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Zhang Y, Feng S, Liu J, Mo Q, Yin H, Zhang J. Campus microenvironmental factors and their effects on people's outdoor thermal perceptions under different conditions. Sci Rep 2025; 15:12335. [PMID: 40210706 PMCID: PMC11986113 DOI: 10.1038/s41598-025-96651-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2024] [Accepted: 03/31/2025] [Indexed: 04/12/2025] Open
Abstract
Pedestrians' thermal perceptions can be adjusted by physical environmental factors. However, the thermal environments influenced by these factors are subject to current weather conditions. Subjective responses towards physical environments have rarely been investigated previously. This study explored microenvironmental factors and their impacts on thermal perceptions (evaluated by thermal sensation vote, TSV) on the campus of the Southwest University of Science and Technology (Mianyang, China). Through combining field measurement with questionnaire, it was found that neutral temperatures (NTs) of Mianyang during the measuring periods indicated by physiologically equivalent temperature (PET) were 28.41 °C (summer), 12.37 °C (winter), and 18.92 °C (the full year), respectively. Additionally, TSV linearly correlated with parameters of vegetation (indicated by the leaf area index, LAI), land surface reflectivity (albedo), and the water surface (distance from the lake, the distance for short). LAI was usually negatively correlated with TSV. The increase in LAI by 1 point contributed to the decrease of 0.171 in TSV (10:00, R2 = 0.295, p < 0.001, summer) and increasing the distance by 1 caused a rise of 0.076 in TSV (9:00, R2 = 0.367, p < 0.001, summer). Most importantly, the statistical significance of the models varied for contexts, especially weather conditions and daily time. Generally, the summer models (R2 = 0.391 maximumly) were more significant than winter (R2 = 0.263 at most), expressed by higher R2 values. In whole seasons, model R2 polynomial correlated with PET. The TSV showed the weakest correlation with microenvironmental parameters in the neutral temperature ranges. This study has revealed subjective responses towards physical environments under various context. The findings might be directive for future physical-environment design works in pedestrians' thermal comfort improvements.
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Affiliation(s)
- Yang Zhang
- School of Architectural Engineering, Sichuan University of Arts and Science, Dazhou, China
- School of Ecotourism, Sichuan University of Arts and Science, Dazhou, China
| | - Shuangyan Feng
- Zhengxing Street Office, Tianfu New District, Chengdu, Sichuan, China
- Chengdu Tianfu New District Human Resources Development and Service Co., Ltd, Chengdu, China
| | - Jiaying Liu
- State key laboratory of environment-friendly energy materials, Southwest University Science and Technology, Mianyang, China
| | - Quanzhang Mo
- China Southwest Architectural Design and Research Institute Corp. Ltd, Chengdu, China
| | - Hui Yin
- School of Literature and Arts, Southwest University of Science and Technology, Mianyang, China
| | - Jian Zhang
- School of Literature and Arts, Southwest University of Science and Technology, Mianyang, China.
- Department of Architecture, Southwest University of Science and Technology, Mianyang, China.
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Liu T, Wang S, Zhang J, He L, Cheng B, Peng H, Liu F, Tan B, Shang X, Liu F. Investigating the impact of a large river and its surrounding contextual conditions on pedestrians' summer thermal perceptions in a Cfa-climate city. Sci Rep 2024; 14:13833. [PMID: 38879592 PMCID: PMC11180133 DOI: 10.1038/s41598-024-64729-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Accepted: 06/12/2024] [Indexed: 06/19/2024] Open
Abstract
Thermal comfort studies are usually employed to find subjective thermal responses [indicated by neutral temperature (NT), i.e. the temperature with no thermal stress] of residents from a region towards thermal environments. According to the recently published works in the literature, NTs are affected by many factors, such as geographical location and microenvironments. To elucidate the origins of these effects, the impact of microenvironment elements around a water surface on pedestrians' thermal perceptions was systematically investigated in this work. The Fujiang River (FJR) in Mianyang City was taken as the sample site. The municipal meteorology station is located next to the site by around 2.5 km. By performing meteorology measurements combining questionnaires, it was found that the riverside NT (indicated by physiologically equivalent temperature, PET) of Mianyang in the summer of 2023 was 21.4 °C. The relationship between the distance from the water (DFW) and NT was quadratic linear. The same phenomenon took place by using either PET or Universal Thermal Climate Index (UTCI) indexes. Meanwhile, the meteorological contexts also affected NTs, including relative humidity (RH) and air velocity (Va). Regarding RH, the NPET increased from 15.2 °C (RH = 50%) to 26.9 °C (RH = 90%). In contrast, the NPET dropped from 23.0 to - 50.6 °C when the Va increased from 0.2 to 2.5 m/s, respectively. From our analysis, it was demonstrated that human thermal responses are significantly affected by both the microenvironmental and meteorological backgrounds around the water surface. Our work provides valuable insights for the proper use of water surfaces in urban design for adjusting thermal comfort.
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Affiliation(s)
- Ting Liu
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Siqi Wang
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Jian Zhang
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China.
| | - Lintai He
- Mianyang Municipal Bureau of Natural Resources and Planning, Mianyang, China
| | - Bin Cheng
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Huiyun Peng
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Fanchun Liu
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Bo Tan
- Sichuan Changhong Development, Mianyang, China
| | - Xiaowei Shang
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Fan Liu
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
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Chen YC. Thermal indices for human biometeorology based on Python. Sci Rep 2023; 13:20825. [PMID: 38012250 PMCID: PMC10682407 DOI: 10.1038/s41598-023-47388-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 11/13/2023] [Indexed: 11/29/2023] Open
Abstract
Thermal indices, such as Predicted Mean Vote, Outdoor Standard Effective Temperature, Physiologically Equivalent Temperature, and Universal Thermal Climate Index, are essential for the evaluation of thermal perception, the design of climate sensitive buildings or urban area, and tourism. These thermal indices are built on complicated numeric models. RayMan was developed to calculate thermal indices based on Delphi program language on the Windows 7 operating system. RayMan is not currently under active maintenance or development. Thus, this report describes the development of an innovative Python library named biometeo that includes an innovative thermal index (modified Physiologically Equivalent Temperature) as a next generation program to calculate thermal indices and human biometeorological variables.
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Affiliation(s)
- Yung-Chang Chen
- Research Center for Environmental Changes, Academia Sinica, RCEC Building, 128 Academia Road, Section 2, Nankang, Taipei, 115201, Taiwan.
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4
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Xiong J, Cheng B, Zhang J, Liu Y, Tan X, Shi M, He X, Guo J. A study of waterside microenvironmental factors and their effects on summer outdoor thermal comfort in a Cfa-climate campus. J Therm Biol 2023; 117:103700. [PMID: 37690426 DOI: 10.1016/j.jtherbio.2023.103700] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 08/02/2023] [Accepted: 08/24/2023] [Indexed: 09/12/2023]
Abstract
Outdoor thermal comfort (OTC) studies explore outdoor subjects' responses to their thermal environment, usually evaluated using the neutral temperature (NT). This study investigated the influences of microenvironmental factors around a waterbody on thermal perceptions, using questionnaires and meteorological measurements at the Central Lake of Southwest University of Science and Technology (SWUST) in Mianyang. Microenvironmental factors included sky view factor (SVF) and distance from the lake (DFL). It was found that people felt most comfortable in the shade of trees although some volunteers voted artificial canopy as their preferred thermal adaptation element. In addition, a linear regression yielded an NT of 28.44 °C in Mianyang during the summer of 2022. There were NT variations among different measurement sites (e.g., on the east shore, it was 28.18 °C on the waterside, 27.11 °C away from the lake, and 25.53 °C far from the lake; while it was 27.57 °C under the tree crown, 25.11 °C on the lawn, and 29.13 °C in the square). This variation may be due to human adaptation towards microenvironmental factors and their effects on microclimate. The variation in thermal responses owing to microenvironmental differences (different NTs at various types of sites) might be a novel finding in the field of OTC. This study provides important directions for microenvironment design in the future for OTC improvement.
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Affiliation(s)
- Jie Xiong
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Bin Cheng
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Jian Zhang
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China.
| | - Yisha Liu
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Xinyu Tan
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Manjiang Shi
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Xumei He
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Jierui Guo
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
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Zhou Z, Dong L. Experimental investigation of the effect of surgical masks on outdoor thermal comfort in Xiamen, China. BUILDING AND ENVIRONMENT 2023; 229:109893. [PMID: 36514557 PMCID: PMC9733126 DOI: 10.1016/j.buildenv.2022.109893] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 11/11/2022] [Accepted: 12/01/2022] [Indexed: 06/13/2023]
Abstract
The COVID-19 pandemic has significantly changed people's lifestyles, and wearing surgical masks in outdoor public spaces has become commonplace. However, few studies have explored the impact of wearing masks on outdoor thermal comfort in different seasons. From May 2021 to February 2022, a series of longitudinal experiments were conducted in Xiamen, China to examine the effect of wearing surgical masks on outdoor thermal comfort. Forty-two participants took part in the experiments with and without masks. During the experiments, the thermal perceptions of the subjects and environmental thermal parameters were collected. Differences in outdoor thermal comfort between subjects wearing masks and those not wearing masks were determined in summer, autumn, and winter. Results showed that 1) the subjects wearing masks had lower neutral temperatures, and this difference was particularly pronounced in summer and exacerbated by walking; 2) in warm environments, masks reduced thermal comfort, and discomfort associated with masks was worse when walking than when sitting; 3) wearing masks significantly worsened facial comfort and increased chest discomfort, as summer turned to winter, the impact of masks on facial comfort decreased; 4) radiation and air temperature were the environmental parameters with the greatest impact on outdoor thermal sensation. Subjects who wore masks preferred lower temperatures, radiation, and humidity, and higher wind speeds.
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Affiliation(s)
- Zhiqiang Zhou
- School of Architecture, Huaqiao University, Xiamen, 361021, China
| | - Liang Dong
- School of Architecture, Huaqiao University, Xiamen, 361021, China
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Guo W, Jiang L, Cheng B, Yao Y, Wang C, Kou Y, Xu S, Xian D. A study of subtropical park thermal comfort and its influential factors during summer. J Therm Biol 2022; 109:103304. [PMID: 36195380 DOI: 10.1016/j.jtherbio.2022.103304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 05/31/2022] [Accepted: 08/02/2022] [Indexed: 01/05/2023]
Abstract
Outdoor thermal comfort is significantly relevant to human's quality of life. Thus, it has been frequently studied by investigators. This study explored people's thermal responses to environments and the subjective factors that might affect thermal comforts with respect to two urban parks in Xindu, a satellite city in the Chengdu Plain (CDP). CDP is located at the southwest of China, which has a subtropical climate. The environment from each of the two parks was studied using current micrometeorology and hoped-for landscape changes (tree canopies, artificial canopies, non-canopying plants, and water surfaces); subjective factors included gender, age, body mass index, clothing isolation, and physical activities. It was found that canopies were the most preferred objective cooling elements, while individual thermal perceptions varied subjectively by age. The highest proportion of volunteers voted for tree canopies as their favourite thermal adjusting element. It was observed that those aged above 55 showed low thermal sensitivity. The remaining group's neutral temperatures (indicated by physiologically equivalent temperature, PET) were close, at approximately 25 °C. This study provides significant direction for future urban planning and landscape design.
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Affiliation(s)
- Wei Guo
- Department of Architecture, Deyang Installation Technician College, Deyang, China
| | - Lin Jiang
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Bin Cheng
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China.
| | - Yanfeng Yao
- School of Manufacture Science and Engineering, Southwest University of Science and Technology, Mianyang, China
| | - Chunlu Wang
- College of Humanities, Ningbo University of Finance & Economics, China
| | - Yining Kou
- School of Electrical and Information Engineering, Jiangsu University Jingjiang College, China
| | - Sheng Xu
- School of Civil Engineering and Architecture, Southwest University of Science and Technology, Mianyang, China
| | - Deqing Xian
- China Southwest Geotechnical Investigation & Design Institute Co., Ltd., China
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Zhang J, Guo W, Cheng B, Jiang L, Xu S. A review of the impacts of climate factors on humans’ outdoor thermal perceptions. J Therm Biol 2022; 107:103272. [DOI: 10.1016/j.jtherbio.2022.103272] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Revised: 04/03/2022] [Accepted: 05/27/2022] [Indexed: 11/16/2022]
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Banerjee S, Middel A, Chattopadhyay S. A regression-based three-phase approach to assess outdoor thermal comfort in informal micro-entrepreneurial settings in tropical Mumbai. INTERNATIONAL JOURNAL OF BIOMETEOROLOGY 2022; 66:313-329. [PMID: 33929628 DOI: 10.1007/s00484-021-02136-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Revised: 04/16/2021] [Accepted: 04/17/2021] [Indexed: 06/12/2023]
Abstract
Urban heat poses a public health risk to the residents of megacities in developing countries because the population spends a significant amount of time outdoors to work and socialize with limited cooling resources. Understanding the drivers of outdoor comfort and heat stress in informal work settings is important to design climate-sensitive outdoor spaces and reduce heat vulnerability. We present outdoor thermal comfort perceptions (OTCPs) of people engaged in outdoor micro entrepreneurial activities in Mumbai using seasonal surveys and biometeorological observations. We propose a three-phase approach to analyze the relative importance of climatic and non-climatic variables for OTCPs. The first phase evaluates the seasonal and intra-neighborhood variation of thermal sensation votes (TSV) with respect to physiological equivalent temperature (PET) and air temperature. Second, we include physiological parameters to evaluate the seasonal and intra-neighborhood variation of overall sensation votes (OSV). Third, we consider aggregated survey responses and include behavioral and perceptual variables to determine their relative significance. We employ three linear modeling techniques to assess model performance in explaining the variability of OTCP using OSV as dependent variable. Results reveal that microclimatic parameters alone are unable to explain the variability of OTCP. Our results yield a neutral PET value (PETneutral) of 23.75 °C for Mumbai in the winter. PETneutral was higher for activities at the clothing market compared to other micro entrepreneurial activities. Acclimatization significantly improved comfort in the summer, while evaporative cooling was beneficial in the winter. Further, an ANCOVA and ordinal logistic regressions demonstrate the importance of behavioral attributes (presence in the location, expectation, beverage intake) in explaining the variance in OTCP. Our study also reveals that wind speed and humidity play an important role in shaping overall comfort in the Mumbai neighborhoods.
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Affiliation(s)
- Shreya Banerjee
- Department of Architecture & Regional Planning (ARP), Indian Institute of Technology Kharagpur, Kharagpur, West Bengal, 721302, India.
| | - Ariane Middel
- School of Arts, Media and Engineering (AME), Arizona State University, Tempe, AZ, 85281, USA
- School of Computing, Informatics, Decision Systems Engineering (CIDSE), Arizona State University, Tempe, AZ, 85281, USA
| | - Subrata Chattopadhyay
- Department of Architecture & Regional Planning (ARP), Indian Institute of Technology Kharagpur, Kharagpur, West Bengal, 721302, India
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Lam CKC, Gao Y, Yang H, Chen T, Zhang Y, Ou C, Hang J. Interactive effect between long-term and short-term thermal history on outdoor thermal comfort: Comparison between Guangzhou, Zhuhai and Melbourne. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 760:144141. [PMID: 33341630 DOI: 10.1016/j.scitotenv.2020.144141] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Revised: 11/09/2020] [Accepted: 11/23/2020] [Indexed: 06/12/2023]
Abstract
Thermal history can influence human thermal comfort through physiological (short-term) and psychological (long-term) aspects. However, the nature of the interaction between long-term and short-term thermal history is unclear. To investigate the interactive effects of long-term and short-term thermal history on outdoor thermal comfort, we conducted summer thermal comfort surveys in Melbourne (n = 3293, January-February 2014), Guangzhou, and Zhuhai (n = 4304, September 2018). The mean thermal sensation of residents of Guangzhou was higher than that of Melbourne and Zhuhai residents under a similar Universal Thermal Climate Index (UTCI) range. The preferred UTCI was the highest for Melbourne residents (19.62 °C). When UTCI was 25.6-38.4 °C, respondents' mean thermal sensation from Köppen climate zones A, B, and C was significantly higher in Guangzhou than those of Zhuhai and Melbourne. A three-way ANOVA test revealed that peoples' thermal sensations depended on a significant interaction among UTCI thermal stress levels, climate zones, and prior exposure environment. The prior exposure environment could affect the difference in thermal perception between climate zones. However, there was no significant interaction between climate zones and activity engaged in before taking the survey on thermal sensation. The difference in the thermal perception of various climate zones diminished under universally uncomfortable conditions for specific prior exposure environments and activities. The socio-ecological system model, environmental perception theory, climatocultural adaptation, and alliesthesia are useful for understanding the interactive effect of long- and short-term thermal history on outdoor thermal comfort. By revealing how people adapt to different climatic environments, our results can help ensure that people with diverse climatic backgrounds can experience thermal comfort outdoors.
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Affiliation(s)
- Cho Kwong Charlie Lam
- School of Atmospheric Sciences, Guangdong Province Key Laboratory for Climate Change and Natural Disaster Studies, Sun Yat-sen University, Guangzhou, China; Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai, China; Guangdong Provincial Field Observation and Research Station for Climate Environment and Air Quality Change in the Pearl River Estuary, Guangzhou, China
| | - Yanping Gao
- School of Atmospheric Sciences, Guangdong Province Key Laboratory for Climate Change and Natural Disaster Studies, Sun Yat-sen University, Guangzhou, China
| | - Hongyu Yang
- School of Atmospheric Sciences, Guangdong Province Key Laboratory for Climate Change and Natural Disaster Studies, Sun Yat-sen University, Guangzhou, China
| | - Taihan Chen
- School of Atmospheric Sciences, Guangdong Province Key Laboratory for Climate Change and Natural Disaster Studies, Sun Yat-sen University, Guangzhou, China
| | - Yong Zhang
- School of Atmospheric Sciences, Guangdong Province Key Laboratory for Climate Change and Natural Disaster Studies, Sun Yat-sen University, Guangzhou, China
| | - Cuiyun Ou
- School of Atmospheric Sciences, Guangdong Province Key Laboratory for Climate Change and Natural Disaster Studies, Sun Yat-sen University, Guangzhou, China; Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai, China; Guangdong Provincial Field Observation and Research Station for Climate Environment and Air Quality Change in the Pearl River Estuary, Guangzhou, China
| | - Jian Hang
- School of Atmospheric Sciences, Guangdong Province Key Laboratory for Climate Change and Natural Disaster Studies, Sun Yat-sen University, Guangzhou, China; Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai, China; Guangdong Provincial Field Observation and Research Station for Climate Environment and Air Quality Change in the Pearl River Estuary, Guangzhou, China.
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Lai D, Lian Z, Liu W, Guo C, Liu W, Liu K, Chen Q. A comprehensive review of thermal comfort studies in urban open spaces. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 742:140092. [PMID: 32640397 DOI: 10.1016/j.scitotenv.2020.140092] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Revised: 06/07/2020] [Accepted: 06/07/2020] [Indexed: 06/11/2023]
Abstract
Urban open spaces provide various benefits to large populations in cities. Since thermally comfortable urban open spaces improve the quality of urban living, an increasing number of studies have been conducted to extend the existing knowledge of outdoor thermal comfort. This paper comprehensively reviews current outdoor thermal comfort studies, including benchmarks, data collection methods, and models of outdoor thermal comfort. Because outdoor thermal comfort is a complex issue influenced by various factors, a conceptual framework is proposed which includes physical, physiological and psychological factors as direct influences; and behavioral, personal, social, cultural factors, as well as thermal history, site, and alliesthesia, as indirect influences. These direct and indirect factors are further decomposed and reviewed, and the interactions among various factors are discussed. This review provides researchers with a systematic and comprehensive understanding of outdoor thermal comfort, and can also guide designers and planners in creating thermally comfortable urban open spaces.
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Affiliation(s)
- Dayi Lai
- Department of Architecture, School of Design, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Zhiwei Lian
- Department of Architecture, School of Design, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Weiwei Liu
- School of Energy Science & Engineering, Central South University, Changsha 410012, China
| | - Chaoran Guo
- School of Architecture, Tianjin University, Tianjin 300072, China
| | - Wei Liu
- Division of Sustainable Buildings, Department of Civil and Architectural Engineering, KTH Royal Institute of Technology, Brinellvägen 23, Stockholm 100 44, Sweden
| | - Kuixing Liu
- School of Architecture, Tianjin University, Tianjin 300072, China.
| | - Qingyan Chen
- School of Mechanical Engineering, Purdue University, West Lafayette, IN 47907, USA
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