Journal of Agriculture ›› 2021, Vol. 11 ›› Issue (5): 91-96.doi: 10.11923/j.issn.2095-4050.cjas2020-0258
Special Issue: 农业气象
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Xiao Yang1,2(), Wang Guan1, Yuan Shujie3(), Yu Fei4
Received:
2020-11-27
Revised:
2021-01-18
Online:
2021-05-20
Published:
2021-06-29
Contact:
Yuan Shujie
E-mail:xiaoyang9891@163.com;ysj@cuit.edu.cn
CLC Number:
Xiao Yang, Wang Guan, Yuan Shujie, Yu Fei. Temperature and Relative Humidity Forecast Model of Greenhouse Grape Under Different Weather Types[J]. Journal of Agriculture, 2021, 11(5): 91-96.
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URL: http://nxxb.caass.org.cn/EN/10.11923/j.issn.2095-4050.cjas2020-0258
X1 | X2 | X3 | X4 | X5 | ||
---|---|---|---|---|---|---|
前 期 | 晴天Y1 | 0.801** | -0.537** | 0.515** | 0.025 | 0.760** |
多云Y1 | 0.844** | -0.479** | 0.607** | — | 0.754** | |
阴天Y1 | 0.978** | 0.157 | -0.175 | -0.019 | — | |
中 期 | 晴天Y1 | 0.849** | -0.062 | 0.217** | 0.045 | 0.525** |
多云Y1 | 0.997** | -0.805** | 0.609** | — | 0.664** | |
阴天Y1 | 0.952** | 0.277** | 0.465** | 0.169 | — | |
后 期 | 晴天Y1 | 0.805** | -0.523** | 0.564** | — | 0.685** |
阴天Y1 | 0.859** | -0.539** | 0.226 | — | — |
X1 | X2 | X3 | X4 | X5 | ||
---|---|---|---|---|---|---|
前 期 | 晴天Y1 | 0.801** | -0.537** | 0.515** | 0.025 | 0.760** |
多云Y1 | 0.844** | -0.479** | 0.607** | — | 0.754** | |
阴天Y1 | 0.978** | 0.157 | -0.175 | -0.019 | — | |
中 期 | 晴天Y1 | 0.849** | -0.062 | 0.217** | 0.045 | 0.525** |
多云Y1 | 0.997** | -0.805** | 0.609** | — | 0.664** | |
阴天Y1 | 0.952** | 0.277** | 0.465** | 0.169 | — | |
后 期 | 晴天Y1 | 0.805** | -0.523** | 0.564** | — | 0.685** |
阴天Y1 | 0.859** | -0.539** | 0.226 | — | — |
天气类型 | 模 型 | 样本数量 | R2 | RSME/℃ | MAE/℃ | |
---|---|---|---|---|---|---|
前 期 | 晴天 | Y1=-2.497+1.061X1+0.775X5 | 144 | 0.876 | 2.3 | 1.9 |
多云 | Y1=-4.20+1.015X1+0.685X5+0.913X3 | 48 | 0.891 | 1.8 | 1.4 | |
阴天 | Y1=-0.489+1.2X1 | 24 | 0.956 | 0.3 | 0.2 | |
中 期 | 晴天 | Y1=2.25+0.55X1+0.465X3+0.123X5-0.02X2 | 287 | 0.854 | 1.4 | 1.1 |
多云 | Y1=0.365+0.949X1 | 24 | 0.993 | 0.3 | 0.2 | |
阴天 | Y1=1.368+0.618X1+0.012X2 | 96 | 0.916 | 0.8 | 0.6 | |
后 期 | 晴天 | Y1=10.889+1.29X1+0.646X5-0.058X2 | 144 | 0.829 | 3.1 | 2.4 |
阴天 | Y1=21.458+1.971X1-0.14X2-2.547X3 | 24 | 0.887 | 1.4 | 1.1 |
天气类型 | 模 型 | 样本数量 | R2 | RSME/℃ | MAE/℃ | |
---|---|---|---|---|---|---|
前 期 | 晴天 | Y1=-2.497+1.061X1+0.775X5 | 144 | 0.876 | 2.3 | 1.9 |
多云 | Y1=-4.20+1.015X1+0.685X5+0.913X3 | 48 | 0.891 | 1.8 | 1.4 | |
阴天 | Y1=-0.489+1.2X1 | 24 | 0.956 | 0.3 | 0.2 | |
中 期 | 晴天 | Y1=2.25+0.55X1+0.465X3+0.123X5-0.02X2 | 287 | 0.854 | 1.4 | 1.1 |
多云 | Y1=0.365+0.949X1 | 24 | 0.993 | 0.3 | 0.2 | |
阴天 | Y1=1.368+0.618X1+0.012X2 | 96 | 0.916 | 0.8 | 0.6 | |
后 期 | 晴天 | Y1=10.889+1.29X1+0.646X5-0.058X2 | 144 | 0.829 | 3.1 | 2.4 |
阴天 | Y1=21.458+1.971X1-0.14X2-2.547X3 | 24 | 0.887 | 1.4 | 1.1 |
X1 | X2 | X3 | X4 | X5 | ||
---|---|---|---|---|---|---|
晴天 | Y1 | 0.647** | -0.543** | 0.532** | -0.024 | 0.708** |
Y2 | -0.417** | 0.554** | -0.582** | 0.023 | -0.783** | |
多云 | Y1 | 0.767** | -0.426** | 0.518** | — | 0.578** |
Y2 | -0.551** | 0.547** | -0.614** | — | -0.688** | |
阴天 | Y1 | 0.581** | -0.081 | 0.107 | -0.019 | 0.395** |
Y2 | -0.210* | 0.109 | -0.120 | -0.121 | -0.429** |
X1 | X2 | X3 | X4 | X5 | ||
---|---|---|---|---|---|---|
晴天 | Y1 | 0.647** | -0.543** | 0.532** | -0.024 | 0.708** |
Y2 | -0.417** | 0.554** | -0.582** | 0.023 | -0.783** | |
多云 | Y1 | 0.767** | -0.426** | 0.518** | — | 0.578** |
Y2 | -0.551** | 0.547** | -0.614** | — | -0.688** | |
阴天 | Y1 | 0.581** | -0.081 | 0.107 | -0.019 | 0.395** |
Y2 | -0.210* | 0.109 | -0.120 | -0.121 | -0.429** |
天气类型 | 模 型 | 样本数量 | R2 | RSME | MAE |
---|---|---|---|---|---|
晴天 | Y1=11.883+0.724X5+0.617X1-0.067X2+0.349X3 | 1177 | 0.735 | 3.7℃ | 2.9℃ |
Y2=83.532-2.263X5+0.186X2-1.664X3-0.387X1 | 0.711 | 9.4% | 6.9% | ||
多云 | Y1=13.21+1.168X1-0.069X2+0.376X5 | 72 | 0.800 | 2.1℃ | 1.6℃ |
Y2=75.913-1.748X5-1.882X1+0.234X2 | 0.730 | 6.9% | 5.5% | ||
阴天 | Y1=7.843+0.571X1+0.912X5+0.335X3 | 144 | 0.511 | 2.2℃ | 1.7℃ |
Y2=90.853-2.892X5-0.581X1-0.763X3 | 0.245 | 8.1% | 6.1% |
天气类型 | 模 型 | 样本数量 | R2 | RSME | MAE |
---|---|---|---|---|---|
晴天 | Y1=11.883+0.724X5+0.617X1-0.067X2+0.349X3 | 1177 | 0.735 | 3.7℃ | 2.9℃ |
Y2=83.532-2.263X5+0.186X2-1.664X3-0.387X1 | 0.711 | 9.4% | 6.9% | ||
多云 | Y1=13.21+1.168X1-0.069X2+0.376X5 | 72 | 0.800 | 2.1℃ | 1.6℃ |
Y2=75.913-1.748X5-1.882X1+0.234X2 | 0.730 | 6.9% | 5.5% | ||
阴天 | Y1=7.843+0.571X1+0.912X5+0.335X3 | 144 | 0.511 | 2.2℃ | 1.7℃ |
Y2=90.853-2.892X5-0.581X1-0.763X3 | 0.245 | 8.1% | 6.1% |
X1 | X2 | X3 | X4 | X5 | ||
---|---|---|---|---|---|---|
晴天 | Y1 | 0.693** | -0.560** | 0.450** | — | 0.679** |
Y2 | -0.352** | 0.650** | -0.409** | — | -0.762** | |
多云 | Y1 | 0.686** | -0.490** | 0.145 | — | 0.649** |
Y2 | -0.321** | 0.387** | -0.076 | — | -0.699** | |
阴天 | Y1 | 0.658** | -0.153* | -0.105 | -0.066 | — |
Y2 | -0.308* | 0.176* | -0.088 | 0.075 | — |
X1 | X2 | X3 | X4 | X5 | ||
---|---|---|---|---|---|---|
晴天 | Y1 | 0.693** | -0.560** | 0.450** | — | 0.679** |
Y2 | -0.352** | 0.650** | -0.409** | — | -0.762** | |
多云 | Y1 | 0.686** | -0.490** | 0.145 | — | 0.649** |
Y2 | -0.321** | 0.387** | -0.076 | — | -0.699** | |
阴天 | Y1 | 0.658** | -0.153* | -0.105 | -0.066 | — |
Y2 | -0.308* | 0.176* | -0.088 | 0.075 | — |
天气类型 | 模型 | 样本数量 | R2 | RSME | MAE |
---|---|---|---|---|---|
晴天 | Y1=15.032+0.485X1+0.681X5-0.062X2 | 616 | 0.764 | 3.4℃ | 2.6℃ |
Y2=74.416-2.214X5+0.310X2-0.219X1 | 0.693 | 10.3% | 7.5% | ||
多云 | Y1=13.038+0.626X1+0.752X5-0.029X2 | 140 | 0.723 | 2.9℃ | 2.1℃ |
Y2=84.724-2.694X5+0.135X2 | 0.520 | 10.5% | 7.3% | ||
阴天 | Y1=15.088+0.675X1-0.054X2-0.371X3 | 178 | 0.502 | 2.1℃ | 1.6℃ |
Y2=90.622-0.652X1+0.07X2 | 0.730 | 5.8% | 4.6% |
天气类型 | 模型 | 样本数量 | R2 | RSME | MAE |
---|---|---|---|---|---|
晴天 | Y1=15.032+0.485X1+0.681X5-0.062X2 | 616 | 0.764 | 3.4℃ | 2.6℃ |
Y2=74.416-2.214X5+0.310X2-0.219X1 | 0.693 | 10.3% | 7.5% | ||
多云 | Y1=13.038+0.626X1+0.752X5-0.029X2 | 140 | 0.723 | 2.9℃ | 2.1℃ |
Y2=84.724-2.694X5+0.135X2 | 0.520 | 10.5% | 7.3% | ||
阴天 | Y1=15.088+0.675X1-0.054X2-0.371X3 | 178 | 0.502 | 2.1℃ | 1.6℃ |
Y2=90.622-0.652X1+0.07X2 | 0.730 | 5.8% | 4.6% |
X1 | X2 | X3 | X4 | X5 | ||
---|---|---|---|---|---|---|
晴天 | Y1 | 0.718** | -0.470** | 0.480** | -0.096* | 0.720** |
Y2 | -0.571** | 0.555** | -0.539** | 0.066 | -0.696** | |
多云 | Y1 | 0.489** | -0.508** | 0.492** | -0.103 | 0.651** |
Y2 | -0.699** | 0.444** | -0.451** | 0.061 | -0.617** | |
阴天 | Y1 | 0.710** | 0.036 | 0.093 | -0.090 | — |
Y2 | 0.220* | 0.783** | -0.445** | 0.065 | — |
X1 | X2 | X3 | X4 | X5 | ||
---|---|---|---|---|---|---|
晴天 | Y1 | 0.718** | -0.470** | 0.480** | -0.096* | 0.720** |
Y2 | -0.571** | 0.555** | -0.539** | 0.066 | -0.696** | |
多云 | Y1 | 0.489** | -0.508** | 0.492** | -0.103 | 0.651** |
Y2 | -0.699** | 0.444** | -0.451** | 0.061 | -0.617** | |
阴天 | Y1 | 0.710** | 0.036 | 0.093 | -0.090 | — |
Y2 | 0.220* | 0.783** | -0.445** | 0.065 | — |
天气类型 | 模型 | 样本数量 | R2 | RSME | MAE |
---|---|---|---|---|---|
晴天 | Y1=9.259+0.638X5+0.686X1-0.056X2+1.05X4 | 620 | 0.761 | 3.3℃ | 2.5℃ |
Y2=85.49-2.08X5-1.446X1+0.3X2-4.57X4-0.97X3 | 0.666 | 13.3% | 10.6% | ||
多云 | Y1=13.33+0.449X5-0.127X2+0.808X1 | 71 | 0.656 | 3.5℃ | 2.7℃ |
Y2=104.88-4.283X1+0.449X2-0.779X5 | 0.822 | 8.6% | 7.1% | ||
阴天 | Y1=3.675+0.989X1 | 96 | 0.503 | 2.3℃ | 1.8℃ |
Y2=42.85+0.404X2+1.121X1-1.348X3 | 0.680 | 6.9% | 6.0% |
天气类型 | 模型 | 样本数量 | R2 | RSME | MAE |
---|---|---|---|---|---|
晴天 | Y1=9.259+0.638X5+0.686X1-0.056X2+1.05X4 | 620 | 0.761 | 3.3℃ | 2.5℃ |
Y2=85.49-2.08X5-1.446X1+0.3X2-4.57X4-0.97X3 | 0.666 | 13.3% | 10.6% | ||
多云 | Y1=13.33+0.449X5-0.127X2+0.808X1 | 71 | 0.656 | 3.5℃ | 2.7℃ |
Y2=104.88-4.283X1+0.449X2-0.779X5 | 0.822 | 8.6% | 7.1% | ||
阴天 | Y1=3.675+0.989X1 | 96 | 0.503 | 2.3℃ | 1.8℃ |
Y2=42.85+0.404X2+1.121X1-1.348X3 | 0.680 | 6.9% | 6.0% |
天气类型 | 模型 | 样本数量 | R2 | RSME/℃ | MAE/℃ |
---|---|---|---|---|---|
晴天 | Y1=-3.718+1.006X1+0.773X5+0.311X3+0.018X2 | 895 | 0.860 | 2.7 | 2.0 |
多云 | Y1=-1.645+1.078X1+0.63X5 | 350 | 0.819 | 2.6 | 2.0 |
阴天 | Y1=1.467+1.078X1-0.036X2 | 160 | 0.692 | 2.6 | 2.0 |
天气类型 | 模型 | 样本数量 | R2 | RSME/℃ | MAE/℃ |
---|---|---|---|---|---|
晴天 | Y1=-3.718+1.006X1+0.773X5+0.311X3+0.018X2 | 895 | 0.860 | 2.7 | 2.0 |
多云 | Y1=-1.645+1.078X1+0.63X5 | 350 | 0.819 | 2.6 | 2.0 |
阴天 | Y1=1.467+1.078X1-0.036X2 | 160 | 0.692 | 2.6 | 2.0 |
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