Using statistical model to simulate the impact of climate change on maize yield with climate and crop uncertainties

被引:10
|
作者
Zhang, Yi [1 ]
Zhao, Yanxia [1 ,2 ]
Wang, Chunyi [3 ]
Chen, Sining [4 ]
机构
[1] Chinese Acad Meteorol Sci, State Key Lab Severe Weather, Beijing 100081, Peoples R China
[2] Shanghai Inst Meteorol Sci, Shanghai 200030, Peoples R China
[3] Hainan Meteorol Serv, Haikou 570203, Hainan, Peoples R China
[4] Tianjin Climate Ctr, Tianjin 300074, Peoples R China
基金
美国国家科学基金会;
关键词
RICE; CHINA;
D O I
10.1007/s00704-016-1935-2
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Assessment of the impact of climate change on crop productions with considering uncertainties is essential for properly identifying and decision-making agricultural practices that are sustainable. In this study, we employed 24 climate projections consisting of the combinations of eight GCMs and three emission scenarios representing the climate projections uncertainty, and two crop statistical models with 100 sets of parameters in each model representing parameter uncertainty within the crop models. The goal of this study was to evaluate the impact of climate change on maize (Zea mays L.) yield at three locations (Benxi, Changling, and Hailun) across Northeast China (NEC) in periods 2010-2039 and 2040-2069, taking 1976-2005 as the baseline period. The multi-models ensembles method is an effective way to deal with the uncertainties. The results of ensemble simulations showed that maize yield reductions were less than 5 % in both future periods relative to the baseline. To further understand the contributions of individual sources of uncertainty, such as climate projections and crop model parameters, in ensemble yield simulations, variance decomposition was performed. The results indicated that the uncertainty from climate projections was much larger than that contributed by crop model parameters. Increased ensemble yield variance revealed the increasing uncertainty in the yield simulation in the future periods.
引用
收藏
页码:1065 / 1071
页数:7
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