School of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing, 100044, China.
Beijing Advanced Innovation Center for Future Urban Design, Beijing University of Civil Engineering and Architecture, Beijing, 100044, China.
PLoS One. 2022 Aug 25;17(8):e0266759. doi: 10.1371/journal.pone.0266759. eCollection 2022.
Rapid urbanisation has highlighted problems in the urban ecological environment and stimulated research on the evaluation of urban environments. In previous studies, key factors such as greenness, wetness, and temperature were extracted from satellite images to assess the urban ecological environment. Although air pollution has become increasingly serious as urbanisation proceeds, information on air pollution is not included in existing models. The Sentinel-5P satellite launched by the European Space Agency in 2017 is a reliable data source for monitoring air quality. By making full use of images from Landsat 8, Sentinel-2A, and Sentinel-5P, this work attempts to construct a new remote sensing monitoring index for urban ecology by adding air quality information to the existing remote sensing ecological index. The proposed index was tested in the Beijing metropolitan area using satellite data from 2020. The results obtained using the proposed index differ greatly in the central urban region and near large bodies of water from those obtained using the existing remote sensing monitoring model, indicating that air quality plays a significant role in evaluating the urban ecological environment. Because the model constructed in this study integrates information on vegetation, soil, humidity, heat, and air quality, it can comprehensively and objectively reflect the quality of the urban ecological environment. Consequently, the proposed remote sensing index provides a new approach to effectively monitoring the urban ecological environment.
快速城市化凸显了城市生态环境问题,激发了城市环境评价的研究。在以往的研究中,从卫星图像中提取了绿化度、湿度和温度等关键因素来评估城市生态环境。尽管随着城市化的推进,空气污染变得越来越严重,但现有模型中并未包含空气污染信息。欧洲航天局于 2017 年发射的 Sentinel-5P 卫星是监测空气质量的可靠数据源。本研究充分利用 Landsat 8、Sentinel-2A 和 Sentinel-5P 的图像,通过将空气质量信息添加到现有的遥感生态指数中,尝试构建一个新的城市生态学遥感监测指数。该指数在北京都市区使用 2020 年的卫星数据进行了测试。使用该指数得到的结果与使用现有遥感监测模型得到的结果在中心城区和大型水体附近有很大差异,表明空气质量在评估城市生态环境方面起着重要作用。由于本研究构建的模型综合了植被、土壤、湿度、热量和空气质量信息,因此能够全面、客观地反映城市生态环境质量。因此,所提出的遥感指数为有效监测城市生态环境提供了一种新方法。