Land Surface Albedo Estimation from Chinese HJ Satellite Data Based on the Direct Estimation Approach

Monitoring surface albedo at medium-to-fine resolution (<100 m) has become increasingly important for medium-to-fine scale applications and coarse-resolution data evaluation. This paper presents a method for estimating surface albedo directly using top-of-atmosphere reflectance. This is the...

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Main Authors: Tao He, Shunlin Liang, Dongdong Wang, Xiaona Chen, Dan-Xia Song, Bo Jiang
Format: Article
Language:English
Published: MDPI AG 2015-05-01
Series:Remote Sensing
Subjects:
Online Access:http://www.mdpi.com/2072-4292/7/5/5495
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spelling doaj-7eddd95420bf4c8d8c96997c8939dd0a2020-11-24T21:06:44ZengMDPI AGRemote Sensing2072-42922015-05-01755495551010.3390/rs70505495rs70505495Land Surface Albedo Estimation from Chinese HJ Satellite Data Based on the Direct Estimation ApproachTao He0Shunlin Liang1Dongdong Wang2Xiaona Chen3Dan-Xia Song4Bo Jiang5Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USADepartment of Geographical Sciences, University of Maryland, College Park, MD 20742, USADepartment of Geographical Sciences, University of Maryland, College Park, MD 20742, USADepartment of Geographical Sciences, University of Maryland, College Park, MD 20742, USADepartment of Geographical Sciences, University of Maryland, College Park, MD 20742, USAState Key Laboratory of Remote Sensing Science, School of Geography, Beijing Normal University, Beijing 100875, ChinaMonitoring surface albedo at medium-to-fine resolution (<100 m) has become increasingly important for medium-to-fine scale applications and coarse-resolution data evaluation. This paper presents a method for estimating surface albedo directly using top-of-atmosphere reflectance. This is the first attempt to derive surface albedo for both snow-free and snow-covered conditions from medium-resolution data with a single approach. We applied this method to the multispectral data from the wide-swath Chinese HuanJing (HJ) satellites at a spatial resolution of 30 m to demonstrate the feasibility of this data for surface albedo monitoring over rapidly changing surfaces. Validation against ground measurements shows that the method is capable of accurately estimating surface albedo over both snow-free and snow-covered surfaces with an overall root mean square error (RMSE) of 0.030 and r-square (R2) of 0.947. The comparison between HJ albedo estimates and the Moderate Resolution Imaging Spectral Radiometer (MODIS) albedo product suggests that the HJ data and proposed algorithm can generate robust albedo estimates over various land cover types with an RMSE of 0.011–0.014. The accuracy of HJ albedo estimation improves with the increase in view zenith angles, which further demonstrates the unique advantage of wide-swath satellite data in albedo estimation.http://www.mdpi.com/2072-4292/7/5/5495surface albedodirect estimationmedium resolutionsnow albedoHJ data
collection DOAJ
language English
format Article
sources DOAJ
author Tao He
Shunlin Liang
Dongdong Wang
Xiaona Chen
Dan-Xia Song
Bo Jiang
spellingShingle Tao He
Shunlin Liang
Dongdong Wang
Xiaona Chen
Dan-Xia Song
Bo Jiang
Land Surface Albedo Estimation from Chinese HJ Satellite Data Based on the Direct Estimation Approach
Remote Sensing
surface albedo
direct estimation
medium resolution
snow albedo
HJ data
author_facet Tao He
Shunlin Liang
Dongdong Wang
Xiaona Chen
Dan-Xia Song
Bo Jiang
author_sort Tao He
title Land Surface Albedo Estimation from Chinese HJ Satellite Data Based on the Direct Estimation Approach
title_short Land Surface Albedo Estimation from Chinese HJ Satellite Data Based on the Direct Estimation Approach
title_full Land Surface Albedo Estimation from Chinese HJ Satellite Data Based on the Direct Estimation Approach
title_fullStr Land Surface Albedo Estimation from Chinese HJ Satellite Data Based on the Direct Estimation Approach
title_full_unstemmed Land Surface Albedo Estimation from Chinese HJ Satellite Data Based on the Direct Estimation Approach
title_sort land surface albedo estimation from chinese hj satellite data based on the direct estimation approach
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2015-05-01
description Monitoring surface albedo at medium-to-fine resolution (<100 m) has become increasingly important for medium-to-fine scale applications and coarse-resolution data evaluation. This paper presents a method for estimating surface albedo directly using top-of-atmosphere reflectance. This is the first attempt to derive surface albedo for both snow-free and snow-covered conditions from medium-resolution data with a single approach. We applied this method to the multispectral data from the wide-swath Chinese HuanJing (HJ) satellites at a spatial resolution of 30 m to demonstrate the feasibility of this data for surface albedo monitoring over rapidly changing surfaces. Validation against ground measurements shows that the method is capable of accurately estimating surface albedo over both snow-free and snow-covered surfaces with an overall root mean square error (RMSE) of 0.030 and r-square (R2) of 0.947. The comparison between HJ albedo estimates and the Moderate Resolution Imaging Spectral Radiometer (MODIS) albedo product suggests that the HJ data and proposed algorithm can generate robust albedo estimates over various land cover types with an RMSE of 0.011–0.014. The accuracy of HJ albedo estimation improves with the increase in view zenith angles, which further demonstrates the unique advantage of wide-swath satellite data in albedo estimation.
topic surface albedo
direct estimation
medium resolution
snow albedo
HJ data
url http://www.mdpi.com/2072-4292/7/5/5495
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