中国农业科学 ›› 2022, Vol. 55 ›› Issue (10): 1917-1937.doi: 10.3864/j.issn.0578-1752.2022.10.004
刘霞霞(),李扬,王靖(
),黄明霞,白蕤,宋扬,胡琦,张佳莹,陈仁伟
收稿日期:
2021-08-15
接受日期:
2021-12-01
出版日期:
2022-05-16
发布日期:
2022-06-02
联系方式:
刘霞霞,E-mail: lxx13613463078@163.com。
基金资助:
LIU XiaXia(),LI Yang,WANG Jing(
),HUANG MingXia,BAI Rui,SONG Yang,HU Qi,ZHANG JiaYing,CHEN RenWei
Received:
2021-08-15
Accepted:
2021-12-01
Published:
2022-05-16
Online:
2022-06-02
摘要:
【目的】探究内蒙古四大生态区(黄土高原、阴山北麓、燕山丘陵和大兴安岭)不同降水年型下主要作物(玉米、马铃薯、莜麦、油菜、油葵和食葵)的适应性,为优化内蒙古主要作物布局提供重要科学参考。【方法】本研究选取4个生态区的典型站点,应用验证后的APSIM模型定量6种作物的潜在产量、雨养产量和产量差,以此计算不同降水年型下作物减产率,评估其适应性并基于作物水分生产函数解析作物对水分的敏感性。【结果】(1)6种作物营养生长期、生殖生长期和产量模拟值与实测值的RMSE分别为10.1 d、8.9 d和1 322.4 kg·hm-2,NRMSE分别为14.6%、19.2%和22.6%,表明模型能够较好地模拟不同区域各作物的生长发育和产量形成。(2)玉米、马铃薯、莜麦、油菜、油葵与食葵的潜在干重产量分别为12 024±4 874、7 315±806、6 611±906、2 424±326、2 721±205、4 905±428 kg·hm-2,莜麦与食葵的最大潜在产量在阴山北麓,其他4种作物的最大潜在产量在黄土高原。玉米、马铃薯、莜麦、油菜、油葵与食葵的雨养干重产量分别为3 056±2 902、3 337±1 608、2 974±1 677、912±511、869±618、1 508±984 kg·hm-2,6种作物的雨养产量自西向东递增,在大兴安岭达到最大值。玉米、马铃薯、莜麦、油菜、油葵与食葵的产量差分别为8 968±5 844、3 978±2 358、3 637±2 122、1 512±832、1 852±749、3 397±1 328 kg·hm-2,除玉米与莜麦外的4种作物产量差自西向东递减,在大兴安岭达到最低值。(3)以雨养产量相对于潜在产量的减产率为干旱指标,并参考雨养产量的变异系数,则在雨养条件下,黄土高原区各作物均不适宜种植;阴山北麓区枯水年各作物均不适宜种植,平水年适宜种植马铃薯,丰水年则适宜种植马铃薯、莜麦;燕山丘陵区枯水年各作物均不适宜种植,平水年适宜种植马铃薯与莜麦,丰水年6种作物均适宜种植;大兴安岭区枯水年适宜种植马铃薯、莜麦、油菜与食葵,平水年与丰水年6种作物均适宜种植。(4)6种作物的相对蒸散与相对产量的线性相关均达到了极显著水平(P<0.01),R2在0.84—0.99。作物对水分亏缺的敏感度为:油葵>食葵>玉米>莜麦>油菜>马铃薯。【结论】本研究揭示了内蒙古四大生态区不同降水年型下作物的适应性,6种作物对水分的敏感性差异较大,雨养条件下,马铃薯在阴山北麓与燕山丘陵的平水年与丰水年型以及大兴安岭的所有年型下均适宜种植,莜麦在阴山北麓的丰水年型、燕山丘陵的平水和丰水年型以及大兴安岭的所有年型下均适宜种植,油菜与食葵在燕山丘陵的丰水年,大兴安岭的所有年型下均适宜种植,而玉米与油葵仅在燕山丘陵的丰水年,大兴安岭的平水年与丰水年型下适宜种植。
刘霞霞, 李扬, 王靖, 黄明霞, 白蕤, 宋扬, 胡琦, 张佳莹, 陈仁伟. 基于APSIM模型的内蒙古四大生态区不同降水年型下主要作物适应性评价[J]. 中国农业科学, 2022, 55(10): 1917-1937.
LIU XiaXia, LI Yang, WANG Jing, HUANG MingXia, BAI Rui, SONG Yang, HU Qi, ZHANG JiaYing, CHEN RenWei. Adaptability Evaluation of Staple Crops Under Different Precipitation Year Types in Four Ecological Regions of Inner Mongolia Based on APSIM[J]. Scientia Agricultura Sinica, 2022, 55(10): 1917-1937.
表1
各站点土壤物理参数"
站点 Site | 土层 Soil layer (cm) | 容重 Bulk density (g·cm-3) | 饱和含水量 Saturated water content (mm·mm-1) | 田间持水量 Field capacity (mm·mm-1) | 凋萎含水量 Wilting water content (mm·mm-1) |
---|---|---|---|---|---|
鄂托克旗 Etuokeqi | 0—100 | 1.45±0.05 | 0.47±0.008 | 0.43±0.03 | 0.27±0.05 |
武川 Wuchuan | 0—100 | 1.42±0.04 | 0.44±0.04 | 0.26±0.03 | 0.11±0.01 |
赤峰 Chifeng | 0—100 | 1.37±0.06 | 0.48±0.02 | 0.37±0.02 | 0.22±0.22 |
扎兰屯 Zhalantun | 0—100 | 1.43±0.10 | 0.46±0.04 | 0.27±0.03 | 0.12±0.02 |
表2
APSIM模型中作物品种参数来源和验证信息"
作物 Crop | 参数来源 Parameter resource | 验证数据 Validation data | |||||||
---|---|---|---|---|---|---|---|---|---|
品种 Cultivar | 站点 Site | 年份 Year | 参考文献 Reference | 品种 Cultivar | 站点 Site | 年份 Year | 参考文献 Reference | ||
玉米 Maize | 郑单958 Zhengdan958 | 林甸县吉祥村 Jixiang Village, Lindian County | 2012—2014 | [ | 郑单958 Zhengdan958 | 中国农业大学北京上庄试验站 Beijing Shangzhuang Experimental Station of China Agricultural University | 2008—2009 | [ | |
郑单958 Zhengdan958 | 呼和浩特市内蒙古农业大学科技园区试验基地 Inner Mongolia Agricultural University Science Park Experimental Base in Hohhot | 2013 | [ | ||||||
金凯3号 Jinkai 3 | 榆中县石头沟旱地农业推广基地 Dryland Agricultural Promotion Base in Shitou Gully, Yuzhong County | 2015—2016 | [ | ||||||
郑单958 Zhengdan958 | 喀喇沁旗水泉沟 Shuiquan Gully, Kalaqin Banner | 2017—2019 | [ | ||||||
马铃薯 Potato | 克新一号 Kexin_1 | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2017—2018 | [ | 克新一号 Kexin_1 | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2010 | [ | |
克新一号 Kexin_1 | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2015—2017 | [ | ||||||
克新一号 Kexin_1 | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2019—2020 | 本研究 This study | ||||||
莜麦 Oats | 草莜一号 Caoyou 1 | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2009—2013 | [ | 草莜一号 Caoyou 1 | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2009—2010 | [ | |
油菜 Canola | 大黄 Bigyellow | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2009—2012 | [ | 大黄 Bigyellow | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2010 | [ | |
青杂5号 Qingza 5 | 海东市平安区沙沟乡 Shagou Village, Ping ' an District, Haidong City | 2019 | [ | ||||||
圣光402 Shengguang 402 | 民乐县永固镇西村 West Village, Yonggu Town, Minle County | 2019 | [ | ||||||
油葵 Oil sunflower | 内葵杂3号 Neikuiza_3 | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2014—2015 | [ | 内葵杂强 Neikuizaqiang | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2010 | [ | |
食葵 Edible sunflower | SF3368 | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2014—2015 | [ | SH361 | 武川农业环境科学观测试验站 The Scientific and Observational Experimental Station of Agro- environment in Wuchuan | 2013—2014 | [ |
表3
APSIM模型中6种作物品种的主要发育期参数"
作物 Crop | 参数和定义 Parameter and definition | 参数值 Parameter value |
---|---|---|
玉米 Maize | tt_emerg_to_endjuv (°C·d) 出苗—幼年期结束所需有效积温 Thermal time required from emergence to end of juvenile | 200 |
tt_flower_to_maturity (°C·d) 开花—成熟所需有效积温 Thermal time required from flower to maturity | 700 | |
马铃薯 Potato | y_tt_emergence (°C·d) 出苗—现蕾所需有效积温 Degree days from emergence to earlytuber | 335 |
tt_earlytuber (°C·d) 现蕾—开花所需有效积温 Degree days from earlytuber to senescing | 210 | |
tt_senescing (°C·d) 开花—成熟所需有效积温 Degree days from senescing to maturity | 660 | |
莜麦 Oats | tt_end_of_juvenile (°C·d) 幼苗阶段所需有效积温 Thermal time required from end of juvenile stage to floral initiation | 425 |
tt_floral_initiation (°C·d) 花芽分化阶段所需有效积温 Thermal time required from floral initiation stage to flowering | 420 | |
tt_flowering (°C·d) 开花期所需有效积温 Thermal time required from flowering to start of grain flling | 150 | |
油菜 Canola | CTTJuv_max (°C·d) 完成幼年期所需有效积温 Maximum thermal time required to complete the juvenile phase when not vernalized | 231 |
CTTFI_max (°C·d) 完成光周期敏感阶段所需有效积温 Maximum thermal time required to complete the photoperiod sensitive stage for photoperiod less than 10.8 h | 370 | |
CTTGF (°C·d) 完成灌浆阶段所需有效积温 Thermal time for the grain filling period | 640 | |
油葵 Oil sunflower | tt_endjuv_to_init (°C·d) 幼年期结束—花芽分化所需有效积温 Thermal time required from end of juvenile to floral initiation | 410 |
tt_fi_to_flag (°C·d) 花芽分化—旗叶所需有效积温 Thermal time required from floral initiation to flag leaf | 400 | |
tt_flower_to_maturity (°C·d) 开花—成熟所需有效积温 Thermal time required from flower to maturity | 700 | |
食葵 Edible sunflower | tt_endjuv_to_init (°C·d) 幼年期结束—花芽分化所需有效积温 Thermal time required from end of juvenile to floral initiation | 220 |
tt_fi_to_flag (°C·d) 花芽分化—旗叶所需有效积温 Thermal time required from floral initiation to flag leaf | 280 | |
tt_flower_to_maturity (°C·d) 开花—成熟所需有效积温 Thermal time required from flower to maturity | 910 |
表4
长期模拟情景设定"
作物 Crop | 播期 Planting date (<BOLD>M</BOLD><BOLD>-</BOLD><BOLD>D</BOLD>) | 密度 Planting density (plants/m2) | 深度 Planting depth (mm) | 行距 Row spacing (mm) | 参考文献 Reference |
---|---|---|---|---|---|
玉米 Maize | 05-10 | 6.15 | 50 | 650 | [ |
马铃薯 Potato | 05-15 | 5 | 80 | 500 | [ |
莜麦 Oats | 05-20 | 128 | 50 | 250 | [ |
油菜 Canola | 05-02 | 15 | 40 | 250 | [ |
油葵 Oil sunflower | 05-15 | 5 | 95 | 500 | [ |
食葵 Edible sunflower | 05-05 | 4 | 95 | 500 | [ |
表5
各站点降水年型划分"
站点 Site | 降水年型 Precipitation year type | 降水保证率 Guaranteed rate of precipitation (%) | 生长季降雨量(平均值) Growing season precipitation (average) (mm) | 生长季降水变异系数 Coefficient of variation of growing season precipitation (%) |
---|---|---|---|---|
鄂托克旗 Etuokeqi | 丰水年 Wet year | ≤25 | 285-423 (332) | 13 |
平水年 Normal year | 26-75 | 175-284 (221) | 16 | |
枯水年 Dry year | >75 | 112-174 (136) | 14 | |
武川 Wuchuan | 丰水年 Wet year | ≤25 | 357-430 (398) | 7 |
平水年 Normal year | 26-75 | 249-357 (300) | 9 | |
枯水年 Dry year | >75 | 141-248 (210) | 11 | |
赤峰 Chifeng | 丰水年 Wet year | ≤25 | 393-552 (445) | 13 |
平水年 Normal year | 26-75 | 259-392 (316) | 11 | |
枯水年 Dry year | >75 | 205-258 (232) | 8 | |
扎兰屯 Zhalantun | 丰水年 Wet year | ≤25 | 528-1050 (676) | 24 |
平水年 Normal year | 26-75 | 416-527 (471) | 7 | |
枯水年 Dry year | >75 | 190-415 (297) | 22 |
表6
内蒙古四大生态区6种作物潜在和雨养产量与生育期总辐射、平均温度和降水的关系"
作物 Crop | 产量 Yield | 地区 Region | 辐射 Solar radiation | 温度 Temperature | 降水 Precipitation | |||
---|---|---|---|---|---|---|---|---|
斜率 Slope | R2 | 斜率 Slope | R2 | 斜率 Slope | R2 | |||
玉米 Maize | Yp | I | 6.17 | 0.61** | -781.81 | 0.37** | 2.47 | 0.03 |
Ⅱ | 3.28 | 0.13* | 2715.41 | 0.60** | -1.73 | 0.01 | ||
Ⅲ | 6.74 | 0.57** | -1140.15 | 0.63** | 4.27 | 0.08 | ||
Ⅳ | 9.14 | 0.35** | 2122.88 | 0.44** | -4.96 | 0.10 | ||
Yr | I | 0.23 | 0.04 | 46.36 | 0.00 | 3.52 | 0.14* | |
Ⅱ | 1.19 | 0.02 | 1002.57 | 0.12* | 9.63 | 0.06 | ||
Ⅲ | -4.86 | 0.16* | -18.81 | 0.01 | 32.45 | 0.71** | ||
Ⅳ | -5.42 | 0.07 | -250.19 | 0.01 | 9.69 | 0.21** | ||
马铃薯 Potato | Yp | I | 4.73 | 0.49** | -20.95 | 0.01 | -1.88 | 0.02 |
Ⅱ | 4.53 | 0.74** | -284.72 | 0.12* | 0.00 | 0.01 | ||
Ⅲ | 4.57 | 0.59** | 456.41 | 0.08 | -5.98 | 0.24** | ||
Ⅳ | 5.19 | 0.67** | 812.46 | 0.20** | -4.49 | 0.27** | ||
Yr | I | 1.02 | 0.27** | 378.79 | 0.06 | 8.74 | 0.39** | |
Ⅱ | 2.02 | 0.06 | -363.83 | 0.03 | 11.65 | 0.17* | ||
Ⅲ | -4.36 | 0.22** | -1019.36 | 0.11* | 15.91 | 0.40** | ||
Ⅳ | 0.90 | 0.03 | -187.10 | 0.01 | -0.58 | 0.01 | ||
莜麦 Oats | Yp | I | 5.84 | 0.66** | -437.11 | 0.27** | 2.03 | 0.04 |
Ⅱ | 4.09 | 0.81** | -570.02 | 0.60** | 4.42 | 0.12* | ||
Ⅲ | 3.05 | 0.29** | -256.22 | 0.17* | -0.91 | 0.02 | ||
Ⅳ | 3.49 | 0.49** | -101.09 | 0.01 | -0.67 | 0.02 | ||
Yr | I | 0.93 | 0.24** | 466.75 | 0.11* | 6.03 | 0.26** | |
Ⅱ | 1.68 | 0.09 | -190.91 | 0.02 | 8.65 | 0.16* | ||
Ⅲ | -0.61 | 0.01 | -1079.51 | 0.28** | 9.38 | 0.18* | ||
Ⅳ | 0.38 | 0.01 | -791.34 | 0.31** | 2.71 | 0.12* | ||
油菜 Canola | Yp | I | 0.81 | 0.12* | -177.88 | 0.13* | 0.66 | 0.03 |
Ⅱ | 1.29 | 0.59** | -25.49 | 0.01 | -0.55 | 0.02 | ||
Ⅲ | 0.59 | 0.11 | 29.46 | 0.003 | -1.23 | 0.11 | ||
Ⅳ | 0.01 | 0.70** | 4.58 | 0.67** | -0.01 | 0.33** | ||
Yr | I | 0.22 | 0.23** | 1114.12 | 0.19** | 2.22 | 0.38** | |
Ⅱ | 0.39 | 0.17* | 63.78 | 0.03 | 3.00 | 0.30** | ||
Ⅲ | 0.12 | 0.01 | -39.64 | 0.01 | 4.66 | 0.65** | ||
Ⅳ | -0.50 | 0.10 | -140.96 | 0.06 | 1.12 | 0.17* | ||
油葵 Oil sunflower | Yp | I | 1.41 | 0.46** | -171.05 | 0.29** | 1.22 | 0.13* |
Ⅱ | -0.06 | 0.01 | 114.13 | 0.12* | -0.03 | 0.03 | ||
Ⅲ | 0.53 | 0.05 | -178.14 | 0.36** | 0.52 | 0.04 | ||
Ⅳ | 0.35 | 0.04 | -118.42 | 0.15* | 0.19 | 0.02 | ||
作物 Crop | 产量 Yield | 地区 Region | 辐射 Solar radiation | 温度 Temperature | 降水 Precipitation | |||
斜率 Slope | R2 | 斜率 Slope | R2 | 斜率 Slope | R2 | |||
Yr | I | 0.26 | 0.44** | 42.21 | 0.03 | 2.00 | 0.58** | |
Ⅱ | 0.17 | 0.01 | -104.02 | 0.05 | 4.11 | 0.29** | ||
Ⅲ | -0.66 | 0.05 | -302.79 | 0.22** | 4.98 | 0.61** | ||
Ⅳ | -1.97 | 0.31** | -341.15 | 0.21** | 2.26 | 0.32** | ||
食葵 Edible sunflower | Yp | I | 1.57 | 0.46** | -161.12 | 0.19* | 0.79 | 0.06 |
Ⅱ | 0.94 | 0.23** | -105.79 | 0.08 | 2.34 | 0.16* | ||
Ⅲ | 1.04 | 0.10 | -237.36 | 0.31** | 0.38 | 0.01 | ||
Ⅳ | 1.28 | 0.29** | -153.92 | 0.10 | -0.26 | 0.01 | ||
Yr | I | 0.42 | 0.33** | 143.43 | 0.20** | 3.01 | 0.33** | |
Ⅱ | 0.65 | 0.13* | 11.04 | 0.03 | 5.47 | 0.32** | ||
Ⅲ | 0.50 | 0.02 | -331.11 | 0.09 | 7.27 | 0.52** | ||
Ⅳ | -1.72 | 0.16* | -640.63 | 0.31** | 3.57 | 0.38** |
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