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监测气溶胶光学深度的空间变化及其与武汉市土地利用/土地覆盖的相关性:从城市规划的角度。

Monitoring the Spatial Variation of Aerosol Optical Depth and Its Correlation with Land Use/Land Cover in Wuhan, China: A Perspective of Urban Planning.

机构信息

Faculty of Resources and Environmental Science, Hubei University, Wuhan 430062, China.

Key Laboratory of Regional Development and Environmental Response (Hubei Province), Wuhan 430062, China.

出版信息

Int J Environ Res Public Health. 2021 Jan 28;18(3):1132. doi: 10.3390/ijerph18031132.

DOI:10.3390/ijerph18031132
PMID:33525318
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7908386/
Abstract

Aerosols significantly affect environmental conditions, air quality, and public health locally, regionally, and globally. Examining the impact of land use/land cover (LULC) on aerosol optical depth (AOD) helps to understand how human activities influence air quality and develop suitable solutions. The Landsat 8 image and Moderate Resolution Imaging Spectroradiometer (MODIS) aerosol products in summer in 2018 were used in LULC classification and AOD retrieval in this study. Spatial statistics and correlation analysis about the relationship between LULC and AOD were performed to examine the impact of LULC on AOD in summer in Wuhan, China. Results indicate that the AOD distribution expressed an obvious "basin effect" in urban development areas: higher AOD values concentrated in water bodies with lower terrain, which were surrounded by the high buildings or mountains with lower AOD values. The AOD values were negatively correlated with the vegetated areas while positively correlated to water bodies and construction lands. The impact of LULC on AOD varied with different contexts in all cases, showing a "context effect". The regression correlations among the normalized difference vegetation index (NDVI), normalized difference built-up index (NDBI), normalized difference water index (NDWI), and AOD in given landscape contexts were much stronger than those throughout the whole study area. These findings provide sound evidence for urban planning, land use management and air quality improvement.

摘要

气溶胶显著影响局部、区域和全球的环境条件、空气质量和公众健康。研究土地利用/土地覆盖(LULC)对气溶胶光学深度(AOD)的影响有助于了解人类活动如何影响空气质量并制定合适的解决方案。本研究中,在夏季使用了 Landsat 8 图像和 Moderate Resolution Imaging Spectroradiometer(MODIS)气溶胶产品进行 LULC 分类和 AOD 反演。对 LULC 与 AOD 之间关系进行空间统计和相关分析,以检验 LULC 对中国武汉夏季 AOD 的影响。结果表明,AOD 分布在城市发展区域表现出明显的“盆地效应”:高 AOD 值集中在地势较低的水体中,这些水体被地势较高的建筑物或山区包围,AOD 值较低。AOD 值与植被区呈负相关,与水体和建设用地呈正相关。在所有情况下,LULC 对 AOD 的影响因上下文而异,表现出“语境效应”。在给定景观背景下归一化差异植被指数(NDVI)、归一化差异建筑指数(NDBI)、归一化差异水体指数(NDWI)和 AOD 之间的回归相关性远强于整个研究区域的相关性。这些发现为城市规划、土地利用管理和空气质量改善提供了有力证据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/e54bdee5b89d/ijerph-18-01132-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/bce5a1b176d7/ijerph-18-01132-g0A1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/b9d1d6685304/ijerph-18-01132-g0A2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/48e5aeba521b/ijerph-18-01132-g0A3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/7282dc376760/ijerph-18-01132-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/33b520e665f9/ijerph-18-01132-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/dab15f33d1c9/ijerph-18-01132-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/975951b7b5ac/ijerph-18-01132-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/b73838487ab1/ijerph-18-01132-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/e54bdee5b89d/ijerph-18-01132-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/bce5a1b176d7/ijerph-18-01132-g0A1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/b9d1d6685304/ijerph-18-01132-g0A2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/48e5aeba521b/ijerph-18-01132-g0A3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/7282dc376760/ijerph-18-01132-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/33b520e665f9/ijerph-18-01132-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/dab15f33d1c9/ijerph-18-01132-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/975951b7b5ac/ijerph-18-01132-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/b73838487ab1/ijerph-18-01132-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8830/7908386/e54bdee5b89d/ijerph-18-01132-g006.jpg

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