Estimation of the distribution of the total net radiative flux from satellite and automatic weather station data in the Upper Blue Nile basin, Ethiopia

环境科学 短波辐射 短波 中分辨率成像光谱仪 克里金 遥感 蒸散量 卫星 均方误差 气象学 辐射传输 辐射 地质学 地理 计算机科学 数学 物理 生物 机器学习 统计 天文 量子力学 生态学
作者
Eyale Bayable Tegegne,Yaoming Ma,Xuelong Chen,Weiqiang Ma,Bingbing Wang,Zhangwei Ding,Zhikun Zhu
出处
期刊:Theoretical and Applied Climatology [Springer Nature]
卷期号:143 (1-2): 587-602 被引量:10
标识
DOI:10.1007/s00704-020-03397-9
摘要

Abstract Net radiation is an important factor in studies of land–atmosphere processes, water resource management, and global climate change. This is particularly true for the Upper Blue Nile (UBN) basin, where significant parts of the basin are dry and evapotranspiration ( ET ) is a major mechanism for water loss. However, net radiation has not yet been appropriately parameterized in the basin. In this study, we estimated the instantaneous distribution of the net radiation flux in the basin using data from the Moderate Resolution Imaging Spectroradiometer (MODIS) sensor onboard the Terra satellite and Automatic Weather Station (AWS) data. Downward shortwave radiation and air temperature usually vary with topography, so we applied residual kriging spatial interpolation techniques to convert AWS data for point locations into gridded surface data. Simulated net radiation outputs were validated through comparison with independent field measurements. Validation results show that our method successfully reproduced the downward shortwave, upward shortwave, and net radiation fluxes. Using AWS data and residual kriging spatial interpolation techniques makes our results robust and comparable to previous works that used satellite data at a finer spatial resolution than MODIS. The estimated net shortwave, longwave, and total radiation fluxes were in close agreement with ground truth measurements, with mean bias (MB) values of − 14.84, 5.7, and 20.53 W m −2 and root mean square error (RMSE) values 83.43, 32.54, and 78.07 W m −2 , respectively. The method presented here has potential applications in research focused on energy balance, ET estimation, and weather prediction for regions with similar physiographic features to those of the Nile basin.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
sayen发布了新的文献求助10
刚刚
深情安青应助吱吱采纳,获得10
1秒前
juziyaya发布了新的文献求助30
2秒前
4秒前
张宇航完成签到,获得积分10
7秒前
rr完成签到,获得积分10
7秒前
开朗成风完成签到 ,获得积分10
7秒前
天天快乐应助追寻的飞薇采纳,获得10
8秒前
明亮南露关注了科研通微信公众号
8秒前
九耳久知发布了新的文献求助10
9秒前
火星上孤丝完成签到,获得积分20
10秒前
10秒前
子车茗应助庞扬采纳,获得20
11秒前
韩大大完成签到,获得积分10
11秒前
orixero应助aaa采纳,获得30
11秒前
圈圈发布了新的文献求助10
11秒前
丘比特应助科研F5采纳,获得10
11秒前
YY完成签到,获得积分10
12秒前
林小雨完成签到,获得积分10
12秒前
13秒前
si发布了新的文献求助10
13秒前
15秒前
大模型应助淡然的绮兰采纳,获得10
15秒前
16秒前
16秒前
FashionBoy应助背后的皮带采纳,获得10
16秒前
爱吃泡芙完成签到,获得积分10
17秒前
Diss完成签到 ,获得积分10
18秒前
上官若男应助尊敬的扬采纳,获得10
18秒前
于早上完成签到,获得积分10
18秒前
BINBIN发布了新的文献求助10
20秒前
21秒前
步步高发布了新的文献求助10
22秒前
findmoon发布了新的文献求助10
23秒前
23秒前
23秒前
24秒前
科研F5完成签到,获得积分20
24秒前
aaa发布了新的文献求助30
25秒前
25秒前
高分求助中
The late Devonian Standard Conodont Zonation 2000
Semiconductor Process Reliability in Practice 1500
Handbook of Prejudice, Stereotyping, and Discrimination (3rd Ed. 2024) 1200
Nickel superalloy market size, share, growth, trends, and forecast 2023-2030 1000
Smart but Scattered: The Revolutionary Executive Skills Approach to Helping Kids Reach Their Potential (第二版) 1000
Mantiden: Faszinierende Lauerjäger Faszinierende Lauerjäger 800
PraxisRatgeber: Mantiden: Faszinierende Lauerjäger 800
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3243893
求助须知:如何正确求助?哪些是违规求助? 2887776
关于积分的说明 8249778
捐赠科研通 2556393
什么是DOI,文献DOI怎么找? 1384529
科研通“疑难数据库(出版商)”最低求助积分说明 649877
邀请新用户注册赠送积分活动 625867