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DOI	10.1016/j.rse.2021.112381
	A review of geostatistical simulation models applied to satellite remote sensing: Methods and applications
	Zakeri F.; Mariethoz G.
发表日期	2021
ISSN	00344257
卷号	259
英文摘要	Despite an ever-increasing number of spaceborne, airborne, and ground-based data acquisition platforms, remote sensing data are still often spatially incomplete or temporally irregular. While deterministic interpolation techniques are often used, they tend to create unrealistic spatial patterns and generally do not provide uncertainty quantification. Geostatistical simulation models are effective in generating an ensemble of realistic and equally probable realizations of an unmeasured phenomenon, allowing data uncertainty to be propagated. These models are commonly used in several fields of earth science, and in recent years, they have been applied widely to remotely sensed data. This study provides the first review of the applications of geostatistical simulation to remote sensing data. We review recent geostatistical simulation models relevant to satellite remote sensing data and discuss the characteristics and advantages of each approach. Finally, the applications of each geostatistical simulation model are categorized in different domains of natural sciences, including soil, vegetation, topography, and atmospheric science. © 2021 The Author(s)
英文关键词	Geostatistical simulation models; Multiple-point geostatistics; Remote sensing; Two-point statistics
语种	英语
scopus关键词	Data acquisition; Simulation platform; Topography; Geostatistical simulation; Geostatistical simulation model; Ground-based data; Multiple-point geostatistics; Remote sensing data; Remote-sensing; Satellite remote sensing; Simulation model; Space-borne; Two point statistics; Remote sensing
来源期刊	Remote Sensing of Environment
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/178854
作者单位	Institute of Earth Surface Dynamics, Faculty of Geosciences and Environment, University of Lausanne, Lausanne, Switzerland
推荐引用方式 GB/T 7714	Zakeri F.,Mariethoz G.. A review of geostatistical simulation models applied to satellite remote sensing: Methods and applications[J],2021,259.
APA	Zakeri F.,&Mariethoz G..(2021).A review of geostatistical simulation models applied to satellite remote sensing: Methods and applications.Remote Sensing of Environment,259.
MLA	Zakeri F.,et al."A review of geostatistical simulation models applied to satellite remote sensing: Methods and applications".Remote Sensing of Environment 259(2021).