Incorporating dynamic factors for improving a GIS-based solar radiation model

被引:4
|
作者
Zhang, Mingxi [1 ,2 ,3 ]
Wang, Bin [3 ]
Liu, De Li [3 ,4 ,5 ]
Liu, Jiandong [6 ]
Zhang, Hong [2 ,3 ]
Feng, Puyu [2 ,3 ]
Kong, Dongdong [7 ]
Cleverly, James [2 ]
Yang, Xihua [1 ,2 ,8 ]
Yu, Qiang [1 ,2 ,9 ]
机构
[1] Northwest A&F Univ, State Key Lab Soil Eros & Dryland Farming Loess P, Yangling 712100, Shaanxi, Peoples R China
[2] Univ Technol Sydney, Sch Life Sci, Fac Sci, Sydney, NSW, Australia
[3] Wagga Wagga Agr Inst, NSW Dept Primary Ind, Wagga Wagga, NSW, Australia
[4] Univ New South Wales, Climate Change Res Ctr, Sydney, NSW, Australia
[5] Univ New South Wales, ARC Ctr Excellence Climate Extremes, Sydney, NSW, Australia
[6] Chinese Acad Meteorol Sci, State Key Lab Severe Weather, Beijing, Peoples R China
[7] Sun Yat Sen Univ, Dept Water Resources & Environm, Guangzhou, Guangdong, Peoples R China
[8] NSW Off Environm & Heritage, Sydney, NSW, Australia
[9] Univ Chinese Acad Sci, Coll Resources & Environm, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
MODIS; TOPOGRAPHY; RESOLUTION; PLATEAU; TERRAIN;
D O I
10.1111/tgis.12607
中图分类号
P9 [自然地理学]; K9 [地理];
学科分类号
0705 ; 070501 ;
摘要
Solar radiation has been a major input to agricultural, hydrological, and ecological modeling. However, solar radiation is usually influenced by three groups of dynamic factors: sun-earth position, terrain, and atmospheric effects. Therefore, an integrated approach to accurately consider the impacts of those dynamic factors on solar radiation is essential to estimate solar radiation over rugged terrain. In this study, a spatial and temporal gap-filling algorithm was proposed to obtain a seamless daily MODIS albedo dataset. A 1 km-resolution digital elevation model was used to model the impact of local topography and shading by surrounding terrain on solar radiation. A sunshine-based model was adopted to simulate radiation under the influence of clouds. A GIS-based solar radiation model that incorporates albedo, shading by surrounding terrain, and variations in cloudiness was used to address the spatial variability of these factors in mountainous terrain. Compared with other independent solar radiation products, our model generated a more reliable solar radiation product over rugged terrain, with an R-2 of 0.88 and an RMSE of 2.55 MJ m(-2) day(-1). The improved solar radiation products and open source app can be used further in practice or scientific research.
引用
收藏
页码:423 / 441
页数:19
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