Evaluation of the Simple Algorithm for Yield Estimate Model in Winter Wheat Simulation under Different Irrigation Scenarios

被引:6
|
作者
Zhang, Chao [1 ]
Liu, Jiangui [2 ]
Dong, Taifeng [2 ]
Shang, Jiali [2 ]
Tang, Min [3 ]
Zhao, Lili [3 ]
Cai, Huanjie [3 ]
机构
[1] Yangzhou Univ, Coll Hydraul Sci & Engn, Yangzhou, Jiangsu, Peoples R China
[2] Agr & Agri Food Canada, Ottawa Res & Dev Ctr, Ottawa, ON, Canada
[3] Northwest Agr & Forestry Univ, Key Lab Agr Soil & Water Engn Arid Area, Minist Educ, Yangling, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
GRAMINEOUS CROP GROWTH; LIGHT-USE EFFICIENCY; LEAF-AREA INDEX; PARAMETERIZED MODEL; BIOMASS; RADIATION; SATELLITE; MAIZE; PRODUCTIVITY; NITROGEN;
D O I
10.2134/agronj2019.04.0305
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Winter wheat (Triticum aestivum L.) is one of the major grain crops grown in Guanzhong Plain, China. Rapid and accurate crop growth and yield estimation are important for agricultural monitoring and policy decision-making. Crop model simulation is an effective way to provide objective growth and yield forecast. In this study, we investigated the applicability of the Simple Algorithm for Yield Estimate (SAFY) model for estimating winter wheat dry shoot biomass (M-S,M-d) and grain yield, using two growing seasons field data from different irrigation scenarios. Results showed that the leaf area index (LAI) could be reasonably well simulated, with a minimum root mean square estimate (RMSE) of 0.11. The water stress intensity of each irrigation scenario was well accounted for through stress factor of effective radiation use efficiency. Good accuracy were achieved for M-S,M-d simulation in both calibration (RMSE = 0.054-0.183 kg m(-2)) and validation (RMSE = 0.146 kg m(-2)) datasets, but showed a general over-estimation during later growth stages. The grain yield was well estimated with a relative error of 1.9% to 16.7% in 2013 to 2014 and 0.1% to 16.7% in 2014 to 2015. The comparison between estimated and measured yield of all irrigation scenarios were robust in both seasons, with the minimum RMSE and MRE of 35.0 g m(-2) and 4.7%, respectively. This work demonstrates the potential of a simple crop model for estimating biomass and yield only by calibrate the LAI without further in situ data, and prefigures assimilation application with remote sensing data in future.
引用
收藏
页码:2970 / 2980
页数:11
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