Journal ArticleDOI
Disaggregation of remotely sensed land surface temperature: Literature survey, taxonomy, issues, and caveats
Wenfeng Zhan,Wenfeng Zhan,Wenfeng Zhan,Yunhao Chen,Ji Zhou,Jinfei Wang,Jinfei Wang,Wenyu Liu,James A. Voogt,Xiaolin Zhu,Jinling Quan,Jing Li +11 more
TLDR
This critically investigate the interdisciplinary literature on DLST and identifies the terms used to denote DLST in different disciplines, and formulate definitions of TSP, TUM, and DLST, which examine how TSP and TUM are connected to related fields in remote sensing.About:
This article is published in Remote Sensing of Environment.The article was published on 2013-04-15. It has received 264 citations till now. The article focuses on the topics: Literature survey.read more
Citations
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Journal ArticleDOI
Deep learning in environmental remote sensing: Achievements and challenges
Qiangqiang Yuan,Huanfeng Shen,Tongwen Li,Zhiwei Li,Shuwen Li,Yun Jiang,Hongzhang Xu,Weiwei Tan,Qianqian Yang,Jiwen Wang,Jianhao Gao,Liangpei Zhang +11 more
TL;DR: The potential of DL in environmental remote sensing, including land cover mapping, environmental parameter retrieval, data fusion and downscaling, and information reconstruction and prediction, will be analyzed and a typical network structure will be introduced.
Journal ArticleDOI
Satellite Remote Sensing of Surface Urban Heat Islands: Progress, Challenges, and Perspectives
Decheng Zhou,Jingfeng Xiao,Stefania Bonafoni,Christian Berger,Kaveh Deilami,Yuyu Zhou,Steve Frolking,Rui Yao,Zhi Qiao,José A. Sobrino +9 more
TL;DR: An exponentially increasing trend of SUHI research since 2005, with clear preferences for geographic areas, time of day, seasons, research foci, and platforms/sensors is found, and key potential directions and opportunities for future efforts are proposed.
Journal ArticleDOI
Downscaling land surface temperatures at regional scales with random forest regression
TL;DR: In this paper, a random forest (RF) regression approach was used to increase the spatial resolution of LST maps from 1.1 km to 250 m. The approach was tested for a complex landscape in the Eastern Mediterranean, the Jordan River Region, with LST fields from aggregated Landsat-7 ETM+ and MODIS (MODIS/Terra LST product MOD11A1) data; as reference at the finer scale, they used Landsat 7 derived LST data.
Journal ArticleDOI
A framework for the retrieval of all-weather land surface temperature at a high spatial resolution from polar-orbiting thermal infrared and passive microwave data
TL;DR: In this article, the authors proposed a framework for the retrieval of all-weather land surface temperature (LST) at a high spatial resolution by combining the advantages of TIR and satellite passive microwave (PMW) measurements.
Journal ArticleDOI
Micro-scale urban surface temperatures are related to land-cover features and residential heat related health impacts in Phoenix, AZ USA
G. Darrel Jenerette,Sharon L. Harlan,Alexander Buyantuev,William L. Stefanov,Juan Declet-Barreto,Juan Declet-Barreto,Benjamin L. Ruddell,Soe W. Myint,Shai Kaplan,Xiaoxiao Li +9 more
TL;DR: This paper investigated residential parcel and neighborhood scale variations in urban land surface temperature, land cover, and residents' perceptions of landscapes and heat illnesses in the subtropical desert city of Phoenix, AZ USA.
References
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Book
An Introduction to Support Vector Machines and Other Kernel-based Learning Methods
TL;DR: This is the first comprehensive introduction to Support Vector Machines (SVMs), a new generation learning system based on recent advances in statistical learning theory, and will guide practitioners to updated literature, new applications, and on-line software.
Journal ArticleDOI
Status of land cover classification accuracy assessment
TL;DR: It is likely that it is unlikely that a single standardized method of accuracy assessment and reporting can be identified, but some possible directions for future research that may facilitate accuracy assessment are highlighted.
Journal ArticleDOI
Multisensor image fusion in remote sensing: Concepts, methods and applications
Christine Pohl,J.L. van Genderen +1 more
TL;DR: This review paper describes and explains mainly pixel based image fusion of Earth observation satellite data as a contribution to multisensor integration oriented data processing.
Journal ArticleDOI
Thermal remote sensing of urban climates
James A. Voogt,Timothy R. Oke +1 more
TL;DR: In this article, the authors review the use of thermal remote sensing in the study of urban climates, focusing primarily on the urban heat island effect and progress made towards answering the methodological questions posed by Roth et al.