留言板

尊敬的读者、作者、审稿人, 关于本刊的投稿、审稿、编辑和出版的任何问题, 您可以本页添加留言。我们将尽快给您答复。谢谢您的支持!

姓名
邮箱
手机号码
标题
留言内容
验证码

WOFOST模型蒸散过程改进对玉米干旱模拟影响

蔡福 米娜 明惠青 张淑杰 张慧 赵先丽 张玉书 张兵兵

蔡福, 米娜, 明惠青, 等. WOFOST模型蒸散过程改进对玉米干旱模拟影响. 应用气象学报, 2021, 32(1): 52-64. DOI: 10.11898/1001-7313.20210105. DOI: 10.11898/1001-7313.20210105
引用本文: 蔡福, 米娜, 明惠青, 等. WOFOST模型蒸散过程改进对玉米干旱模拟影响. 应用气象学报, 2021, 32(1): 52-64. DOI: 10.11898/1001-7313.20210105. DOI: 10.11898/1001-7313.20210105
Cai Fu, Mi Na, Ming Huiqing, et al. Effects of improving evapotranspiration parameterization scheme on WOFOST model performance in simulating maize drought stress process. J Appl Meteor Sci, 2021, 32(1): 52-64. DOI:  10.11898/1001-7313.20210105
Citation: Cai Fu, Mi Na, Ming Huiqing, et al. Effects of improving evapotranspiration parameterization scheme on WOFOST model performance in simulating maize drought stress process. J Appl Meteor Sci, 2021, 32(1): 52-64. DOI:  10.11898/1001-7313.20210105

WOFOST模型蒸散过程改进对玉米干旱模拟影响

DOI: 10.11898/1001-7313.20210105
资助项目: 

国家自然科学基金项目 41775110

国家自然科学基金项目 41975149

辽宁省兴辽英才计划项目 XLYC1807262

国家重点研发计划粮食丰产增效科技创新重点专项 2018YFD0300309-02

辽宁省农业攻关及成果产业化项目 2014210003

详细信息
    通信作者:

    张玉书, yushuzhang@126.com

Effects of Improving Evapotranspiration Parameterization Scheme on WOFOST Model Performance in Simulating Maize Drought Stress Process

  • 摘要: 分别利用优化蒸散计算(PM方案)、作物系数(CC方案)和二者同时优化(PMCC方案)改进WOFOST模型,基于降水适宜年(2012年)和干旱年(2015年和2018年)在辽宁省锦州开展的玉米分期(4月20日、4月30日和5月10日)播种试验资料评价模型改进效果。结果表明:2012年,PM方案可增大潜在蒸散,CC方案在作物系数小(大)于1时使潜在蒸散减小(增大);3个方案对叶面积指数、地上生物量和土壤湿度模拟几乎不产生影响。2015年,PM方案的拔节后叶面积指数、地上生物量、产量和土壤湿度较原模型明显减小,蒸腾速率在喇叭口期之前增大,之后减小;CC方案在喇叭口期之前蒸腾速率小于原模型,之后大于原模型,其他4个变量略大于原模型。PMCC方案的各变量模拟值介于PM方案和CC方案之间,3个播期模拟精度叶面积指数分别提高6%,21%和3%,地上生物量分别提高8%,8%和14%,产量分别提高66%,63%和66%。2018年,PMCC方案前两播期地上生物量模拟精度分别提高5%和1%,产量模拟精度分别提高32%和5%。PMCC方案可改善模型在干旱条件下的模型性能。
  • 图  1  玉米生育期内土壤湿度

    Fig. 1  Relative soil moisture in maize growth periods

    图  2  不同模拟方案地上生物量的模拟值与实测值对比

    Fig. 2  Comparisons of observed and simulated total above ground productions

    图  3  玉米关键生育期日最高气温和日最低气温

    Fig. 3  Daily maximum and minimum temperature during the key growth periods of maize

    图  4  叶面积指数的模拟与实测值对比

    Fig. 4  Comparisons of observed and simulated leaf area indices

    图  5  不同模拟方案产量模拟与实测值对比

    Fig. 5  Comparisons of observed and simulated yields

    图  6  4月30日播期不同模拟方案土壤湿度模拟值与实测值对比

    Fig. 6  Comparisons of observed and simulated soil moistures for sowing date on 30 Apr

    图  7  4月30日播期不同模拟方案蒸腾速率模拟值

    Fig. 7  Simulated transpiration rates of different schemes for sowing date on 30 Apr

    图  8  CC方案和PMCC方案4月30日播期作物系数模拟值

    Fig. 8  Simulated crop coefficients based on CC and PMCC schemes for sowing date on 30 Apr

    表  1  不同播期各生育期出现日期及日序

    Table  1  Occurrence dates and days of year in maize growth periods for different sowing date experiments

    年份 生育期 04-20播种 04-30播种 05-10播种
    日期 日序 日期 日序 日期 日序
    2012 三叶 05-12 132 05-15 135 05-23 143
    七叶 05-25 145 05-29 149 06-02 153
    拔节 06-12 163 06-15 166 06-19 170
    抽雄 07-07 188 07-10 191 07-16 197
    乳熟 08-14 226 08-20 232 08-24 236
    成熟 09-18 261 09-23 266 09-25 268
    2015 三叶 05-03 123 05-15 135 05-23 143
    七叶 05-24 144 05-28 148 06-03 154
    拔节 06-09 160 06-14 165 06-16 167
    抽雄 07-11 192 07-14 195 07-17 198
    乳熟 08-17 229 08-24 236 08-25 237
    成熟 09-17 260 09-24 267 09-26 269
    2018 三叶 05-05 125 05-12 132 05-22 142
    七叶 05-18 138 05-24 144 06-05 156
    拔节 06-11 162 06-12 163 06-17 168
    抽雄 07-11 192 07-13 194 07-15 196
    乳熟 08-17 229 08-20 232 08-23 235
    成熟 09-22 265 09-25 268 09-29 272
    下载: 导出CSV

    表  2  2014年不同播期玉米果穗各部分干重及籽粒占比

    Table  2  Dry weights of different components of maize ear and ratios of kernel to ear in 2014

    播期 穗轴重/g 籽粒重/g 果穗重/g 籽粒果穗比
    04-20 36.2 224.9 261.1 0.861
    04-30 34.7 197.0 231.8 0.850
    05-10 35.4 209.7 245.1 0.856
    平均 35.5 210.6 246.0 0.856
    下载: 导出CSV
  • [1] Lobell D B, Roberts M J, Schlenker W, et al.Greater sensitivity to drought accompanies maize yield increase in the US Midwest.Science, 2014, 344: 516-519. doi:  10.1126/science.1251423
    [2] Myers S S, Smith M R, Guth S, et al.Climate change and global food systems:Potential impacts on food security and undernutrition.Annu Rev Publ Health, 2017, 38: 259-277. doi:  10.1146/annurev-publhealth-031816-044356
    [3] 王培娟, 马玉平, 霍治国, 等.土壤水分对冬小麦叶片光合速率影响模型构建.应用气象学报, 2020, 31(3): 267-279. doi:  10.11898/1001-7313.20200302

    Wang P J, Ma Y P, Huo Z G, et al.Construction of the model for soil moisture effects on leaf photosynthesis rate of winter wheat.J Appl Meteor Sci, 2020, 31(3): 267-279. doi:  10.11898/1001-7313.20200302
    [4] 史舟, 梁宗正, 杨媛媛, 等.农业遥感研究现状与展望.农业机械学报, 2015, 46(2): 247-260.

    Shi Z, Liang Z Z, Yang Y Y, et al.Status and prospect of agricultural remote sensing.Transactions of the Chinese Society of Agricultural Machinery, 2015, 46(2): 247-260.
    [5] Li Y B, Song H, Zhou L, et al.Tracking chlorophyll fluorescence as an indicator of drought and rewatering across the entire leaf lifespan in a maize field.Agr Water Manage, 2019, 211: 190-201. doi:  10.1016/j.agwat.2018.09.050
    [6] 郭建平.农业气象灾害监测预测技术研究进展.应用气象学报, 2016, 27(5): 620-630. doi:  10.11898/1001-7313.20160510

    Guo J P.Research progression agricultural meteorological disaster monitoring and forecasting.J Appl Meteor Sci, 2016, 27(5): 620-630. doi:  10.11898/1001-7313.20160510
    [7] FAO.Faostat (2019-03-03)[2020-08-10].http://www.fao.org/faostat/en/#data.
    [8] 宋艳玲, 王建林, 田靳峰, 等.气象干旱指数在东北春玉米干旱监测中的改进.应用气象学报, 2019, 30(1): 25-34. doi:  10.11898/1001-7313.20190103

    Song Y L, Wang J L, Tian J F, et al.The spring maize drought index in northeast China based on meteorological drought index.J Appl Meteor Sci, 2019, 30(1): 25-34. doi:  10.11898/1001-7313.20190103
    [9] Cheng Z Q, Meng J H, Wang Y M.Improving spring maize yield estimation at field scale by assimilating time-series hj-1 CCD data into the WOFOST model using a new method with fast algorithms.Remote Sens, 2016, 8(4): 303. doi:  10.3390/rs8040303
    [10] 赵锦, 杨晓光, 刘志娟, 等.全球气候变暖对中国种植制度的可能影响.X:气候变化对东北三省春玉米气候适宜性的影响.中国农业科学, 2014, 47(16): 3143-3156. doi:  10.3864/j.issn.0578-1752.2014.16.003

    Zhao J, Yang X G, Liu Z J, et al.The possible effects of global warming on cropping systems in China.X:The possible impacts of climate change on climatic suitability of spring maize in the three provinces of Northeast China.Sciencia Agricultura Sinica, 2014, 47(16): 3143-3156. doi:  10.3864/j.issn.0578-1752.2014.16.003
    [11] 米娜, 蔡福, 张玉书, 等.不同生育期持续干旱对玉米的影响及其与减产率的定量关系.应用生态学报, 2017, 28(5): 1563-1570.

    Mi N, Cai F, Zhang Y S, et al.Effect of continuous drought during different growth stages on maize and its quantitative relationship with yield loss.Chinese Journal of Applied Ecology, 2017, 28(5): 1563-1570.
    [12] 蔡福, 明惠青, 谢艳兵, 等.东北地区春玉米关键生育期干旱对根系生长的影响.气象与环境学报, 2018, 34(2): 75-81. doi:  10.3969/j.issn.1673-503X.2018.02.010

    Cai F, Ming H Q, Xie Y B, et al.Effect of drought stress on root growth during the key growth periods of spring maize in Northeast China.Journal of Meteorology and Environment, 2018, 34(2): 75-81. doi:  10.3969/j.issn.1673-503X.2018.02.010
    [13] 蔡福, 米娜, 纪瑞鹏, 等.关键发育期干旱及复水过程对春玉米主要生理参数的影响.应用生态学报, 2017, 28(11): 3643-3652.

    Cai F, Mi N, Ji R P, et al.Effects of drought stress and subsequent rewatering on major physiological parameters of spring maize during the key growth periods.Chinese Journal of Applied Ecology, 2017, 28(11): 3643-3652.
    [14] Song H, Li Y B, Zhou L, et al.Maize leaf functional responses to drought episode and rewatering.Agr Forest Meteorol, 2018, 249: 57-70. doi:  10.1016/j.agrformet.2017.11.023
    [15] 郝卫平.干旱复水对玉米水分利用效率及补偿效应影响研究.北京:中国农业科学院, 2013.

    Hao W P.Influence of Water Stress and Rewatering on Maize WUE and Compensation Effects.Beijing:Chinese Academy of Agricultural Sciences, 2013.
    [16] Ahuja I, De Vos R C, Bones A M, et al.Plant molecular stress responses face climate change.Trends Plant Sci, 2010, 15(12): 664-674. doi:  10.1016/j.tplants.2010.08.002
    [17] Xu Z Z, Zhou G S, Shimizu H.Plant responses to drought and rewatering.Plant Signal Behav, 2010, 5(6): 649-654. doi:  10.4161/psb.5.6.11398
    [18] 马玉平, 霍治国, 王培娟, 等.中国农业气象模式(CAMM1.0)构建与应用.应用气象学报, 2019, 30(5): 528-542. doi:  10.11898/1001-7313.20190502

    Ma Y P, Huo Z G, Wang P J, et al.The construction and application of Chinese agrometeorological model (CAMM1.0).J Appl Meteor Sci, 2019, 30(5): 528-542. doi:  10.11898/1001-7313.20190502
    [19] 侯英雨, 张营, 吴门新, 等.国家级现代农业气象业务技术进展.应用气象学报, 2018, 29(6): 641-656. doi:  10.11898/1001-7313.20180601

    Hou Y Y, Zhang Y, Wu M X, et al.Advances of modern agrometeorological service and technology in China.J Appl Meteor Sci, 2018, 29(6): 641-656. doi:  10.11898/1001-7313.20180601
    [20] 陈思宁, 赵艳霞, 申双和, 等.基于PyWOFOST作物模型的东北玉米估产及精度评估.中国农业科学, 2013, 46(14): 2880-2893. doi:  10.3864/j.issn.0578-1752.2013.14.004

    Chen S N, Zhao Y X, Shen S H, et al.Study on maize yield estimation and accuracy assessment based on PyWOFOST crop model in Northeast China.Sciencia Agricultura Sinica, 2013, 46(14): 2880-2893. doi:  10.3864/j.issn.0578-1752.2013.14.004
    [21] 孙琳丽, 马玉平, 景元书, 等.基于约束性分析的数据与作物模型同化方法.应用气象学报, 2013, 24(3): 287-296. doi:  10.3969/j.issn.1001-7313.2013.03.004

    Sun L L, Ma Y P, Jing Y S, et al.Assimilation of observations with crop growth model based on the constrained analysis of parameters.J Appl Meteor Sci, 2013, 24(3): 287-296. doi:  10.3969/j.issn.1001-7313.2013.03.004
    [22] 刘维, 侯英雨, 吴门新, 等.WOFOST模型在东北春玉米产区的验证与适应性评价.气象与环境科学, 2017, 40(3): 7-13.

    Liu W, Hou Y Y, Wu M X, et al.Validation and adaptability evaluation of WOFOST model in spring maize area of northeast.Meteorological and Environmental Sciences, 2017, 40(3): 7-13.
    [23] Hijmans R J, Guiking Lens I M, Van Diepen C A.User Guide for the WOFOST 6.0, Crop Growth Simulation Model.Technical Document 12//DLO Winand Staing Centre, Wageningen, 1994.
    [24] Jones J W, Keating B A, Porter C H.Approaches to modular model development.Agr Syst, 2001, 70: 421-443. doi:  10.1016/S0308-521X(01)00054-3
    [25] Jones J W, Hoogenboom G, Porter C H, et al.The DSSAT cropping system model.Eur J Agron, 2003, 18: 235-265. doi:  10.1016/S1161-0301(02)00107-7
    [26] Keating B A, Carberry P S, Hammer G L, et al.An overview of APSIM, a model designed for farming systems simulation.Eur J Agron, 2003, 18(3-4): 267-288. doi:  10.1016/S1161-0301(02)00108-9
    [27] 张建平, 何永坤, 王靖, 等.不同发育期干旱对玉米籽粒形成与产量的影响模拟.中国农业气象, 2015, 36(1): 43-49. doi:  10.3969/j.issn.1000-6362.2015.01.006

    Zhang J P, He Y K, Wang J, et al.Impact simulation of drought at different growth stages on grain formation and yield of maize.Chinese Journal of Agrometeorology, 2015, 36(1): 43-49. doi:  10.3969/j.issn.1000-6362.2015.01.006
    [28] 方缘.基于作物生长模型的玉米干旱损失评估.沈阳:沈阳农业大学, 2015.

    Fang Y.Evaluation of Maize Drought Loss Based on Crop Growth Model.Shenyang:Shenyang Agriculture University, 2015.
    [29] 曹阳, 杨婕, 熊伟, 等.1961-2010年潜在干旱对我国夏玉米产量影响的模拟分析.生态学报, 2014, 34(2): 421-429.

    Cao Y, Yang J, Xiong W, et al.Simulation of summer maize yield influenced by potential drought in China during 1961-2010.Acta Ecologica Sinica, 2014, 34(2): 421-429.
    [30] 米娜, 张玉书, 蔡福, 等.土壤干旱胁迫对作物影响的模拟研究进展.生态学杂志, 2016, 35(9): 2519-2526.

    Mi N, Zhang Y S, Cai F, et al.Progress in the simulation of drought stress effect on crop production.Chinese Journal of Ecology, 2016, 35(9): 2519-2526.
    [31] DeJonge K C, Ascough Ⅱ J C, Andales A A, et al.Improving evapotranspiration simulations in the CERES-Maize model under limited irrigation.Agr Water Manage, 2012, 115: 92-103. doi:  10.1016/j.agwat.2012.08.013
    [32] 蔡福, 米娜, 纪瑞鹏, 等.基于锦州春玉米田间试验的WOFOST模型参数的确定及性能评价.生态学杂志, 2019, 38(4): 1238-1248.

    Cai F, Mi N, Ji R P, et al.Determination of crop parameters for WOFOST model and its performance evaluation based on field experiment of spring maize in Jinzhou, Liaoning.Chinese Journal of Ecology, 2019, 38(4): 1238-1248.
    [33] Schneider C L, Attinger S, Delfs J O, et al.Implementing small scale processes at the soil-plant interface:The role of root architectures for calculating root water uptake profiles.Hydrol Earth Syst Sci, 2010, 14: 279-289. doi:  10.5194/hess-14-279-2010
    [34] 王宇, 周广胜.雨养玉米农田生态系统的蒸散特征及其作物系数.应用生态学报, 2010, 21(3): 647-653.

    Wang Y, Zhou G S.Evapotranspiration characteristics and crop coefficient of rain-fed maize agroecosystem.Chinese Journal of Applied Ecology, 2010, 21(3): 647-653.
    [35] 秦鹏程, 刘敏, 万素琴, 等.不完整气象资料下基于作物模型的产量预报方法.应用气象学报, 2016, 27(4): 407-416. doi:  10.11898/1001-7313.20160403

    Qin P C, Liu M, Wan S Q, et al.Methods for yield forecast based on crop model with incomplete weather observations.J Appl Meteor Sci, 2016, 27(4): 407-416. doi:  10.11898/1001-7313.20160403
    [36] 孙琳丽, 侯琼, 马玉平, 等.WOFOST模型在内蒙古河套灌区模拟玉米生长全程的适应性.生态学杂志, 2016, 35(3): 800-807. https://www.cnki.com.cn/Article/CJFDTOTAL-STXZ201603032.htm

    Sun L L, Hou Q, Ma Y P, et al.Adaptability of WOFOST model to simulate the whole growth period of maize in Hetao irrigation region of Inner Mongolia.Chinese Journal of Ecology, 2016, 35(3): 800-807. https://www.cnki.com.cn/Article/CJFDTOTAL-STXZ201603032.htm
    [37] 范志宣.气候变化背景下基于作物模型的吉林省玉米潜在产量模拟.沈阳:沈阳农业大学, 2016.

    Fang Z X.Simulation of Potential Maize Yield in Jilin Province Based on Crop Model under Climate Change.Shenyang:Shenyang Agriculture University, 2016.
    [38] 李秀芬, 马树庆, 宫丽娟.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

    Li X F, Ma S Q, Gong L J.Evaluation of meteorological suitability degree during maize growth period based on WOFOST in northeast China.Chinese Journal of Agrometeorology, 2013, 34(1): 43-49. doi:  10.3969/j.issn.1000-6362.2013.01.007
    [39] Monteith J L.Evaporation and surface temperature.Quart J Roy Meteorol Soc, 1981, 107: 1-27. doi:  10.1002/qj.49710745102
    [40] 张淑杰, 周广胜, 李荣平.基于涡度相关的春玉米逐日作物系数及蒸散模拟.应用气象学报, 2015, 26(6): 695-704. doi:  10.11898/1001-7313.20150606

    Zhang S J, Zhou G S, Li R P.Daily crop coefficient of spring maize using eddy covariance observation and its actual evapotranspiration simulation.J Appl Meteor Sci, 2015, 26(6): 695-704. doi:  10.11898/1001-7313.20150606
    [41] Ben-Asher J, Garcia A G Y, Hoogenboom G.Effect of high temperature on photosynthesis and transpiration of sweet coin (Zea mays L.var.rugose).Photo synthetic, 2008, 46(4): 595-603.
    [42] 吴玮, 景元书, 马玉平, 等.干旱环境下夏玉米各生育时期光响应特征.应用气象学报, 2013, 24(6): 723-730. doi:  10.3969/j.issn.1001-7313.2013.06.009

    Wu W, Jing Y S, Ma Y P, et al.Light response characteristics of summer maize at different growth stages under drought.J Appl Meteor Sci, 2013, 24(6): 723-730. doi:  10.3969/j.issn.1001-7313.2013.06.009
    [43] Jiang P, Cai F, Zhao Z Q, et al.Physiological and dry matter characteristics of spring maize in northeast China under drought stress.Water, 2018, 10(11): 1561. doi:  10.3390/w10111561
    [44] Yang J C, Zhang J H.Grain filling of cereals under soil drying.New Phytol, 2006, 169: 223-236. doi:  10.1111/j.1469-8137.2005.01597.x
  • 加载中
图(8) / 表(2)
计量
  • 文章访问数:  108
  • HTML全文浏览量:  47
  • PDF下载量:  15
  • 被引次数: 0
出版历程
  • 收稿日期:  2020-09-28
  • 修回日期:  2020-10-28
  • 刊出日期:  2021-01-31

目录

    /

    返回文章
    返回