AquaCrop模型在华北平原黑龙港流域典型区冬小麦-夏玉米种植模式上的适用性评价
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摘要
为评估AquaCrop模型在黑龙港流域模拟冬小麦-夏玉米水分利用与作物产量的适用性,根据田间试验数据和FAO提供的参数值,对AquaCrop模型进行模型非保守性参数的本地化校准和验证。结果表明,AquaCrop模拟冬小麦冠层覆盖值和实测值的归一化均方根误差(NRMSE)为15.90%,模拟产量与实测产量之间的NRMSE为4.23%;模拟夏玉米冠层覆盖值和产量值与相应实测值之间的NRMSE分别为11.59%和11.69%。本研究校准所得参数对黑龙港流域典型站点有较好的适应性,校验后的AquaCrop可以用于黑龙港流域冬小麦-夏玉米水分管理、产量潜力等相关研究。
In order to verify the applicability of AquaCrop model for simulating water use and crop yield of winter wheat-summer maize in the Heilonggang River Valley,both the field test data and parameter values provided by FAO were input into the model to calibrate and verify non-conservative parameters.Results showed that the normalized root mean square error(NRMSE)of winter wheat canopy coverage between simulated value and measurement was 15.90%,the NRMSE between simulated yield and measured yield was 4.23%.For summer maize,the NRMSE of canopy coverage and yield between simulated values and measurements were respectively 11.59% and 11.69% indicating that the parameters obtained by calibration had better adaptability to Wuqiao County.In conclusion,the developed AquaCrop model could be applied to study the relationship between water management and yield of winter wheat-summer maize in the Heilonggang River Valley.
In order to verify the applicability of AquaCrop model for simulating water use and crop yield of winter wheat-summer maize in the Heilonggang River Valley,both the field test data and parameter values provided by FAO were input into the model to calibrate and verify non-conservative parameters.Results showed that the normalized root mean square error(NRMSE)of winter wheat canopy coverage between simulated value and measurement was 15.90%,the NRMSE between simulated yield and measured yield was 4.23%.For summer maize,the NRMSE of canopy coverage and yield between simulated values and measurements were respectively 11.59% and 11.69% indicating that the parameters obtained by calibration had better adaptability to Wuqiao County.In conclusion,the developed AquaCrop model could be applied to study the relationship between water management and yield of winter wheat-summer maize in the Heilonggang River Valley.
引文
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[18] 邢会敏,徐新刚,冯海宽,李振海,杨福芹,杨贵军,贺鹏,陈召霞.基于AquaCrop模型的北京地区冬小麦水分利用效率[J].中国农业科学,2016,49(23):4507-4519Xin H M,Xu X G,Feng H K,Li Z H,Yang F Q,Yang G J,He P,Chen Z X.Water use efficiency of winter wheat based on AquaCrop model in Beijing[J].Scientia Agricultura Sinica,2016,49(23):4507-4519 (in Chinese)
[19] Greaves G,Wang Y M.Assessment of FAO AquaCrop model for simulating maize growth and productivity under deficit irrigation in a tropical environment[J].Water,2016,8(12):557
[20] Battilani A,Letterio T,Chiari G.Aquacrop model calibration and validation for processing tomato crop in a sub-humid climate[C].Acta Horticulturae.Sirmione:13th International Symposium on Processing Tomato,2015
[21] 付驰,李双双,李晶,王泳超,芦玉双,许为政,魏湜.AquaCrop作物模型在松嫩平原春麦区的校正和验证[J].灌溉排水学报,2012,31(5):99-102Fu C,Li S S,Li J,Wang Y C,Lu Y S,Xu W Z,Wei S.Calibration and validation of AquaCrop model in spring wheat region of Songnen Plain[J].Journal of Irrigation and Drainage,2012,31(5):99-102 (in Chinese)
[22] 杨宁,孙占祥,张立桢,郑家明,冯良山,李开宇,张哲,冯晨.基于改进AquaCrop模型的覆膜栽培玉米水分利用过程模拟与验证[J].农业工程学报,2015,31(S1):122-132Yang N,Sun Z X,Zhang L Z,Zheng J M,Feng L S,Li K Y,Zhang Z,Feng C.Simulation of water use process by film mulched cultivated maize based on improved AquaCrop model and its verification[J].Transactions of the Chinese Society of Agricultural Engineering,2015,31(S1):122-132 (in Chinese)
[23] Lorite I J,García-Vila M,Santos C,Ruiz-Ramos M,Fereres E.AquaData and AquaGIS:Two computer utilities for temporal and spatial simulations of water-limited yield with AquaCrop[J].Computers & Electronics in Agriculture,2013,96(6):227-237
[24] Foster T,Brozovi:an open source version of FAO’s crop water productivity model[J].Agricultural Water Management,(2016-08-03)DOI:10.1016/j.agwat.2016.11.015
[25] Liu X,Ding D Y,Zhang H J,Chu X S,Yu K,Feng H.Evaluation analysis of AquaCrop model in modeling winter wheat growing development and soil moisture under plastic mulching[J].Scientia Agricultura Sinica,2017,50(10):1838-1851
[26] Walker S,Bello Z A,Mabhaudhi T,Zuma-Netshiukhwi G,Beletse Y G,Modi A T.Calibration of Aquacrop model to predict water requirements of traditional African vegetables[C].In:Acta Horticulturae.Skukuza:2nd All Africa Horticulture Congress,2013
[2] 孔箐锌,张海林,陈阜,宋振伟.基于Simetaw模型的北京地区主要作物需水量估算[J].中国农业大学学报,2009,14(5):109-115Kong Q X,Zhang H L,Chen F,Song Z W.Estimation of main crop water requirementin Beijing based on SIMETAW model[J].Journal of China Agricultural University,2009,14(5):109-115 (in Chinese)
[3] Banerjee S,Chatterjee S,Sarkar S,Jena S.Projecting future crop evapotranspiration and irrigation requirement of potato in Lower Gangetic Plains of India using the CROPWAT 8.0 model[J].Potato Research,2016,59(4):1-15
[4] Chen C,Wang E,Yu Q.Modelling the effects of climate variability and water management on crop water productivity and water balance in the North China Plain[J].Agricultural Water Management,2008,97(8):1175-1184
[5] Attia A,Rajan N,Xue Q,Nair S,Ibrahim A,Hays D.Application of DSSAT-CERES-Wheat model to simulate winter wheat response to irrigation management in the Texas High Plains[J].Agricultural Water Management,(2015-12-07)DOI:10.1016/j.agwat.2015.11.002
[6] Kadaja J,Saue T.Potential effects of different irrigation and drainage regimes on yield and water productivity of two potato varieties under estonian temperate climate[J].Agricultural Water Management,(2015-06-18)DOI:10.1016/j.agwat.2015.11.011
[7] Li Z,Sun Z.Optimized single irrigation can achieve high corn yield and water use efficiency in the corn belt of northeast China[J].European Journal of Agronomy,(2015-07-19)DOI:10.1016/j.eja.2015.12.015
[8] 朱秀芳,李宜展,潘耀忠,史培军.AquaCrop作物模型研究和应用进展[J].中国农学通报,2014,30(8):270-278Zhu X F,Li Y Z,Pan Y Z,Shi P J.A review on the research and application of AquaCrop model[J].Chinese Agricultural Science Bulletin,2014,30(8):270-278 (in Chinese)
[9] 王连喜,吴建生,李琪,顾嘉熠,薛红喜.AquaCrop作物模型应用研究进展[J].地球科学进展,2015,30(10):1100-1106Wang L X,Wu J S,Li Q,Gu J Y,Xue H X.A review on the research and application of AquaCrop model[J].Advances in Earth Science,2015,30(10):1100-1106 (in Chinese)
[10] Linker R,Ioslovich I,Sylaios G,Plauborg F,Battilani A.Optimal model-based deficit irrigation scheduling using AquaCrop:A simulation study with cotton,potato and tomato[J].Agricultural Water Management,(2015-02-02)DOI:10.1016/j.agwat.2015.09.011
[11] Tsakmakis I D,Zoidou M,Gikas G D,Sylaios G K.Impact of irrigation technologies and strategies on cotton water footprint using AquaCrop and CROPWAT models[J].Environmental Processes,(2018-02-22)DOI:10.1007/s40710-018-0289-4
[12] Doorenbos J,Kassam A H.Yield Response to Water[M].Rome:FAO,1979
[13] 滕晓伟,董燕生,沈家晓,孟鲁闽,冯海宽.AquaCrop模型对旱区冬小麦抗旱灌溉的模拟研究[J].中国农业科学,2015,48(20):4100-4110Teng X W,Dong Y S,Shen J X,Meng L M,Feng H K.Winter wheat irrigation simulation in arid area based on AquaCrop model[J].Scientia Agricultura Sinica,2015,48(20):4100-4110 (in Chinese)
[14] 倪玲.基于AquaCrop模型的冬小麦灌溉制度研究[D].杨凌:西北农林科技大学,2015NiL.Irrigation management for winter wheat based on AquaCrop model[D].Yangling:Northwest Agriculture and Forestry University,2015 (in Chinese)
[15] 杨萌.黑龙港地区冬小麦-夏玉米干旱综合技术研究[D].北京:中国农业大学,2015Yang M.comprehensive Technology of drought for winter wheat-summer maize in Heilongjiang district[D].Beijing:China Agricultural University,2015 (in Chinese)
[16] Iqbal M A,Shen Y J,Stricevic R J,Sun H Y,Amiri E,Penas A,Rio S D.Evaluation of the FAO AquaCrop model for winter wheat on the North China Plain under deficit irrigation from field experiment to regional yield simulation[J].Agricultural Water Management,2014,135 (1):61-72
[17] 刘建刚.黄淮海农作区冬小麦—夏玉米产量差及其限制因素解析[D].北京:中国农业大学,2015Liu J G.Yield gap of winter wheat and summer maize and limiting factors in Huang-Huai-Hai farming region[D].Beijing:Chian Agricultural University,2015 (in Chinese)
[18] 邢会敏,徐新刚,冯海宽,李振海,杨福芹,杨贵军,贺鹏,陈召霞.基于AquaCrop模型的北京地区冬小麦水分利用效率[J].中国农业科学,2016,49(23):4507-4519Xin H M,Xu X G,Feng H K,Li Z H,Yang F Q,Yang G J,He P,Chen Z X.Water use efficiency of winter wheat based on AquaCrop model in Beijing[J].Scientia Agricultura Sinica,2016,49(23):4507-4519 (in Chinese)
[19] Greaves G,Wang Y M.Assessment of FAO AquaCrop model for simulating maize growth and productivity under deficit irrigation in a tropical environment[J].Water,2016,8(12):557
[20] Battilani A,Letterio T,Chiari G.Aquacrop model calibration and validation for processing tomato crop in a sub-humid climate[C].Acta Horticulturae.Sirmione:13th International Symposium on Processing Tomato,2015
[21] 付驰,李双双,李晶,王泳超,芦玉双,许为政,魏湜.AquaCrop作物模型在松嫩平原春麦区的校正和验证[J].灌溉排水学报,2012,31(5):99-102Fu C,Li S S,Li J,Wang Y C,Lu Y S,Xu W Z,Wei S.Calibration and validation of AquaCrop model in spring wheat region of Songnen Plain[J].Journal of Irrigation and Drainage,2012,31(5):99-102 (in Chinese)
[22] 杨宁,孙占祥,张立桢,郑家明,冯良山,李开宇,张哲,冯晨.基于改进AquaCrop模型的覆膜栽培玉米水分利用过程模拟与验证[J].农业工程学报,2015,31(S1):122-132Yang N,Sun Z X,Zhang L Z,Zheng J M,Feng L S,Li K Y,Zhang Z,Feng C.Simulation of water use process by film mulched cultivated maize based on improved AquaCrop model and its verification[J].Transactions of the Chinese Society of Agricultural Engineering,2015,31(S1):122-132 (in Chinese)
[23] Lorite I J,García-Vila M,Santos C,Ruiz-Ramos M,Fereres E.AquaData and AquaGIS:Two computer utilities for temporal and spatial simulations of water-limited yield with AquaCrop[J].Computers & Electronics in Agriculture,2013,96(6):227-237
[24] Foster T,Brozovi:an open source version of FAO’s crop water productivity model[J].Agricultural Water Management,(2016-08-03)DOI:10.1016/j.agwat.2016.11.015
[25] Liu X,Ding D Y,Zhang H J,Chu X S,Yu K,Feng H.Evaluation analysis of AquaCrop model in modeling winter wheat growing development and soil moisture under plastic mulching[J].Scientia Agricultura Sinica,2017,50(10):1838-1851
[26] Walker S,Bello Z A,Mabhaudhi T,Zuma-Netshiukhwi G,Beletse Y G,Modi A T.Calibration of Aquacrop model to predict water requirements of traditional African vegetables[C].In:Acta Horticulturae.Skukuza:2nd All Africa Horticulture Congress,2013