Research Progress in Application of Crop Growth Models

doi:10.3969/j.issn.1000-6362.2019.07.004

Abstract

Abstract: The crop growth model can not only simulate the dynamic growth of crops on a single point scale, but also evaluate the relationship between crop growth status and environmental factors from a systematic perspective. This paper reviews latest works related to crop growth model, with particular focuses on the research of climate change to agricultural production and application of crop growth model at regional scale. In addition, this paper summarizes the current research on the development of agricultural decision support systems(DSS) with crop growth models as the core. The research is intended to promote crop growth models to be more widely used in researches on ecology, agriculture, regional climate resources and climate change filed. Research results show that the crop growth model is widely and deeply used in China and abroad. Under the background of climate change, the application research of crop growth model to the impact of historical period climatic conditions and agrometeorological disasters on crop production status and yield has been extensive and relatively mature. Using global climate models (GCMs) or regional climate models (RCMs) to construct future climate change scenarios, coupled with crop growth models, has evolved into an important tool for assessing the impact of future climate change on agricultural production. By integrating and consolidating multi-crop growth model, multi-climate model ensemble simulation and optimizing climate simulation data correction methods, the uncertainty of climate change impact assessment on agricultural production can be effectively reduced. The remote sensing data assimilation technology can apply the site model to the regional scale to evaluate the impact of different meteorological factors on agricultural production, broaden the application scale range of the crop growth model and effectively improve the accuracy of crop yield estimation. The research and application of agricultural decision support system with crop growth model as the core is more and more diversified, and it is an important tool to assist agricultural production management and decision-making. However, due to the complexity of crop ecosystems, there are still great uncertainties in crop growth model simulation results. In the future, the exploration of crop growth and process coupling mechanism needs to be strengthened in order to improve the model and promote it more widely used.

Key words: Crop growth model, Crop model, Climate change, Remote sensing, Research progress

SUN Yang-yue, SHEN Shuang-he. Research Progress in Application of Crop Growth Models[J]. Chinese Journal of Agrometeorology, 2019, 40(07): 444-459.

References

[1] 侯英雨,何亮,靳宁,等.中国作物生长模拟监测系统构建及应用[J].农业工程学报,2018,34(21):165-175. Hou Y Y,He L,Jin N,et al.Establishment and application of crop growth simulating and monitoring system in China [J].Transactions of the CSAE,2018,34(21):165-175.(in Chinese) [2] Holzworth D P,Huth N I,Zurcher E J,et al.APSIM:evolution towards a new generation of agricultural systems simulation [J].Environmental Modelling & Software,2014,62:327-350. [3] Jones J W,Hoogenboom G,Porter C H,et al.The DSSAT cropping system model[J].European Journal of Agronomy, 2003,18(3-4):235-265. [4] de Wit A,Boogaard H,Fumagalli D,et al.25 years of the WOFOST cropping systems model[J].Agricultural Systems, 2019,168:154-167. [5] Kersebaum K C,Boote K J,Jorgenson J,et al.Analysis and classification of data sets for calibration and validation of agro-ecosystem models[J].Environmental Model Software, 2015,72:402-417. [6] Porter C H,Villalobos C,Holzworth D,et al.Harmonization and translation of crop modeling data to ensure interoperability[J].Environmental Model Software,2014,62: 495-508. [7] 孙仕军,张琳琳,陈志君,等.AquaCrop作物模型应用研究进展[J].中国农业科学,2017,50(17):3286-3299. Sun S J,Zhang L L,Chen Z J,et al.Advances in AquaCrop model research and application[J].Scientia Agricultura Sinica, 2017,50(17):3286-3299.(in Chinese) [8] 陶生才,潘婕,刘珂.DSSAT模型在中国农业与气候变化领域应用进展[J].中国农学通报,2015,(9):200-206. Tao S C,Pan J,Liu K.The application progress of DSSAT in the field of agriculture and climate change in China [J].Chinese Agricultural Science Bulletin,2015,(9):200-206. (in Chinese) [9] 赵彦茜,齐永青,朱骥,等.APSIM模型的研究进展及其在中国的应用[J].中国农学通报,2017,33(18):1-6. Zhao Y Q,Qi Y Q,Zhu J,et al.Research progress of APSIM model and its application in China[J].Chinese Agricultural Science Bulletin,2017,33(18):1-6.(in Chinese) [10] Wang X,Williams J R,Gassman P W,et al.EPIC and APEX:model use,calibration,and validation[J].Transactions of the ASABE,2012,55(4):1447-1462. [11] 邹龙,冯浩.DSSAT-CERES模型在黄土高原丘陵沟壑地区春玉米生产中的适用性评价[J].植物营养与肥料学报, 2014,20(6):1413-1420. Zou L,Feng H.Applicability evaluation of DSSAT-CERES model on production of spring maize in hill and gully area of the Loess Plateau[J].Journal of Plant Nutrition Fertilizer, 2014,20(6):1413-1420.(in Chinese) [12] 温江丽,李久生.半干旱地区喷灌玉米CERES-Maize模型率定验证及应用[J].水利学报,2015,46(5):584-593. Wen J L,Li J S.Calibration,validation and application of the CERES-Maize model for sprinkled maize in the semi-arid region[J].Journal of Hydraulic Engineering,2015,46(5): 584-593.(in Chinese) [13] 宋利兵,陈上,姚宁,等.基于GLUE和PEST的CERES- Maize模型调参与验证研究[J].农业机械学报,2015,46(11): 95-111. Song L B,Chen S,Yao N,et al.Parameter estimation and verification of CERES-Maize model with GLUE and PEST methods[J].Journal of Agriculture Machinery,2015,46(11): 95-111.(in Chinese) [14] 李树岩,余卫东.河南省不同生态区CERES-Maize模型参数确定及精度验证[J].干旱地区农业研究,2017, 5(2):1-8. Li S Y,Yu W D.Applicability analysis of CERES-Maize model in different agro-ecological zone of Henan[J]. Agricultural Research in the Arid Areas,2017,35(2):1-8.(in Chinese) [15] 刘玉汐,赵柠,任景全,等.基于CERES-Maize模型的吉林春玉米遗传参数调试[J].中国农学通报,2017, 33(24):12-19. Liu Y X,Zhao N,Ren J Q,et al.Genetic parameter debugging for spring maize in Jilin based on CERES-Maize model [J].Chinese Agricultural Science Bulletin,2017,33(24):12-19. (in Chinese) [16] 付春晓,龚时宏,王建东,等.改进CERES-Maize模型在玉米膜下滴灌模式下的适用性[J].排灌机械工程学报,2018,36 (11):1076-1080. Fu C X,Gong S H,Wang J D,et al.Applicability of improved CERES-Maize model under mulch drip irrigation of maize[J].Journal of Drainage and Irrigation Machinery Engineering,2018,36(11):1076-1080.(in Chinese) [17] 戴明宏,赵久然,Wilhelm Claupein,等.基于CERES-Maize模型春玉米水分优化管理决策[J].水土保持学报,2009, 23(1):187-192. Dai M H,Zhao J R,Wilhelm C,et al.Decision for optimized water management based on CERES-Maize crop model[J]. Journal of Soil and Water Conservation 2009,23(1):187-192. (in Chinese) [18] 刘玉兰,陈晓光,肖云清,等.CERES-Maize模型中遗传参数确定方法的研究[J].玉米科学,2007,(6):127-129. Liu Y L,Chen X G,Xiao Y Q,et al.Study on establishing maize variety parameters in the CERES-Maize simulation model[J].Journal of Maize Sciences,2007,(6):127-129.(in Chinese) [19] 米娜,张玉书,纪瑞鹏,等.基于作物模型与最佳季节法的锦州地区玉米最佳播种期分析[J].中国农业气象,2016,37 (1):68-76. Mi N,Zhang Y S,Ji R P,et al.Analysis on optimum sowing date of maize in Jinzhou using crop growth model and optimum season method[J].Chinese Journal of Agrometeorology, 2016,37(1):68-76.(in Chinese) [20] 秦鹏程,姚凤梅,曹秀霞,等.利用作物模型研究气候变化对农业影响的发展过程[J].中国农业气象,2011,32(2): 240-245. Qin P C,Yao F M,Cao X X,et al.Development process of modeling impacts of climate change on agricultural productivity based on crop models[J].Chinese Journal of Agrometeorology,2011,32(2):240-245.(in Chinese) [21] Sun H,Zhang X,Wang E,et al.Assessing the contribution of weather and management to the annual yield variation of summer maize using APSIM in the North China Plain [J].Field Crops Research,2016,194:94-102. [22] Xiao D,Tao F.Contributions of cultivar shift,management practice and climate change to maize yield in North China Plain in 1981-2009[J].International Journal of Biometeorology, 2016,60(7):1111-1122. [23] Yang Y,Yang Y,Han S,et al.Prediction of cotton yield and water demand under climate change and future adaptation measures[J].Agricultural Water Management,2014,144: 42-53. [24] 成林,李彤霄,刘荣花.主要生育期气候变化对河南省冬小麦生长及产量的影响[J].中国生态农业学报,2017,25(6): 931-940. Cheng L,Li T X,Liu R H.Effect of climate change on growth and yield of winter wheat in Henan Province[J].Chinese Journal of Eco-Agriculture,2017,25(6):931-940.(in Chinese) [25] 江敏,金之庆.CERES-Rice模型区域应用中遗传参数升尺度的一种方法[J].中国水稻科学,2009,23(2):172-178. Jiang M,Jin Z Q.A method to upscale the genetic parameters of CERES-Rice in regional applications[J]. Chinese Journal of Rice Science,2009,23(2):172-178.(in Chinese) [26] Wilks D S,Wilby R L.The weather generation game:a review of stochastic weather models[J].Progress in Physical Geography,1999,23(3):329-357. [27] Dumont B,Leemans V,Ferrandis S,et al.Assessing the potential of an algorithm based on mean climatic data to predict wheat yield[J].Precision Agriculture,2014,15(3): 255-272. [28] Dumont B,Basso B,Leemans V,et al.Systematic analysis of site-specific yield distributions resulting from nitrogen management and climatic variability interactions[J]. Precision Agriculture,2015,16(4):361-384. [29] 陈璐.气候变化对宁夏中部干旱带玉米生产影响的模拟研究[D].南京:南京信息工程大学,2016. Chen L.Simulation of the impact of climate change on maize production in the middle arid region in Ningxia [D].Nanjing:Nanjing University of Information Science and Technology,2016.(in Chinese) [30] 王连喜,刘静,李琪,等.气候变化对宁夏水稻的影响及适应性研究[J].地球科学进展,2013,28(11):1248-1256. Wang L X,Liu J,Li Q,et al.Simulation study of the climate change impact on the rice and its adaptability in Ningxia province[J].Advances in Earth Science,2013,28(11): 1248-1256.(in Chinese) [31] 谢萍.基于CERES-Wheat模型的气候变化对宁夏冬小麦生长与产量的影响[D].南京:南京信息工程大学,2012. Xie P.The effect of climate change to growth and yield of winter based on CERES-Wheat in Ningxia[D].Nanjing: Nanjing University of Information Science and Technology, 2012.(in Chinese) [32] Boonwichai S,Shrestha S,Babel M S,et al.Evaluation of climate change impacts and adaptation strategies on rainfed rice production in Songkhram River Basin,Thailand[J]. Science of the Total Environment,2019,652:189-201. [33] 方缘.基于作物生长模型的玉米干旱损失评估[D].沈阳:沈阳农业大学,2016. Fang Y.Evaluation of maize drought loss based on crop growth model[D].Shenyang:Shenyang Agricultural University, 2016.(in Chinese) [34] 徐建文.黄淮海平原干旱对冬小麦产量的潜在影响模拟研究[D].北京:中国农业科学院,2014. Xu J W.Potential effect of drought on winter wheat yield based on DSSAT model over Huang-Huai-Hai Plain[D]. Beijing:Chinese Academy of Agricultural Sciences,2014.(in Chinese) [35] 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[J].中国农业气象,2015,36(1):43-49. 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[J].Chinese Journal of Agrometeorology,2015,36(1): 43-49.(in Chinese) [36] Collins M.Ensembles and probabilities:a new era in the prediction of climate change[J].Philosophical Transactions of the Royal Society A:Mathematical,Physical and Engineering Sciences,2007,365(1857):1957-1970. [37] 姚遥,罗勇,黄建斌.8个CMIP5模式对中国极端气温的模拟和预估[J].气候变化研究进展,2012,8(4):250-256. Yao Y,Luo Y,Huang J B.Evaluation and projection of temperature extremes over China based on 8 modeling data from CMIP5[J].Climate Change Research,2012,8(4): 250-256.(in Chinese) [38] 杨绚,汤绪,陈葆德,等.利用CMIP5多模式集合模拟气候变化对中国小麦产量的影响[J].中国农业科学,2014,47(15): 3009-3024. Yang X,Tang X,Chen B D,et al.Impacts of climate change on wheat yield in China simulated by CMIP5 multi-model ensemble projections[J].Scientia Agricultura Sinica,2014, 47(15):3009-3024.(in Chinese) [39] 张祎,赵艳霞.多模式集合模拟气候变化对玉米产量的影响[J].中国生态农业学报,2017,25(6):941-948. Zhang Y,Zhao Y X.Multi-model ensemble to simulation impacts of climate change on maize yield[J].Chinese Journal of Eco-Agriculture,2017,25(6):941-948.(in Chinese) [40] 黄笑颖.未来气候及散射辐射变化情景下南京地区水稻产量模拟[D].南京:南京信息工程大学,2016. Huang X Y.Rice yield simulation in Nanjing under climate and diffuse radiation change scenarios[D].Nanjing:Nanjing University of Information Science and Technology,2016.(in Chinese) [41] 李阔,熊伟,潘婕,等.未来升温1.5℃与2.0℃背景下中国玉米产量变化趋势评估[J].中国农业气象,2018,39(12): 765-777. Li K,Xiong W,Pan J,et al.Trend evaluation on changes of maize yield in China under global warming by 1.5℃ and 2.0℃[J].Chinese Journal of Agrometeorology,2018,39(12): 765-777.(in Chinese) [42] 陶苏林,申双和,李雨鸿,等.气候模拟数据订正方法在作物气候生产潜力预估中的应用:以江苏冬小麦为例[J].中国农业气象,2016,37(2):174-187. Tao S L,Shen S H,Li Y H,et al.Application of bias correction method for simulated climate data in projection of crop climatic potential productivity:a case study of winter wheat in Jiangsu[J].Chinese Journal of Agrometeorology,2016,37 (2):174-187.(in Chinese) [43] 吴蕾,柏军华,肖青,等.作物生长模型与定量遥感参数结合研究进展与展望[J].农业工程学报,2017,33(9):155-166. Wu L,Bai J H,Xiao Q,et al.Research progress and prospect on combining crop growth models with parameters derived from quantitative remote sensing[J].Transactions of the CSAE,2017,33(9):155-166.(in Chinese) [44] He B,Li X,Quan X,et al.Estimating the aboveground dry biomass of grass by assimilation of retrieved LAI into a crop growth model[J].IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,2015,8(2):550-561. [45] Huang J,Tian L,Liang S,et al.Improving winter wheat yield estimation by assimilation of the leaf area index from Landsat TM and MODIS data into the WOFOST model[J].Agricultural and Forest Meteorology,2015,204: 106-121. [46] 包姗宁,曹春香,黄健熙,等.同化叶面积指数和蒸散发双变量的冬小麦产量估测方法[J].地球信息科学学报,2015,17 (7):871-882. Bao S N,Cao C X,Huang J X,et al.Research on winter wheat yield estimation based on assimilation of leaf area index and evapotranspiration data[J].Journal of Geo-Information Science,2015,17(7):871-882.(in Chinese) [47] 王丽媛.遥感数据与作物模型同化的冬小麦估产研究.[D].杭州:浙江大学,2018. Wang L Y.Estimating winter wheat yield by assimilation oh remote sensing data into crop growth model[D].Hangzhou: Zhejiang University,2018.(in Chinese) [48] 潘灼坤.耦合遥感信息与作物生长模型的区域低温影响监测?预警与估产[D].杭州:浙江大学,2016. Pan Z K.Integration of remote sensing and crop growth model for regional low temperature impact monitoring,early warning, and yield estimation[D].Hangzhou:Zhejiang University, 2016.(in Chinese) [49] 侯英雨,张蕾,吴门新,等.国家级现代农业气象业务技术进展[J].应用气象学报,2018,29(6):641-656. Hou Y Y,Zhang L,Wu M X,et al.Advances of modern agrometeorological service and technology in China[J].Journal of Applied Meteorological Science, 2018,29(6):641-656.(in Chinese) [50] Huang J,Tian L,Liang S,et al.Improving winter wheat yield estimation by assimilation of the leaf area index from Landsat TM and MODIS data into the WOFOST model [J].Agricultural and Forest Meteorology,2015,204:106-121. [51] 刘洋,刘荣高,陈镜明,等.叶面积指数遥感反演研究进展与展望[J].地球信息科学学报,2013,15(5):734-743. Liu Y,Liu R G,Chen J M,et al.Current status and perspectives of leaf area index retrieval from optical remote sensing data[J].Journal of Geo-Information Science,2013,15(5): 734-743.(in Chinese) [52] 杨飞,孙九林,张柏,等.基于PROSAIL模型及TM与实测数据的MODISLAI精度评价[J].农业工程学报,2010,26(4): 192-197. Yang F,Sun J L,Zhang B,et al.Assessment of MODIS LAI product accuracy based on the PROSAIL model,TM and field measurements[J].Transactions of the CSAE,2010,26(4): 192-197.(in Chinese) [53] Kim H W,Hwang K,Mu Q,et al.Validation of MODIS 16 global terrestrial evapotranspiration products in various climates and land cover types in Asia[J].KSCE Journal of Civil Engineering,2012,16(2):229-238. [54] 解毅.基于多变量和数据同化算法的冬小麦单产估测[D].北京:中国农业大学,2017. Xie Y.Winter wheat yield estimation based on multi- variables and data assimilation algorithms[D].Beijing:China Agricultural University,2017.(in Chinese) [55] 路婧琦,崔耀平,张帅帅,等.气候变化下水肥及CO2对冬小麦生长的影响模拟[J].中国农学通报,2015,31(33):27-36. Lu J Q,Cui Y P,Zhang S S,et al.Simulation of irrigation, fertilization and CO2 concentration on winter wheat yield under the background of global climate change[J].Chinese Agricultural Science Bulletin,2015,31(33):27-36.(in Chinese) [56] 查燕,武雪萍,张会民,等.长期有机无机配施黑土土壤有机碳对农田基础地力提升的影响[J].中国农业科学,2015, 48(23):4649-4659. Zha Y,Wu X P,Zhang H M,et al.Effects of long-term organic and inorganic fertilization on enhancing soil organic carbon and basic soil productivity in black soil[J].Scientia Agricultura Sinica,2015,48(23):4649-4659. (in Chinese) [57] Laing A M,Roth C H,Chialue L,et al.Mechanized dry seeding is an adaptation strategy for managing climate risks and reducing labor costs in rainfed rice production in lowland Lao PDR[J].Field Crops Research,2018,225:32-46. [58] 张镇涛,杨晓光,高继卿,等.气候变化背景下华北平原夏玉米适宜播期分析[J].中国农业科学,2018,51(17):3258-3274. Zhang Z T,Yang X G,Gao J Q,et al.Analysis of suitable sowing date for summer maize in North China Plain under climate change[J].Scientia Agricultura Sinica,2018,51(17): 3258-3274.(in Chinese) [59] Li Z,He J,Xu X,et al.Estimating genetic parameters of DSSAT-CERES model with the GLUE method for winter wheat(Triticum aestivum L)production[J].Computers and Electronics in Agriculture,2018,154:213-221. [60] Corbeels M,Chirat G,Messad S,et al.Performance and sensitivity of the DSSAT crop growth model in simulating maize yield under conservation agriculture[J].European Journal of Agronomy,2016,76:41-53. [61] Ngwira A R,Aune J B,Thierfelder C.DSSAT modelling of conservation agriculture maize response to climate change in Malawi[J].Soil and Tillage Research,2014,143:85-94. [62] Ewert F,R?tter R P,Bindi M,et al.Crop modelling for integrated assessment of risk to food production from climate change[J].Environmental Modelling & Software, 2015,72:287-303. [63] Lorite I J,García-Vila M,Santos C,et al.AquaData and AquaGIS:two computer utilities for temporal and spatial simulations of water-limited yield with AquaCrop[J]. Computers and Electronics in Agriculture,2013,96:227-237. [64] Han E,Ines A V M,Baethgen W E.Climate-Agriculture- Modeling and Decision Tool (CAMDT):a software framework for climate risk management in agriculture[J]. Environmental Modelling & Software,2017,95:102-114. [65] 阎晓军,王维瑞,梁建平.农业空间决策支持系统的设计与实现[J].农业工程学报,2010,26(9):257-262. Yan X J,Wang W R,Liang J P.Design and implementation of the spatial decision support system for agriculture[J]. Transactions of the CSAE,2010,26(9):257-262.(in Chinese) [66] 陈蓉蓉,周治国,曹卫星,等.农田精确施肥决策支持系统的设计和实现[J].中国农业科学,2004,37(4):516-521. Chen R R,Zhou Z G,Cao W X,et al.Designing and implementation of a Decision Supporting System for Precision Fertilization (DSSPF)[J].Scientia Agricultura Sinica,2004,37(4):516-521 (in Chinese) [67] 李卫国.水稻生长模拟与决策支持系统的研究[D].南京:南京农业大学,2005. Li W G.Research on rice growth simulation and decision support system[D].Nanjing:Nanjing Agricultural University, 2005.(in Chinese) [68] 汤亮.油菜生长模拟与决策支持系统研究[D].南京:南京农业大学,2006. Tang L.Study on rape growth simulation and decision support system[D].Nanjing:Nanjing Agricultural University, 2006.(in Chinese) [69] 罗毅,郭伟.作物模型研究与应用中存在的问题[J].农业工程学报,2008,24(5):307-312. Luo Y,Guo W.Development and problems of crop models [J].Transactions of the CSAE,2008,24(5):307-312.(in Chinese) [70] 王锐,李亚飞,张丽娟,等.土壤湿度驱动WOFOST模型及其适应性[J].中国农业气象,2015,36(3):263-271. Wang R,Li Y F,Zhang L J,et al.WOFOST model based on soil moisture driven and its adaptability[J].Chinese Journal of Agrometeorology,2015,36(3):263-271.(in Chinese) [71] Nouna B B,Katerji N,Mastrorilli M.Using the CERES- Maize model in a semi-arid Mediterranean environment:new modelling of leaf area and water stress functions[J]. European Journal of Agronomy,2003,19(2):115-123. [72] Asseng S,Ewert F,Rosenzweig C,et al.Uncertainty in simulating wheat yields under climate change[J].Nature Climate Change,2013,3(9):827. [73] Kassie B T,Asseng S,Porter C H,et al.Performance of DSSAT-Nwheat across a wide range of current and future growing conditions[J].European Journal of Agronomy,2016, 81:27-36.