Unveiling Seasonal Fluctuations in Air Quality Using Google Earth Engine: A Case Study for Gujarat, India

IF 3 3区 化学 Q2 CHEMISTRY, APPLIED Topics in Catalysis Pub Date : 2024-05-15 DOI:10.1007/s11244-024-01957-1
Keval H. Jodhani, Nitesh Gupta, Aditya D. Parmar, Jimit D. Bhavsar, Dhruvesh Patel, Sudhir Kumar Singh, Umank Mishra, Padam Jee Omar, Ganesh Ji Omar
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Abstract

Presently, a significant portion of the global population resides in metropolitan areas where air pollution levels are usually high. The primary objective is to utilize satellite data to identify the concentration of pollutants, unlike the traditional method which utilizes a series of ground-based detectors. The study aims to analyze the distribution of different pollutants in the air over the Gujarat state, India. The study comprised the utilization of Sentinel 5-P data sets for mapping Carbon monoxide (CO), Nitrogen dioxide (NO2), Sulfur dioxide (SO2), Methane (CH4), and Formaldehyde (HCHO). Google Earth Engine platform was used for the processing of satellite imagery and maps were prepared using ArcGIS 10.3. The satellite data sets of different pollutants were processed and assessed for three seasons i.e., winter, summer, and monsoon to analyze the effect of climatic conditions as well on the concentration level over the study area. The concentration of CO ranges between 0.0295–0.0401 mol/m2. The average concentration of SO2 is 0.00047 mol/m2 whereas the average concentration of NO2 ranges from 0–0.00021 mol/m2 and formaldehyde concentrations values range from 0.00015 to 0.00026 mol/m2 over the year. The concentration range for methane is 1780–1940 ppb for the study area. The results exhibit that the northern part of Gujarat mainly consisting of Kutch, Banas Kantha, and Patan renders the lowest concentration of all air pollutants while the central and southern regions consisting of cities like Valsad, Surat, Bharuch, Vadodara, and Ahmedabad have recorded the peak values in all the seasons. The findings suggest that the increase in the levels of different pollutants is caused by human activities, industrialization, and urbanization.

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利用谷歌地球引擎揭示空气质量的季节性波动:印度古吉拉特邦案例研究
目前,全球很大一部分人口居住在空气污染水平通常很高的大都市地区。主要目标是利用卫星数据来确定污染物的浓度,这与利用一系列地面探测器的传统方法不同。该研究旨在分析印度古吉拉特邦空气中不同污染物的分布情况。该研究包括利用Sentinel 5-P数据集绘制一氧化碳(CO)、二氧化氮(NO2)、二氧化硫(SO2)、甲烷(CH4)和甲醛(HCHO)。利用谷歌Earth Engine平台对卫星影像进行处理,利用ArcGIS 10.3编制地图。对不同污染物的卫星数据集进行了冬季、夏季和季风三个季节的处理和评估,以分析气候条件对研究区浓度水平的影响。CO的浓度在0.0295 ~ 0.0401 mol/m2之间。全年SO2平均浓度为0.00047 mol/m2, NO2平均浓度为0 ~ 0.00021 mol/m2,甲醛浓度为0.00015 ~ 0.00026 mol/m2。研究区甲烷浓度范围为1780-1940 ppb。结果表明,古吉拉特邦北部主要由库奇、巴纳斯坎塔和帕坦组成,所有空气污染物浓度最低,而由瓦尔萨德、苏拉特、巴鲁克、瓦多达拉和艾哈迈达巴德等城市组成的中南部地区在所有季节都记录了峰值。研究结果表明,不同污染物水平的增加是由人类活动、工业化和城市化造成的。
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来源期刊
Topics in Catalysis
Topics in Catalysis 化学-物理化学
CiteScore
5.70
自引率
5.60%
发文量
197
审稿时长
2 months
期刊介绍: Topics in Catalysis publishes topical collections in all fields of catalysis which are composed only of invited articles from leading authors. The journal documents today’s emerging and critical trends in all branches of catalysis. Each themed issue is organized by renowned Guest Editors in collaboration with the Editors-in-Chief. Proposals for new topics are welcome and should be submitted directly to the Editors-in-Chief. The publication of individual uninvited original research articles can be sent to our sister journal Catalysis Letters. This journal aims for rapid publication of high-impact original research articles in all fields of both applied and theoretical catalysis, including heterogeneous, homogeneous and biocatalysis.
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