WU Fengfeng,ZHU Bo,ZHOU Kai,et al.Research Status and Prospect of Virtual Crop Model[J].Northern Horticulture,2020,44(01):162-169.[doi:10.11937/bfyy.20190376]
虚拟作物模型的研究现状及展望
- Title:
- Research Status and Prospect of Virtual Crop Model
- Keywords:
- virtual crop; simulation model; L-system; AMAP; prospect
- 文献标志码:
- A
- 摘要:
- 虚拟作物模型是目前作物模拟研究的前沿,是计算机信息技术与农业科学相互渗透应用的新发展,是对作物生长模型研究的提高。该文综述了虚拟作物模型的概念、研究和应用的重要性以及国内外研究的主要进展。此外还讨论了作物建模在农业应用中的相关挑战,包括作物与环境之间的相互作用机制以及根系统建模。最后对虚拟作物在农业上的应用进行了介绍,以期促进虚拟作物模型在农业生产中的应用。
- Abstract:
- Virtual crop model is the frontier of current crop simulation research,which is a new development of the penetration application of computer information technology and agricutural science.It is an improvement on the study of crop growth models.The paper reviewed the importance of the concept,research and application of virtual crop models and major advances in home and abroad.In addition,the related challenges of crop modeling in agricultural applications were discussed,including the interaction mechanism between crops and the environment and root system modeling.Finally,this paper made the introductions about the application of virtual crops in agriculture in order to promote the application of virtual crop models in agricultural production.
参考文献/References:
[1]姚娟,刘铁梅.基于作物模型的计算机模拟软件研究[J].现代农业科技,2010(20):31-33.[2]GUO Y,FOURCAUD T,JAEGER M,et al.Plant growth and architectural modelling and its applications[J].Ann Bot,2011,107(5):723-727.[3]艾施荣,何火娇,吴瑞梅.虚拟作物研究综述[J].江西农业大学学报,2003(S1):46-49.[4]殷红.作物生产系统模拟模型研究进展[J].园艺与种苗,2000(3):30-33.[5]唐卫东,李金忠,刘昌鑫,等.虚拟植物模型及其构建方法研究综述[J].计算机应用研究,2012,29(9):3206-3211.[6]VZQUEZ-ARELLANO M,REISER D,PARAFOROS D S,et al.3-D reconstruction of maize plants using a time-of-flight camera[J].Computers & Electronics in Agriculture,2018,145:235-247.[7]SUYANTOHADI A,ALFIYAN,HARIADI M,et al.Plant growth modeling using L-system approach and its visualization[J].Makara Seri Teknologi,2010,14(2):92-96.[8]SCHNEPF A,LEITNER D,SCHWEIGER P F,et al.L-system model for the growth of arbuscular mycorrhizal fungi,both within and outside of their host roots.[J].Journal of the Royal Society Interface,2016,13(117):156-172.[9]SELEZNYOVA A N,HANAN J.Mechanistic modelling of coupled phloem/xylem transport for L-systems:Combining analytical and computational methods[J].Annals of Botany,2018,121(5):991-1003.[10]宋伟国.小麦生长可视化关键技术研究[D].南京:南京农业大学,2013.[11]ASMUND G,CLEEMANN M.Analytical methods,quality assurance and quality control used in the Greenland AMAP programme[J].Science of the Total Environment,2000,245(1):203-219.[12]PRUSINKIEWICZ P,HANAN J.Lindenmayer systems,fractals,and plants[M].New York:Academic Press,1989.[13]REFFYE P D,EDELIN C,JAEGER M,et al.Plant models faithful to botanical structure and development[J].ACM Siggraph Computer Graphics,1988,22(4):151-158.[14]ANDRIEU B,IVANOV N,BOISSARD P.Simulation of light interception from a maize canopy model constructed by stereo plotting[J].Agricultural & Forest Meteorology,1995,75(1-3):103-119.[15]REFFYE P H D,HOULLIER F.Modeling plant growth and architecture:Some recent advances and applications to agronomy and forestry[J].Current Science,2011,73,456:983-992.[16]JAEGER M,REFFYE,DAVID HERN NDEZ-L PEZ.Basic concepts of computer simulation of plant growth[J].Journal of Biosciences,1992,17(3):275-291.[17]COEN E,PRUSINKIEWICZ P.Quantitative modeling of arabidopsis development[J].Plant Physiology,2005,139(2):960-968.[18]JALLAS E,SEQUEIRA R,MARTIN P,et al.Mechanistic virtual modeling:Coupling a plant simulation model with a three-dimensional plant architecture component[J].Environmental Modeling & Assessment,2009,14(1):29-45.[19]FRASSON R P D M,KRAJEWSKI W F.Three-dimensional digital model of a maize plant[J].Agricultural & Forest Meteorology,2010,150(3):478-488.[20]赵星,de REFFYE P,等.虚拟植物生长的双尺度自动机模型[J].计算机学报,2001,24(6):608-615.[21]马玉平,王石立,李维京.基于作物生长模型的玉米生殖期冷害致灾因子研究[J].作物学报,2011,37(9):1642-1649.[22]葛道阔,曹宏鑫,马晓群,等.基于作物生长模型的小麦旱涝敏感性分析与损失评估[J].江苏农业学报,2016,32(6):1302-1309.[23]李良涛,毛振强,牛灵安,等.基于作物生长模型的冬小麦灌溉方案研究[J].灌溉排水学报,2010,29(2):22-27.[24]肖伯祥,郭新宇,王丹虹,等.玉米雄穗几何造型研究[J].玉米科学,2006,14(4):162-164.[25]肖伯祥,郭新宇,郑文刚,等.玉米雌穗几何造型研究[J].图学学报,2007,28(2):64-67.[26]靳华安,王锦地,柏延臣,等.基于作物生长模型和遥感数据同化的区域玉米产量估算[J].农业工程学报,2012,28(6):162-173.[27]陈劲松,黄健熙,林珲,等.基于遥感信息和作物生长模型同化的水稻估产方法研究[J].中国科学:信息科学,2010(S1):177-187.[28]徐利锋,丁维龙,高楠.一种基于植物功能与结构模型的作物虚拟育种研究[J].中国农业科技导报,2017,17(1):22-31.[29]危扬.基于光模型的高产作物株型定量化设计研究[D].杭州:浙江工业大学,2014.[30]苏中滨,战守义,郑萍,等.作物高光效株型数字化设计方法研究[J].农业工程学报,2008,24(1):203-207.[31]丁维龙,谢涛,徐利锋,等.基于虚拟模型的水稻冠层叶面积计算方法[J].农业工程学报,2017,33(2):192-198.[32]李书钦,诸叶平,刘海龙,等.小麦生长模拟与三维可视化系统构建技术研究[J].中国农业科技导报,2018,20(2):65-71.[33]朱冰琳,刘扶桑,朱晋宇,等.基于机器视觉的大田植株生长动态三维定量化研究[J].农业机械学报.2018,49(5):256-265.[34]孙爱珍,杨红云,何火娇,等.棉花苞叶三维形态可视化建模研究[J].农机化研究,2010,32(7):56-58.[35]艾施荣,何火娇,吴瑞梅.虚拟作物研究综述[J].江西农业大学学报,2003(S1):46-49.[36]HU P,CHAPMAN S C,WANG X,et al.Estimation of plant height using a high throughput phenotyping platform based on unmanned aerial vehicle and self-calibration:Example for sorghum breeding[J].European Journal of Agronomy,2018,95:24-32.[37]赵春江,陆声链,郭新宇,等.数字植物及其技术体系探讨[J].中国农业科学,2010,43(10):2023-2030.[38]PRUSINKIEWICZ P,LINDENMAYER A.The algorithmic beauty of plants[M].New York:Academic Press,1990:109-110.[39]范振岐,司春景,胡超越,等.虚拟植物技术的研究综述[J].安徽农业科学,2012,40(1):577-578.[40]SCHNEPF A,LEITNER D,LANDL M,et al.CRootBox:A structural-functional modelling framework for root systems[J].Annals of Botany,2018,121(5):1033-1053.[41]温维亮,郭新宇,赵春江,等.作物根系构型三维探测与重建方法研究进展[J].中国农业科学,2015,48(3):436-448.[42]刘丹,诸叶平,刘海龙,等.植物三维可视化研究进展[J].中国农业科技导报,2015,17(1):23-31.[43]袁隆平.超级杂交水稻育种研究的进展[J].中国稻米,2008,6(1):3-5.[44]赵团结,盖钧镒,李海旺,等.超高产大豆育种研究的进展与讨论[J].中国农业科学,2006,39(1):29-37.[45]叶雷雷.对土地整理项目规划设计研究与应用的思考[J].华东科技(学术版),2013(8):93.[46]LIANG Z,PANDEY P,STOERGER V,et al.Conventional and hyperspectral time-series imaging of maize lines widely used in field trials[J].Gigascience,2018,7(2):1-11.[47]DOWDY R H,SMUCKER A J M,DOLAN M S,et al.Automated image analyses for separating plant roots from soil debris elutrated from soil cores[J].Plant & Soil,1998,200(1):91-94.[48]廖维华,郭新宇,温维亮,等.作物栽培虚拟仿真实验教学系统的设计与实现[J].实验技术与管理,2016,33(11):150-152.[49]程明华,陈建平.3S技术在农业中的应用[J].山西农业科学,2006,34(2):15-17.[50]孙成明,袁登荣,王余龙.地理信息系统的农业应用与进展[J].上海农业学报,2004,20(3):99-101.[51]KRISHNA RIBEIRO-GOMES,LEITNER D,SCHWEIGER P F,et al.Uncooled thermal camera calibration and optimization of the photogrammetry process for UAV applications in agriculture[J].Sensors,2017,17:2173.[52]李敏,郭小粉,王应君,等.虚拟农业技术及其应用[J].农学学报,2014,4(11):100-104.
相似文献/References:
[1]程陈,韩硕,伍露,等.日光温室郁金香3D可视化模型研究[J].北方园艺,2018,42(13):74.[doi:10.11937/bfyy.20174417]
CHENG Chen,HAN Shuo,WU Lu,et al.Study on 3D Visualization Simulation Model of Solar Greenhouse Tulip[J].Northern Horticulture,2018,42(01):74.[doi:10.11937/bfyy.20174417]
备注/Memo
第一作者简介:吴峰峰(1995-),男,安徽安庆人,硕士研究生,研究方向为作物模拟模型与应用。E-mail:1756423192@qq.com.责任作者:孙成明(1973-),男,江苏宿迁人,博士,教授,现主要从事作物系统模拟与图像识别等研究工作。E-mail:cmsun@yzu.edu.cn.基金项目:国家自然科学基金资助项目(31671615,31701355,31872852);国家重点研发计划资助项目(2018YFD0300805);江苏省农业科技自主创新资金资助项目(CX(16)1006);扬州市产学研合作专项基金资助项目(YZ2016251)。收稿日期:2019-04-28