Sensitivity of simulated crop yield and nitrate leaching of the wheat-maize cropping system in the North China Plain to model parameters

被引:15
|
作者
Jabloun, Mohamed [1 ,2 ,3 ]
Li, Xiaoxin [5 ]
Zhang, Xiying [5 ]
Tao, Fulu [4 ,6 ]
Hu, Chunsheng [5 ]
Olesen, Jurgen E. [2 ,3 ]
机构
[1] Univ Nottingham, Sch Biosci, Loughborough LE12 5RD, Leics, England
[2] Aarhus Univ, Dept Agroecol, Blichers Alle 20,POB 50, DK-8830 Tjele, Denmark
[3] Sinodanish Ctr Educ & Res SDC, Niels Jensens Vej 2, DK-8000 Aarhus C, Denmark
[4] Chinese Acad Sci, Key Lab Land Surface Pattern & Simulat, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China
[5] Chinese Acad Sci, Key Lab Agr Water Resources, Ctr Agr Resources Res, Inst Genet & Dev Biol, 286 Huaizhong Rd, Shijiazhuang 050021, Hebei, Peoples R China
[6] Nat Resources Inst Finland Luke, FI-00790 Helsinki, Finland
基金
美国国家科学基金会;
关键词
Morris sensitivity analysis; Crop modelling; RDAISY toolbox; Crop yield; Nitrogen leaching; Wheat - maize cropping system; ENVIRONMENTAL-MODELS; ECOSYSTEM MODEL; DAISY MODEL; UNCERTAINTY ANALYSIS; HYDROLOGICAL MODEL; CATCHMENT SCALE; RIVER-BASIN; CALIBRATION; VALIDATION; GROWTH;
D O I
10.1016/j.agrformet.2018.08.002
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Process-based crop simulation models are often over-parameterised and are therefore difficult to calibrate properly. Following this rationale, the Morris screening sensitivity method was carried out on the DAISY model to identify the most influential input parameters operating on selected model outputs, i.e. crop yield, grain nitrogen (N), evapotranspiration and N leaching. The results obtained refer to the winter wheat-summer maize cropping system in the North China Plain. In this study, four different N fertiliser treatments over six years were considered based on a randomised field experiment at Luancheng Experimental Station to elucidate the impact of weather and nitrogen inputs on model sensitivity. A total of 128 parameters were considered for the sensitivity analysis. The ratios [output changes/parameter increments] demonstrated high standard deviations for the most relevant parameters, indicating high parameter non-linearity/interactions. In general, about 34 parameters influenced the outputs of the DAISY model for both crops. The most influential parameters depended on the output considered with sensitivity patterns consistent with the expected dominant processes. Interestingly, some parameters related to the previous crop were found to affect output variables of the following crop, illustrating the importance of considering crop sequences for model calibration. The developed RDAISY toolbox used in this study can serve as a basis for following sensitivity analysis of the DAISY model, thus enabling the selection of the most influential parameters to be considered with model calibration.
引用
收藏
页码:25 / 40
页数:16
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