Rybarczyk Yves, Zalakeviciute Rasa, Ereminaite Marija, Costa-Stolz Ivana
School of Information and Engineering, Dalarna University, Falun, Sweden.
BIOMAS, Universidad de las Américas, Quito, Ecuador.
Front Big Data. 2025 Mar 14;8:1546223. doi: 10.3389/fdata.2025.1546223. eCollection 2025.
The planet is experiencing global warming, with an increasing number of heat waves worldwide. Cities are particularly affected by the high temperatures because of the urban heat island (UHI) effect. This phenomenon is mostly explained by the land cover changes, reduced green spaces, and the concentration of infrastructure in urban settings. However, the reasons for the UHI are complex and involve multiple factors still understudied. Air pollution is one of them. This work investigates the link between particulate matter ≤2.5 μm (PM) and air temperature by convergent cross-mapping (CCM), a statistical method to infer causation in dynamic non-linear systems. A positive correlation between the concentration of fine particulate matter and urban temperature is observed. The causal relationship between PM and temperature is confirmed in the most urbanized areas of the study site (Quito, Ecuador). The results show that (i) the UHI is present even in the most elevated capital city of the world, and (ii) air quality is an important contributor to the higher temperatures in urban than outlying areas. This study supports the hypothesis of a non-linear threshold effect of pollution concentration on urban temperature.
地球正在经历全球变暖,全球范围内热浪的数量不断增加。由于城市热岛(UHI)效应,城市尤其受到高温的影响。这种现象主要是由土地覆盖变化、绿地减少以及城市环境中基础设施的集中所解释的。然而,城市热岛效应的原因很复杂,涉及多个仍未得到充分研究的因素。空气污染就是其中之一。这项工作通过收敛交叉映射(CCM)研究了直径小于等于2.5微米的颗粒物(PM)与气温之间的联系,CCM是一种用于推断动态非线性系统中因果关系的统计方法。观察到细颗粒物浓度与城市温度之间存在正相关。在研究地点(厄瓜多尔基多)城市化程度最高的地区,证实了PM与温度之间的因果关系。结果表明:(i)即使在世界上海拔最高的首都城市也存在城市热岛效应;(ii)空气质量是城市气温高于周边地区的一个重要因素。本研究支持污染浓度对城市温度存在非线性阈值效应的假设。