Reliability of urban microclimate simulations: spatio-temporal validation through intra-urban canyon transects for outdoor thermal comfort analysis

IF 3 3区 地球科学 Q2 BIOPHYSICS
B. M. De Quadros, I. Pigliautile, A. L. Pisello, E. Krüger, M. O. Mizgier
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Abstract

Mitigating Urban Heat Island (UHI) intensity in cities through adaptative strategies has become an urgent need, as UHI are also exacerbated by climate change impacts imputable to anthropogenic actions. This study addresses the need for reliable simulation models to analyze outdoor thermal comfort (OTC) in future or alternative scenarios. The aim of the present study is to contribute to the validation of CFD urban microclimate simulations by employing intra-urban canyon transects as an alternative or a complementary approach to fixed stations. To accomplish this, we developed a cost-effective monitoring unit to carry out transects on a pre-defined route (1), devised the area of interest (2), elaborated a simulation model in ENVI-met (3), and proposed different validation methods for comparative analyses (4). Results indicate that temporal validated simulation tended to underestimate thermal indices in the morning and night and overestimate them in the afternoon, while spatio-temporal validation under a human-centric comfort approach via wearable sensing notably improved accuracy. Moderate to very strong agreement between simulation and measurement data in summer (Willmot’s d ~ 0.70, d ~ 0.81) and very strong agreement in winter (d ~ 0.79, d ~ 0.96), with low error magnitudes in summer (RMSE ~ 0.91℃ and 9.59%, MBE ~ 0.23℃ and 9.10%) have been found. In winter, such figures were RMSE ~ 0.71℃ and 3.51%, MBE ~ 0.00℃ and 0.98%, for the spatio-temporal validated model. This research contributes to enhancing the reliability of relatively affordable CFD urban microclimate simulations, supporting its scale up for policymakers in implementing effective strategies for OTC.

城市小气候模拟的可靠性:通过城市内峡谷横断面进行时空验证,用于室外热舒适度分析。
通过适应性战略减轻城市热岛(UHI)强度已成为当务之急,因为人类活动造成的气候变化影响也会加剧 UHI。本研究需要可靠的模拟模型来分析未来或替代情景下的室外热舒适度(OTC)。本研究的目的是通过采用城市内峡谷横断面作为固定站点的替代或补充方法,为验证 CFD 城市微气候模拟做出贡献。为此,我们开发了一种经济有效的监测装置,用于在预先确定的路线上进行横断面测量(1),设计了感兴趣的区域(2),在 ENVI-met 中建立了一个模拟模型(3),并提出了不同的验证方法进行比较分析(4)。结果表明,经过时间验证的模拟往往低估了上午和夜间的热指数,而高估了下午的热指数,而通过可穿戴传感技术以人为中心的舒适度方法进行的时空验证则显著提高了准确性。在夏季,模拟数据与测量数据之间存在中度到极高的一致性(Willmot's d ~ 0.70,d ~ 0.81),在冬季则存在极高的一致性(d ~ 0.79,d ~ 0.96),夏季的误差幅度较低(RMSE ~ 0.91℃和 9.59%,MBE ~ 0.23℃和 9.10%)。在冬季,时空验证模型的 RMSE ~ 0.71℃ 和 3.51%,MBE ~ 0.00℃ 和 0.98%。这项研究有助于提高价格相对低廉的 CFD 城市微气候模拟的可靠性,为决策者实施有效的 OTC 战略提供支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.40
自引率
9.40%
发文量
183
审稿时长
1 months
期刊介绍: The Journal publishes original research papers, review articles and short communications on studies examining the interactions between living organisms and factors of the natural and artificial atmospheric environment. Living organisms extend from single cell organisms, to plants and animals, including humans. The atmospheric environment includes climate and weather, electromagnetic radiation, and chemical and biological pollutants. The journal embraces basic and applied research and practical aspects such as living conditions, agriculture, forestry, and health. The journal is published for the International Society of Biometeorology, and most membership categories include a subscription to the Journal.
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