Causal effect of PM2.5 on the urban heat island

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<sub>2.5</sub>) 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<sub>2.5</sub> 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.

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Publication Details

Journal
Frontiers in Big Data
Published
2025-03-14
DOI
https://doi.org/10.3389/fdata.2025.1546223
Citations
4
Primary Topic
Urban Heat Island Mitigation
Type
article
Field-Weighted Citation Impact
3.20
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article

Causal effect of PM2.5 on the urban heat island

Rasa Žalakevičiūtė, Yves Rybarczyk, Marija Ereminaite, Ivana Costa-Stolz
4 citations
Frontiers in Big Data
Urban Heat Island Mitigation
3.20
article

Causal effect of PM2.5 on the urban heat island

Rasa Žalakevičiūtė, Yves Rybarczyk, Marija Ereminaite, Ivana Costa-Stolz
article en
4 citations

Abstract

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<sub>2.5</sub>) 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<sub>2.5</sub> 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.

Frontiers in Big DataVol. 8
Dalarna University (SE), Universidad de Las Américas (EC)
Openalex Percentile: Top 10%
Urban Heat Island Mitigation
3.20
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Causal effect of PM2.5 on the urban heat island — Rasa Žalakevičiūtė, Yves Rybarczyk, et al. · Frontiers in Big Data (2025) | TGRS Research Map | TGRS