The impact of urban physical environments on cooling rates in summer: Focusing on interaction effects with a kernel-based regularized least squares (KRLS) model
- Title
- The impact of urban physical environments on cooling rates in summer: Focusing on interaction effects with a kernel-based regularized least squares (KRLS) model
- Author
- 이수기
- Keywords
- Cooling rate; Air temperature; Urban heat island effect; Thermal environment; Built environment; Kernel-based regularized least squares model
- Issue Date
- 2020-04
- Publisher
- PERGAMON-ELSEVIER SCIENCE LTD
- Citation
- RENEWABLE ENERGY, v. 149, page. 523-534
- Abstract
- Rapid urbanization causes changes in land-cover and land-use patterns, and leads to warmer urban temperatures; this is defined as the urban heat island (UHI) effect. The intensity, duration, and frequency of heat waves have increased in recent years, posing a serious threat to urban populations. This study examined the relationships between urban physical elements and the cooling rate (CR) around sunset in the summer of 2016, using high-resolution climate data from 218 automatic weather stations (AWSs) around Seoul, South Korea. To detect possible nonlinearities and interactions among predictors, the Kernel-based regularized least squares (KRLS) estimation approach was adopted for empirical analysis. Along with the KRLS model, traditional ordinary least squares (OLS) analysis was also conducted mainly for comparison purposes. The results showed that urban elements, including both land-cover and three-dimensional built environment characteristics, had a significant influence on CR. In addition, significant interacting behaviors were also found. Our results indicate that a more comprehensive approach to understanding both the singular and compounding effects of various urban characteristics can help ameliorate outdoor thermal environments by enhancing summertime CR.
- URI
- https://www.sciencedirect.com/science/article/pii/S0960148119318932?via%3Dihubhttps://repository.hanyang.ac.kr/handle/20.500.11754/166078
- ISSN
- 0960-1481
- DOI
- 10.1016/j.renene.2019.12.021
- Appears in Collections:
- COLLEGE OF ENGINEERING[S](공과대학) > URBAN PLANNING AND ENGINEERING(도시공학과) > Articles
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