小麦生长模型对拔节期和孕穗期低温胁迫响应能力的比较
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肖浏骏,刘蕾蕾,邱小雷,汤亮,曹卫星,朱艳,刘兵
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Testing the Responses of Low Temperature Stress Routine to Low Temperature Stress at Jointing and Booting in Wheat
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XIAO LiuJun,LIU LeiLei,QIU XiaoLei,TANG Liang,CAO WeiXing,ZHU Yan,LIU Bing
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表4 原WheatGrow模型和耦合4种低温胁迫效应算法后的WheatGrow模型对成熟期地上部生物量和产量预测误差的统计检验
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Table 4 Statistical indices in the validation of the original WheatGrow model and the integrated WheatGrow models with low temperature stress routines in estimating final above ground biomass and final grain yield in environment-controlled phytotron experiments
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处理 Treatment (Tmax/Tmin) | 模型 Model | 地上部生物量 Above ground biomass | 籽粒产量 Grain yield | 拔节期 Jointing (S1) | 孕穗期 Booting (S2) | 拔节期 Jointing (S1) | 孕穗期 Booting (S2) | MAE (m2·m-2) | RMSE (m2·m-2) | NRMSE (%) | D-index | R2 | MAE (m2·m-2) | RMSE (m2·m-2) | NRMSE (%) | D-index | R2 | MAE (m2·m-2) | RMSE (m2·m-2) | NRMSE (%) | D-index | R2 | MAE (m2·m-2) | RMSE (m2·m-2) | NRMSE (%) | D-index | R2 | 8/-2℃ | a | 2096 | 2262 | 17.4 | 0.71 | 0.01 | 2692 | 2883 | 23.1 | 0.72 | 0.33 | 1113 | 1220 | 24 | 0.71 | 0.05 | 1211 | 1335 | 26.7 | 0.71 | 0.2 | b | 1778 | 1934 | 14.8 | 0.7 | 0.06 | 2173 | 2284 | 18.3 | 0.73 | 0.24 | 975.3 | 1077 | 21.2 | 0.71 | 0.05 | 998.6 | 1080 | 21.6 | 0.72 | 0.52 | c | 974.5 | 1196 | 9.2 | 0.62 | 0.12 | 759.6 | 915.7 | 7.3 | 0.81 | 0.52 | 334.4 | 455.6 | 9 | 0.74 | 0.29 | 412.1 | 495.2 | 9.9 | 0.84 | 0.7 | d | 2096 | 2262 | 17.4 | 0.71 | 0.01 | 1988 | 2094 | 16.7 | 0.73 | 0.31 | 1113 | 1220 | 24 | 0.71 | 0.05 | 922.9 | 1001 | 20 | 0.72 | 0.45 | e | 1192 | 1328 | 10.2 | 0.69 | 0.41 | 1239 | 1343 | 10.7 | 0.74 | 0.45 | 371.5 | 453.3 | 8.9 | 0.73 | 0.59 | 189.5 | 240.8 | 4.8 | 0.94 | 0.8 | 6/-4℃ | a | 3240 | 3323 | 28.4 | 0.74 | 0.02 | 6274 | 6480 | 73.5 | 0.74 | 0.16 | 1838 | 1876 | 43.7 | 0.74 | 0.08 | 3332 | 3391 | 118.8 | 0.74 | 0.11 | b | 1696 | 1769 | 15.1 | 0.73 | 0.53 | 3890 | 3957 | 44.9 | 0.74 | 0.8 | 1204 | 1228 | 28.6 | 0.74 | 0.51 | 2356 | 2372 | 83.1 | 0.75 | 0.8 | c | 622.5 | 732.3 | 6.3 | 0.78 | 0.41 | 1014 | 1148 | 13 | 0.84 | 0.8 | 475.6 | 630.9 | 14.7 | 0.72 | 0.66 | 509.7 | 566.4 | 19.9 | 0.86 | 0.81 | d | 2640 | 2708 | 23.2 | 0.74 | 0.45 | 2550 | 2657 | 30.1 | 0.74 | 0.78 | 1591 | 1618 | 37.7 | 0.74 | 0.44 | 1807 | 1832 | 64.2 | 0.74 | 0.79 | e | 1370 | 1478 | 12.6 | 0.72 | 0.47 | 1723 | 1858 | 21.1 | 0.76 | 0.8 | 407.5 | 484.9 | 11.3 | 0.75 | 0.52 | 466.8 | 581.5 | 20.4 | 0.86 | 0.81 | 4/-6℃ | a | 4903 | 5023 | 50.6 | 0.74 | 0 | 11666 | 11800 | 366.7 | 0.75 | 0.01 | 2650 | 2705 | 79.1 | 0.74 | 0.06 | 5284 | 5311 | 650.9 | 0.75 | 0.04 | b | 1692 | 1836 | 18.5 | 0.72 | 0.66 | 6260 | 6381 | 198.3 | 0.74 | 0.79 | 1333 | 1384 | 40.5 | 0.74 | 0.52 | 3071 | 3129 | 383.6 | 0.74 | 0.8 | c | 609.7 | 734.9 | 7.4 | 0.89 | 0.77 | 4247 | 4314 | 134.1 | 0.74 | 0.82 | 643.7 | 776.1 | 22.7 | 0.77 | 0.72 | 520.7 | 656.6 | 80.5 | 0.81 | 0.85 | d | 3161 | 3228 | 32.5 | 0.74 | 0.62 | 2639 | 3070 | 95.4 | 0.74 | 0.82 | 1937 | 1972 | 57.7 | 0.74 | 0.48 | 1539 | 1754 | 214.9 | 0.71 | 0.84 | e | 1562 | 1641 | 16.5 | 0.73 | 0.8 | 3358 | 3468 | 107.8 | 0.74 | 0.77 | 407.7 | 482.4 | 14.1 | 0.85 | 0.7 | 481.5 | 559.2 | 68.5 | 0.82 | 0.72 | 低于0 ℃ Tmin<0℃ | a | 3413 | 3714 | 32.2 | 0.72 | 0.1 | 6877 | 7949 | 97.2 | 0.69 | 0.07 | 1867 | 2027 | 47.5 | 0.72 | 0.07 | 3276 | 3719 | 128.6 | 0.7 | 0.1 | b | 1722 | 1847 | 16 | 0.79 | 0.79 | 4108 | 4531 | 55.4 | 0.75 | 0.85 | 1171 | 1236 | 29 | 0.74 | 0.77 | 2142 | 2351 | 81.3 | 0.73 | 0.79 | c | 735.5 | 914 | 7.9 | 0.92 | 0.79 | 2007 | 2631 | 32.2 | 0.85 | 0.9 | 484.6 | 634.5 | 14.9 | 0.9 | 0.83 | 480.9 | 576.5 | 19.9 | 0.97 | 0.9 | d | 2632 | 2761 | 23.9 | 0.73 | 0.75 | 2392 | 2637 | 32.2 | 0.91 | 0.92 | 1547 | 1633 | 38.3 | 0.73 | 0.72 | 1423 | 1574 | 54.4 | 0.85 | 0.86 | e | 1375 | 1488 | 12.9 | 0.82 | 0.83 | 2107 | 2400 | 29.3 | 0.9 | 0.95 | 395.6 | 473.7 | 11.1 | 0.93 | 0.83 | 379.3 | 486.1 | 16.8 | 0.98 | 0.96 |
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