90,
CrossRef Google scholar
[83]
Xu X, Rioux TP, Castellani MP. Three dimensional models of human thermoregulation: a review. J Therm Biol, 2023, 112: 103491,
CrossRef Google scholar
[84]
Yang X, Li Y, Luo Z, Chan PW. The urban cool island phenomenon in a high-rise high-density city and its mechanisms. Int J Climatol, 2017, 37(2): 890-904,
CrossRef Google scholar
[85]
Zhang Q, Ding L, Xu R, Feng H, Liu C, Zhou S, Nie J. Human thermoregulatory model for simulating thermal response in high-temperature and hypobaric environments. Case Stud Therm Eng, 2023, 52: 103682,
CrossRef Google scholar
Funding
National Science Foundation(CMMI-2152468)

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