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油菜分枝拓扑结构随机模拟

Stochastic simulation of branch morphological structure in oilseed rape

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【作者】 王秀娟李冬林宝刚华净康孟珍张冬青de Reffye Philippe王飞跃

【Author】 WANG XiuJuan;LI Dong;LIN BaoGang;HUA Jing;KANG MengZhen;ZHANG DongQing;de Reffye Philippe;WANG Fei-Yue;The State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences;Innovation Center for Parallel Agriculture, Qingdao Academy of Intelligent Industries;Institute of Digital Agriculture, Zhejiang Academy of Agricultural Science;Institute of Crop and Nuclear Technology Utilization, Zhejiang Academy of Agricultural Science;Cirad-Amis, UMR AMAP, TA 4001 Avenue Agropolis;Beijing Engineering Research Center of Intelligent Systems and Technology, Institute of Automation, Chinese Academy of Sciences;

【通讯作者】 康孟珍;

【机构】 中国科学院自动化研究所复杂系统管理与控制国家重点实验室青岛智能产业技术研究院平行农业技术创新中心浙江省农业科学院数字农业研究所浙江省农业科学院作物与核技术利用研究所中国科学院自动化研究所北京市智能化技术与系统工程技术研究中心法国农业发展研究中心UMR AMAP

【摘要】 油菜(Brassica napus L.)具有复杂的分枝结构,其分枝为向顶式发生(出现)、向基式扩展,这种独特的生长模式使得油菜个体植株间的构型存在很大的差异.本研究利用与位置有关的生长延迟函数,计算各分枝从发生到扩展的时间间隔,来模拟油菜分枝这种独特的生长模式.此外,利用随机概率模型来模拟油菜植株间分枝数、主干和分枝的叶元数等.通过实际测量的四个油菜品种(ZY18, ZY50, ZS72和ZS11)的数据,采用最小二乘法对该模型的参数进行校准.结果表明,该随机模型能够模拟油菜植株拓扑结构,并根据参数估计的结果分析不同品种的拓扑结构差异性.本研究提出了新的简化方法模拟油菜分枝的生长模式,该模型可与油菜生长模型相结合,从而模拟油菜的动态生长过程.

【Abstract】 The structure of oilseed rape is complex due to the development patterns of inflorescence: initiate acropetally but expand basipetally.This unique physiological characteristic makes a big difference in the morphological structure of individual plants in oilseed rape.The time lag between the appearance and elongation of a branch, called "growth delay", needs to be quantified in order to simulate the developmental pattern of oilseed rape. This study computes the time interval between the appearance and expansion of branches by using a growth delay function. Moreover, a stochastic probabilistic model is built to simulate the differences of the numbers of branches, phytomers of the stems and branches within and among plants for four cultivars. Furthermore, model parameters can be estimated using the experimental measurements for four cultivars(ZY18, ZY50, ZS72 and ZS11) with the generalized least square method. The results indicate that the differences of structure among individual plants for different cultivars can be simulated using the stochastic model. This work provides a new and simple method to describe the differences of structure among plants using a stochastic model. This method can simulate the branch development of oilseed rape, which can be combined to a functional-structural model to simulate the growth and development of oilseed rape.

【基金】 国家自然科学基金(批准号:61533019,31400623,31700315)资助
  • 【文献出处】 中国科学:生命科学 ,Scientia Sinica(Vitae) , 编辑部邮箱 ,2019年01期
  • 【分类号】S565.4;O212
  • 【被引频次】3
  • 【下载频次】142
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