Wheat ear growth modeling based on a polygon

Jun-xiao XUE; Chen-yang SUN; Jun-jin CHENG; Ming-liang XU; Ya-fei LI; Shui YU

doi:10.1631/FITEE.1800702

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Wheat ear growth modeling based on a polygon

Special Feature on Virtual Reality | Updated：2022-05-19

- Wheat ear growth modeling based on a polygon
- 基于多边形的麦穗生长建模
- Frontiers of Information Technology & Electronic Engineering Vol. 20, Issue 9, Pages: 1175-1184(2019)
- Affiliations：
  
  School of Software, Zhengzhou University, Zhengzhou 450000, China
  School of Information Engineering, Zhengzhou University, Zhengzhou 450000, China
  School of Software, University of Technology Sydney, Sydney 2007, Australia
- Author bio：
  
  Ming-liang XU, E-mail: iexumingliang@zzu.edu.cn
- Funds：
- DOI：10.1631/FITEE.1800702
  CLC： TP391.9
- Received：06 November 2018，
  
  Revised：2019-;9-;4，
  
  Published：2019-09
- Accepted：
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Jun-xiao XUE, Chen-yang SUN, Jun-jin CHENG, et al. Wheat ear growth modeling based on a polygon[J]. Frontiers of Information Technology & Electronic Engineering, 2019, 20(9): 1175-1184.
DOI：

Jun-xiao XUE, Chen-yang SUN, Jun-jin CHENG, et al. Wheat ear growth modeling based on a polygon[J]. Frontiers of Information Technology & Electronic Engineering, 2019, 20(9): 1175-1184. DOI： 10.1631/FITEE.1800702.

摘要

采用作物建模技术构建小麦仿真模型，对监测小麦生长、分析小麦生长态势等工作有重要意义和价值。针对小麦麦穗的生长过程建模问题，提出一种基于多边形的麦穗生长建模方法。该方法包括麦穗的多边形建模和生长过程插值。首先将麦穗的外稃和内稃表示成可编辑的多边形模型，然后利用球形插值和线性插值建立麦穗的生长过程模型。所设计的球形插值对麦穗中麦粒生长过程中的角度变化进行建模，线性插值对麦穗中麦粒生长过程中的大小变化进行建模。数值仿真结果表明，该方法可建立高效的麦穗生长模型。

Abstract

Visual inspection of wheat growth has been a useful tool for understanding and implementing agricultural techniques and a way to accurately predict the growth status of wheat yields for economists and policy decision makers. In this paper

we present a polygonal approach for modeling the growth process of wheat ears. The grain

lemma

and palea of wheat ears are represented as editable polygonal models

which can be re-polygonized to detect collision during the growth process. We then rotate and move the colliding grain to resolve the collision problem. A linear interpolation and a spherical interpolation are developed to simulate the growth of wheat grain

performed in the process of heading and growth of wheat grain. Experimental results show that the method has a good modeling effect and can realize the modeling of wheat ears at different growth stages.

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M Aono , , , TL Kunii . . Botanical tree image generation . . IEEE Comput Graph Appl , , 1984 . . 4 ( ( 5 ): ): 10 - - 34 . . DOI: 10.1109/MCG.1984.276141 http://doi.org/10.1109/MCG.1984.276141 . .

S Artru , , , B Dumont , , , F Ruget , , , 等 . . How does STICS crop model simulate crop growth and productivity under shade conditions . . Field Crops Res , , 2018 . . 215 83 - - 93 . . DOI: 10.1016/j.fcr.2017.10.005 http://doi.org/10.1016/j.fcr.2017.10.005 . .

MF Barnsley . . Fractals Everywhere , , : : Boston, USA Academic Press , , 1988 . . .

D Bradley , , , D Nowrouzezahrai , , , P Beardsley . . Image-based reconstruction and synthesis of dense foliage . . ACM Trans Graph , , 2013 . . 32 ( ( 4 ): ): 74 DOI: 10.1145/2461912.2461952 http://doi.org/10.1145/2461912.2461952 . .

N Demir . . Using UAVs for detection of trees from digital surface models . . J For Res , , 2018 . . 29 ( ( 3 ): ): 813 - - 821 . . DOI: 10.1007/s11676-017-0473-9 http://doi.org/10.1007/s11676-017-0473-9 . .

P de Reffye , , , C Edelin , , , J Franç , , , 等 . . Plant models faithful to botanical structure and development . . Proc 15$^rm th$ Annual Conf on Computer Graphics and Interactive Techniques , , 1988 . . p.151 - - 158 . . DOI: 10.1145/54852.378505 http://doi.org/10.1145/54852.378505 . .

P de Reffye , , , T Fourcaud , , , F Blaise , , , 等 . . A functional model of tree growth and tree architecture . . Silva Fenn , , 1997 . . 31 ( ( 3 ): ): 297 - - 311 . . DOI: 10.14214/sf.a8529 http://doi.org/10.14214/sf.a8529 . .

C Godin , , , Y Caraglio . . A multiscale model of plant topological structures . . J Theor Biol , , 1998 . . 191 ( ( 1 ): ): 1 - - 46 . . DOI: 10.1006/jtbi.1997.0561 http://doi.org/10.1006/jtbi.1997.0561 . .

H Guo , , , ZY Ge , , , Y Ge , , , 等 . . Visual simulation of underground modified roots of crops based on point clouds . . Trans CSAE , , 2011 . . 27 ( ( 6 ): ): 214 - - 218 . . DOI: 10.3969/j.issn.1002-6819.2011.06.039 http://doi.org/10.3969/j.issn.1002-6819.2011.06.039 . .

LC Hu . . Research on Point Cloud Information Processing of Plant Leaf Based on VTK , , : : Hangzhou, China Zhejiang University , , 2013 . . .

D Koc-San , , , S Selim , , , N Aslan , , , 等 . . Automatic citrus tree extraction from UAV images and digital surface models using circular Hough transform . . Comput Electron Agric , , 2018 . . 150 289 - - 301 . . DOI: 10.1016/j.compag.2018.05.001 http://doi.org/10.1016/j.compag.2018.05.001 . .

P Krishnan , , , RK Sharma , , , A Dass , , , 等 . . Web-based crop model: Web InfoCrop-Wheat to simulate the growth and yield of wheat . . Comput Electron Agric , , 2016 . . 127 324 - - 335 . . DOI: 10.1016/j.compag.2016.06.008 http://doi.org/10.1016/j.compag.2016.06.008 . .

Y LeCun , , , Y Bengio , , , G Hinton . . Deep learning . . Nature , , 2015 . . 521 ( ( 7553 ): ): 436 - - 444 . . DOI: 10.1038/nature14539 http://doi.org/10.1038/nature14539 . .

A Lindemayer . . Mathematical models for cellular interactions in development I . . Filaments with one-sided inputs. J Theor Biol , , 1968 . . 18 ( ( 3 ): ): 280 - - 299 . . DOI: 10.1016/0022-5193(68)90079-9 http://doi.org/10.1016/0022-5193(68)90079-9 . .

BI Loch , , , JA Belward , , , JS Hanan . . Application of surface fitting techniques for the representation of leaf surfaces . . Proc Int Conf on Modelling and Simulation: Advances and Applications for Management and Decision Making , , 2005 . . p.1272 - - 1278 . . . .

MN Oqielat , , , JA Belward , , , IW Turner , , , 等 . . A hybrid clough-tocher radial basis function method for modelling leaf surfaces . . Int Congress on Modelling and Simulation , , 2007 . . p.400 - - 406 . . . .

MN Oqielat , , , IW Turner , , , JA Belward . . A hybrid clough-tocher method for surface fitting with application to leaf data . . Appl Math Model , , 2009 . . 33 ( ( 6 ): ): 2582 - - 2595 . . DOI: 10.1016/j.apm.2008.07.023 http://doi.org/10.1016/j.apm.2008.07.023 . .

MN Oqielat , , , IW Turner , , , JA Belward , , , 等 . . Modelling water droplet movement on a leaf surface . . Math Comput Simul , , 2011 . . 81 ( ( 8 ): ): 1553 - - 1571 . . DOI: 10.1016/j.matcom.2010.09.003 http://doi.org/10.1016/j.matcom.2010.09.003 . .

J Perttunen , , , R Sievänen , , , E Nikinmaa . . LIGNUM: a model combining the structure and the functioning of trees . . Ecol Model , , 1998 . . 108 ( ( 1-3 ): ): 189 - - 198 . . DOI: 10.1016/S0304-3800(98)00028-3 http://doi.org/10.1016/S0304-3800(98)00028-3 . .

A Peyrat , , , O Terraz , , , S Merillou , , , 等 . . Generating vast varieties of realistic leaves with parametric 2Gmap L-systems . . Vis Comput , , 2008 . . 24 ( ( 7-9 ): ): 807 - - 816 . . DOI: 10.1007/s00371-008-0262-8 http://doi.org/10.1007/s00371-008-0262-8 . .

P Prusinkiewicz , , , A Lindenmayer . . The Algorithmic Beauty of Plants , , : : Berlin, German Springer Science & Business Media , , 2012 . . .

HC Qu , , , QS Zhu , , , LQ Cai , , , 等 . . Multiscales analysis-based branching structure 3-D reconstruction for virtual plants . . J Syst Simul , , 2009 . . 21 ( ( 15 ): ): 4718 - - 4721 . . DOI: 10.16182/j.cnki.joss.2009.15.060 http://doi.org/10.16182/j.cnki.joss.2009.15.060 . .

L Quan , , , P Tan , , , G Zeng , , , 等 . . Image-based plant modeling . . ACM Trans Graph , , 2006 . . 25 ( ( 3 ): ): 599 - - 604 . . DOI: 10.1145/1141911.1141929 http://doi.org/10.1145/1141911.1141929 . .

HM Rauscher , , , JG Isebrands , , , GE Host , , , 等 . . ECOPHYS: an ecophysiological growth process model for juvenile poplar . . Tree Physiol , , 1990 . . 7 ( ( 1-4 ): ): 255 - - 281 . . DOI: 10.1093/treephys/7.1-2-3-4.255 http://doi.org/10.1093/treephys/7.1-2-3-4.255 . .

ZH Sun , , , SL Lu , , , XY Guo , , , 等 . . Surfaces reconstruction of plant leaves based on point cloud data . . Trans CSAE , , 2012 . . 28 ( ( 3 ): ): 184 - - 190 . . DOI: 10.3969/j.issn.1002-6819.2012.03.032 http://doi.org/10.3969/j.issn.1002-6819.2012.03.032 . .

C Wang , , , C Zhao , , , X Guo , , , 等 . . 3D reconstruction of virtual agricultural field scene based on digital camera . . Chin Agric Sci Bull , , 2011 . . 27 ( ( 33 ): ): 266 - - 272 . . . .

YR Wang , , , HM Fu . . 3D visual plant models in computational fluid dynamics simulation of ambient wind flow around an isolated tree . . J Donghua Univ (Eng Ed) , , 2017 . . 34 ( ( 2 ): ): 304 - - 309 . . . .

F Wen . . Big Data Agriculture , , : : Beijing, China China Agriculture Press , , 2015 . . .

JX Xue , , , CY Sun , , , ML Xu , , , 等 . . Modeling of wheat ears growth based on Bezier surface . . J Syst Simul , , 2018 . . 30 ( ( 7 ): ): 2475 - - 2481 . . DOI: 10.16182/j.issn1004731x.joss.201807006 http://doi.org/10.16182/j.issn1004731x.joss.201807006 . .

HP Yan , , , P de Reffye , , , J Leroux , , , 等 . . Study on plant growth behaviors simulated by the functional-structural plant model-GreenLab . . Int Symp on Plant Growth Modeling, Simulation, Visualization and Their Applications , , 2003 . . p.118 - - 125 . . . .

L Yang , , , XY Guo , , , SL Lu , , , 等 . . 3D morphological reconstruction of cucumber leaf based on multiple images . . Trans CSAE , , 2009 . . 25 ( ( 2 ): ): 141 - - 144 . . . .

QP Zhao . . A survey on virtual reality . . Sci China Ser F , , 2009 . . 52 ( ( 3 ): ): 348 - - 400 . . DOI: 10.1007/s11432-009-0066-0 http://doi.org/10.1007/s11432-009-0066-0 . .

X Zhao , , , P de Reffye , , , FL Xiong , , , 等 . . Dual-scale automaton model for virtual plant development . . Chin J Comput , , 2001 . . 24 ( ( 60 ): ): 608 - - 617 . . DOI: 10.3321/j.issn:0254-4164.2001.06.008 http://doi.org/10.3321/j.issn:0254-4164.2001.06.008 . .

Y Zheng , , , S Gu , , , H Edelsbrunner , , , 等 . . Detailed reconstruction of 3D plant root shape . . Proc IEEE Int Conf on Computer Vision , , 2011 . . p.2026 - - 2033 . . DOI: 10.1109/ICCV.2011.6126475 http://doi.org/10.1109/ICCV.2011.6126475 . .

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