Automated calibration of Noah-MP land surface model for improved irrigation representation in the North China Plain

被引:0
作者
Dai, Danqiong [2 ,3 ]
Li, Yanping [1 ]
Chen, Liang [2 ]
Chen, Fei [4 ]
Li, Zhenhua [1 ]
Zhang, Zhe [5 ]
Valayamkunnath, Prasanth [6 ]
Xu, Li [7 ]
He, Cenlin [5 ]
Ma, Zhuguo [2 ,3 ,8 ]
机构
[1] Hohai Univ, Nanjing, Peoples R China
[2] Chinese Acad Sci, Inst Atmospher Phys, Key Lab Reg Climate & Environm Temperate East Asia, Beijing, Peoples R China
[3] Univ Chinese Acad Sci, Beijing, Peoples R China
[4] Hong Kong Univ Sci & Technol, Div Environm & Sustainabil, Hong Kong, Peoples R China
[5] NSF Natl Ctr Atmospher Res, Boulder, CO USA
[6] Indian Inst Sci Educ & Res, Sch Earth Environm & Sustainabil Sci, Thiruvananthapuram, India
[7] Dept Climate Change Energy Environm & Water NSW, Parramatta, NSW 2150, Australia
[8] Chinese Acad Sci, Inst Atmospher Phys, Key Lab Earth Syst Numer Modeling & Applicat, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Noah-MP; SCE-UA algorithm; Automatic calibration framework; Census data; Flood irrigation; GLOBAL OPTIMIZATION; INTEGRATED MODEL; YELLOW-RIVER; WATER; IMPACTS; CLIMATE; PRECIPITATION; TEMPERATURE; VALIDATION; WEATHER;
D O I
10.1016/j.jhydrol.2024.132362
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Irrigation significantly impacts the terrestrial water and energy cycle. Yet, due to insufficient agriculture management data, omitting important processes in models, and suboptimal model configuration, realistically representing irrigation processes in land surface models remains challenging. In this study, we employed the Noah- MP land surface model with a more realistic irrigation map and irrigation parameterization to replicate irrigation consumption over the North China Plain. For irrigation map, three different irrigation area maps are evaluated using prefecture-level census data. The best-performing, the Global Map of Irrigation Areas (GMIA), was chosen as the input of irrigation area to Noah-MP. Based on a widely-used calibration method, the Shuffled Complex Evolution method developed by the University of Arizona (SCE-UA), we constructed an automatic calibration framework for Noah-MP. The census data of irrigation water amount at the prefectural level was used to calibrate three key parameters in the flood irrigation module, namely, irrigation triggering point, flood irrigation loss, and flood application rate factor. Results show the calibrated irrigation parameters help mitigate the underestimation of irrigation water amount in the default simulation in good agreement with census data (R2 = 0.71, N = 624). The calibrated irrigation simulation increases latent heat flux (+20.8 %) and decreases sensible heat flux (-34.5 %), and cools the land surface (-0.89 K), roughly proportional to irrigation amount. Furthermore, the additional irrigation water in calibrated simulation is partitioned into evaporation (58.5 %), followed by total runoff (39.8 %) and soil moisture storage change (1.7 %), significantly impacting hydrology, land-atmosphere coupling, and regional climate.
引用
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页数:13
相关论文
共 74 条
[1]   Soil Moisture Data Assimilation to Estimate Irrigation Water Use [J].
Abolafia-Rosenzweig, R. ;
Livneh, B. ;
Small, E. E. ;
Kumar, S. V. .
JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2019, 11 (11) :3670-3690
[2]  
Adegoke JO, 2003, MON WEATHER REV, V131, P556, DOI 10.1175/1520-0493(2003)131<0556:IOIOMS>2.0.CO
[3]  
2
[4]   Development and testing of the WaterGAP 2 global model of water use and availability [J].
Alcamo, J ;
Döll, P ;
Henrichs, T ;
Kaspar, F ;
Lehner, B ;
Rösch, T ;
Siebert, S .
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES, 2003, 48 (03) :317-337
[5]   Sustainability: Transfer project cannot meet China's water needs [J].
Barnett, Jon ;
Rogers, Sarah ;
Webber, Michael ;
Finlayson, Brian ;
Wang, Mark .
NATURE, 2015, 527 (7578) :295-297
[6]  
BARNSTON AG, 1984, J CLIM APPL METEOROL, V23, P865, DOI 10.1175/1520-0450(1984)023<0865:TEOIOW>2.0.CO
[7]  
2
[8]   Development of the Community Water Model (CWatM v1.04) - a high-resolution hydrological model for global and regional assessment of integrated water resources management [J].
Burek, Peter ;
Satoh, Yusuke ;
Kahil, Taher ;
Tang, Ting ;
Greve, Peter ;
Smilovic, Mikhail ;
Guillaumot, Luca ;
Zhao, Fang ;
Wada, Yoshihide .
GEOSCIENTIFIC MODEL DEVELOPMENT, 2020, 13 (07) :3267-3298
[9]   Evaluating actual evapotranspiration and impacts of groundwater storage change in the North China Plain [J].
Cao, Guoliang ;
Han, Dongmei ;
Song, Xianfang .
HYDROLOGICAL PROCESSES, 2014, 28 (04) :1797-1808
[10]  
Chen, 2023, NCAR TECHNICAL NOTE, DOI [10.5065/ew8g-yr95, DOI 10.5065/EW8G-YR95]