David Galán-Madruga, Parya Broomandi, Jafet Cárdenas-Escudero, J.L. Urraca, Jorge O. Cáceres
{"title":"A reliable and easy-to-implement approach to estimate daily urban benzene levels","authors":"David Galán-Madruga, Parya Broomandi, Jafet Cárdenas-Escudero, J.L. Urraca, Jorge O. Cáceres","doi":"10.1016/j.uclim.2024.102234","DOIUrl":null,"url":null,"abstract":"Assessing air benzene is mandatory in the European Union due to potentially harmful human effects. Current exposure data are lacking since there is a limited number of fixed stations. This research provides an easy approach to estimating daily urban benzene levels potentially applicable in other geographical areas. Madrid City was regarded as a case study. They were calculated mathematical models explaining the relationship between dependent and predictor inputs using an original 2019–2020 dataset (r from 0.881 to 0.903) and were tested using a 2021 dataset (r from 0.682 to 0.914). Similarly, the suggested mathematical expressions were satisfactorily implemented in another geographic region (<ce:italic>r</ce:italic> = 0.936 and 0.764 for urban traffic and rural background sites, respectively). Furthermore, the recommended approach helps identify the most representative fixed benzene measuring locations without lost spatial information, given that a similar spatial distribution gradient was sustained between estimated and the most representative benzene levels (<ce:italic>r</ce:italic> = 0.959), which is translated into acceptable quantitative differences (0.07 μg/m<ce:sup loc=\"post\">3</ce:sup>, 0.01 μg/m<ce:sup loc=\"post\">3</ce:sup> and 5.01 % for RMSE, MAE, and MAPE, respectively). Applying the proposed approach furnishes enriched benzene exposure data, thus decreasing uncertainty generated by the lack of actual information and complements European Legislation directrices concerning air pollutants monitoring using air quality networks.","PeriodicalId":48626,"journal":{"name":"Urban Climate","volume":"224 1","pages":""},"PeriodicalIF":6.0000,"publicationDate":"2024-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Urban Climate","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1016/j.uclim.2024.102234","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Assessing air benzene is mandatory in the European Union due to potentially harmful human effects. Current exposure data are lacking since there is a limited number of fixed stations. This research provides an easy approach to estimating daily urban benzene levels potentially applicable in other geographical areas. Madrid City was regarded as a case study. They were calculated mathematical models explaining the relationship between dependent and predictor inputs using an original 2019–2020 dataset (r from 0.881 to 0.903) and were tested using a 2021 dataset (r from 0.682 to 0.914). Similarly, the suggested mathematical expressions were satisfactorily implemented in another geographic region (r = 0.936 and 0.764 for urban traffic and rural background sites, respectively). Furthermore, the recommended approach helps identify the most representative fixed benzene measuring locations without lost spatial information, given that a similar spatial distribution gradient was sustained between estimated and the most representative benzene levels (r = 0.959), which is translated into acceptable quantitative differences (0.07 μg/m3, 0.01 μg/m3 and 5.01 % for RMSE, MAE, and MAPE, respectively). Applying the proposed approach furnishes enriched benzene exposure data, thus decreasing uncertainty generated by the lack of actual information and complements European Legislation directrices concerning air pollutants monitoring using air quality networks.
期刊介绍:
Urban Climate serves the scientific and decision making communities with the publication of research on theory, science and applications relevant to understanding urban climatic conditions and change in relation to their geography and to demographic, socioeconomic, institutional, technological and environmental dynamics and global change. Targeted towards both disciplinary and interdisciplinary audiences, this journal publishes original research papers, comprehensive review articles, book reviews, and short communications on topics including, but not limited to, the following:
Urban meteorology and climate[...]
Urban environmental pollution[...]
Adaptation to global change[...]
Urban economic and social issues[...]
Research Approaches[...]