Crops ›› 2016, Vol. 32 ›› Issue (2): 159-164.doi: 10.16035/j.issn.1001-7283.2016.02.029

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Comparison of Using DSSAT and Fuzzy Mathematics for Climatic Suitability Model of Winter Wheat

Zhang Jiantao,Li Guoqiang,Chen Dandan,Feng Xiao,Zheng Guoqing   

  1. Agricultural Economy & Information Institute,Henan Academy of Agricultural Sciences,Zhengzhou 450008,Henan,China
  • Received:2015-10-10 Revised:2016-01-08 Online:2016-04-15 Published:2018-08-26
  • Contact: Guoqiang Li,Guoqing Zheng

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Abstract:

In order to compare the application of DSSAT model and fuzzy mathematical method in climate suitability evaluation of winter wheat, two evaluation models of climate suitability were respectively established. The climate suitability of winter wheat at different growth stage and in the whole growth stage was calculated by data from counties of Qi and Tangyin in Henan province during 1999-2013. Correlation analysis was used to test the evaluation effect of climate suitability of winter wheat calculated by DSSAT and fuzzy mathematical method. The results showed that at emerging to wintering stage, turning green to jointing stage, jointing to anthesis stage and anthesis to maturity stage, the change trend of climate suitability calculated by DSSAT model (CS-DSSAT) all agreed well with that by fuzzy mathematical method (CS-FM). There was a positive relationship between CS-DSSAT and CS-FM at four stages, while a negative relationship at overwintering to turning green stage. The change trend of CS-DSSAT at whole growth period was consistent with that of CS-FM. The standard deviation and variation coefficient of CS-DSSAT were respectively higher than that of CS-FM, but compared with CS-FM, the change trend of CS-DSSAT was closer to that of yield. DSSAT model could be employed to evaluate climate suitability of winter wheat.

Key words: Winter wheat, DSSAT model, Fuzzy mathematics, Climatic suitability

"

地点Location 播种Sowing 出苗Emergence 越冬Overwintering 返青Turning green 拔节Jointing 开花Anthesis 成熟Maturity
杞县Qi 10-16 10-25 12-20 2-14 3-29 4-30 6-05
汤阴县Tangyin 10-09 10-18 12-07 2-14 4-01 5-03 6-08

Table 2

Model parameters of Zhoumai 16"

P1V P1D P5 G1 G2 G3 PHINT
48.12 113.2 712.5 20 37.5 4.5 80

Fig.1

Validation results of yield and growth stages for Zhoumai 16"

Fig.2

Climate suitability changed in different growth stages in Qi and Tangyin"

Table 3

Climate suitability statistic analysed in different growth stages in Qi and Tangyin county"

生育期Growth stages 适宜度算法Algorithm 杞县Qi 汤阴县Tangyin
均值Mean 标准差SD 变异系数VC 均值Mean 标准差SD 变异系数VC
出苗—越冬Emergence-overwintering
 模糊数学法FM 0.76 0.06 0.08 0.78 0.05 0.06
模型法M 0.60 0.23 0.38 0.65 0.20 0.31
越冬—返青Overwintering-turning green
 模糊数学法FM 0.76 0.04 0.05 0.81 0.02 0.03
模型法M 0.48 0.28 0.60 0.37 0.27 0.72
返青—拔节Turning green-jointing
 模糊数学法FM 0.80 0.02 0.02 0.81 0.03 0.04
模型法M 0.84 0.11 0.13 0.76 0.16 0.21
拔节—开花Jointing-anthesis
 模糊数学法FM 0.86 0.04 0.04 0.85 0.04 0.05
模型法M 0.88 0.07 0.07 0.88 0.06 0.07
开花—成熟Anthesis-maturity
 模糊数学法FM 0.83 0.02 0.02 0.84 0.03 0.04
模型法M 0.80 0.13 0.16 0.80 0.09 0.12
全生育期Whole growth stage
 模糊数学法FM 0.81 0.02 0.03 0.82 0.02 0.02
模型法M 0.87 0.08 0.09 0.84 0.10 0.12

Table 4

Correlation analysed of different growth stages climate suitability in Qi and Tangyin"

站点
Location		 出苗—越冬
Emergence-overwintering		 越冬—返青
Overwintering-turning green		 返青—拔节
Turning green-jointing		 拔节—开花
Jointing-anthesis		 开花—成熟
Anthesis-maturity		 全生育期
Whole growth stage
杞县Qi 0.913** -0.779** 0.500 0.776** 0.814** 0.440
汤阴县Tangyin 0.966** -0.363 0.879 0.707** 0.673** 0.465*

Fig.3

Compared of two algorithm in whole growth period climate suitability in Qi and Tangyin"

[1] 郭建平 . 气候变化对中国农业生产的影响研究进展. 应用气象学报, 2015,26(1):1-11.
[2] Adams R M . Global climate change and agriculture:an economic perspective. American Journal of Agricultural Economics, 1989,71(5):1272-1279.
doi: 10.2307/1243120
[3] 宫丽娟, 王晨轶, 王萍 , 等. 东北三省玉米气候适宜度变化分析. 玉米科学, 2013,21(5):140-146.
[4] 刘清春, 千怀遂, 任玉玉 , 等. 河南省棉花的温度适宜性及其变化趋势分析. 资源科学, 2004,26(4):51-56.
[5] 千怀遂, 焦士兴, 赵峰 . 河南省冬小麦气候适宜性变化研究. 生态学杂志, 2005,24(5):503-507.
[6] 张建军, 陈晓艺, 马晓群 . 安徽油菜气候适宜度评价指标的建立与应用. 中国农学通报, 2012,28(13):155-158.
[7] 姚小英, 蒲金涌, 姚茹莘 , 等. 气候暖干化背景下甘肃旱作区玉米气候适宜性变化. 地理学报, 2011,66(1):59-67.
[8] 宫丽娟, 李宇光, 王萍 , 等. 黑龙江省玉米气候适宜度变化分析. 吉林农业科学, 2012,37(5):140-146.
[9] 徐玲玲, 吕厚荃, 方利 . 气候变化对黄淮海地区夏玉米气候适宜度的影响. 资源科学, 2014,36(4):782-787.
[10] 张素青, 张建涛, 李继蕊 , 等. WOFOST模型在河南省夏玉米主产区的校准与验证. 河南农业科学, 2014,43(8):152-156.
[11] 张铁楠, 付驰, 李晶 , 等. 基于寒地春小麦AquaCrop与WOFOST模型适应性验证分析.作物杂志, 2013(3):121-126.
[12] 郑国清, 李国强, 冯晓 , 等. 基于模型的冬小麦-夏玉米两熟数字化种植设计系统构建. 江苏农业学报, 2012,28(2):284-289.
[13] 李军, 王立祥, 邵明安 , 等. 黄土高原地区小麦生产潜力模拟研究. 自然资源学报, 2001,16(2):161-165.
doi: 10.11849/zrzyxb.2001.02.010
[14] 陶生才, 潘婕, 刘珂 . DSSAT模型在中国农业与气候变化领域应用进展. 中国农学通报, 2015,31(9):200-206.
[15] 邹龙, 冯浩 . DSSAT-CERES模型在黄土高原丘陵沟壑地区春玉米生产中的适用性评价. 植物营养与肥料学报, 2014,20(6):1413-1420.
doi: 10.11674/zwyf.2014.0611
[16] 刘建刚, 褚庆全, 王光耀 , 等. 基于DSSAT模型的氮肥管理下华北地区冬小麦产量差的模拟. 农业工程学报, 2013,29(23):124-129.
[17] 王文佳, 冯浩, 宋献方 . 基于DSSAT模型陕西杨凌不同降水年型冬小麦灌溉制度研究. 干旱地区农业研究, 2013,31(4):1-10.
[18] 李秀芬, 马树庆, 宫丽娟, 等 .基于 WOFOST 的东北地区玉米生育期气象条件适宜度评价. 中国农业气象, 2013,34(1):43-49.
doi: 10.3969/j.issn.1000-6362.2013.01.007
[19] 王琦, 郭建茂, 郑腾飞 , 等. 基于作物模型的冬小麦气候适宜度算法研究. 中国农学通报, 2013,29(32):374-378.
[20] 朱新玉, 刘杰, 史本林 , 等. 气候变暖背景下中原腹地冬小麦气候适宜度变化. 地理研究, 2012,31(8):1479-1489.
[21] 赵峰, 千怀遂, 焦士兴 . 农作物气候适宜度模型研究–以河南省冬小麦为例. 资源科学, 2003,25(6):77-82.
[22] 中国气象科学数据共享服务网.中国地面气候资料日值数据集[DB/OL].[2015-10-09]..
[23] 地球系统科学数据共享平台.河南省1:20万分县土壤类型图(1988)[ DB]. .
[24] 地球系统科学数据共享平台.河南省1:150万农业资源、土壤背景数据库(1988)[DB/OL].[ 2015-10-09]. .
[25] 河南省土壤普查办公室. 河南土壤.北京: 中国农业出版社, 2004.
[26] 姚宁, 周元刚, 宋利兵 , 等. 不同水分胁迫条件下DSSAT-CERES-Wheat模型的调参与验证. 农业工程学报, 2015,31(12):138-150.
[27] 杨勤, 许吟隆, 林而达 , 等. 应用DSSAT模型预测宁夏春小麦产量演变趋势. 干旱地区农业研究, 2009,27(2):41-48.
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