气候变化领域集成服务门户(CCPortal): A Review of Anthropogenic Ground-Level Carbon Emissions Based on Satellite Data

CCPortal

DOI	10.1109/JSTARS.2024.3355549
	A Review of Anthropogenic Ground-Level Carbon Emissions Based on Satellite Data
	Hu, Kai; Zhang, Qi; Gong, Shen; Zhang, Fuying; Weng, Liguo; Jiang, Shanshan; Xia, Min
发表日期	2024
ISSN	1939-1404
EISSN	2151-1535
起始页码	17
卷号	17
英文摘要	The severity of the global warming issue emphasizes the critical importance of utilizing carbon satellite data to estimate ground-level carbon dioxide emissions. However, existing reviews have not kept pace with the latest research developments. Therefore, this article provides an overview of relevant work in the global carbon emissions field to address this knowledge gap. Through visual analysis using Citespace software, the article outlines two methods for quantifying carbon dioxide: 1) ground-level observations; and 2) satellite remote sensing. Despite the unique advantages of ground-level observations, satellite remote sensing is crucial for its extensive spatial coverage and long-term continuity in understanding carbon cycling, drawing significant attention. In addition, the article integrates the application of machine learning in the carbon emissions field, dividing it into two parts: Direct estimation based on ground emission inventory data and estimation of ground-level carbon emissions based on carbon satellite data. This innovative approach combines satellite observational data with ground data to accurately estimate the current ground-level carbon emissions with robust spatial distribution characteristics.
英文关键词	Climate change; Satellite images; Machine learning; Carbon dioxide; Remote sensing; Global warming; Distribution functions; Visualization; Graphical models; Carbon satellite; machine learning; retrieval algorithm; XCO2
语种	英语
WOS研究方向	Engineering ; Physical Geography ; Remote Sensing ; Imaging Science & Photographic Technology
WOS类目	Engineering, Electrical & Electronic ; Geography, Physical ; Remote Sensing ; Imaging Science & Photographic Technology
WOS记录号	WOS:001205792300009
来源期刊	IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/294051
作者单位	Nanjing University of Information Science & Technology
推荐引用方式 GB/T 7714	Hu, Kai,Zhang, Qi,Gong, Shen,et al. A Review of Anthropogenic Ground-Level Carbon Emissions Based on Satellite Data[J],2024,17.
APA	Hu, Kai.,Zhang, Qi.,Gong, Shen.,Zhang, Fuying.,Weng, Liguo.,...&Xia, Min.(2024).A Review of Anthropogenic Ground-Level Carbon Emissions Based on Satellite Data.IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING,17.
MLA	Hu, Kai,et al."A Review of Anthropogenic Ground-Level Carbon Emissions Based on Satellite Data".IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 17(2024).