Full Text:   <323>

Summary:  <136>

CLC number: TP391.9

On-line Access: 2019-10-08

Received: 2018-11-06

Revision Accepted: 2019-04-07

Crosschecked: 2019-09-04

Cited: 0

Clicked: 725

Citations:  Bibtex RefMan EndNote GB/T7714


Ming-liang Xu


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Frontiers of Information Technology & Electronic Engineering  2019 Vol.20 No.9 P.1175-1184


Wheat ear growth modeling based on a polygon

Author(s):  Jun-xiao Xue, Chen-yang Sun, Jun-jin Cheng, Ming-liang Xu, Ya-fei Li, Shui Yu

Affiliation(s):  School of Software, Zhengzhou University, Zhengzhou 450000, China; more

Corresponding email(s):   iexumingliang@zzu.edu.cn

Key Words:  Visual inspection, Virtual crop, Three-dimensional modeling

Jun-xiao Xue, Chen-yang Sun, Jun-jin Cheng, Ming-liang Xu, Ya-fei Li, Shui Yu. Wheat ear growth modeling based on a polygon[J]. Frontiers of Information Technology & Electronic Engineering, 2019, 20(9): 1175-1184.

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author="Jun-xiao Xue, Chen-yang Sun, Jun-jin Cheng, Ming-liang Xu, Ya-fei Li, Shui Yu",
journal="Frontiers of Information Technology & Electronic Engineering",
publisher="Zhejiang University Press & Springer",

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%T Wheat ear growth modeling based on a polygon
%A Jun-xiao Xue
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%A Ming-liang Xu
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%I Zhejiang University Press & Springer
%DOI 10.1631/FITEE.1800702

T1 - Wheat ear growth modeling based on a polygon
A1 - Jun-xiao Xue
A1 - Chen-yang Sun
A1 - Jun-jin Cheng
A1 - Ming-liang Xu
A1 - Ya-fei Li
A1 - Shui Yu
J0 - Frontiers of Information Technology & Electronic Engineering
VL - 20
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EP - 1184
%@ 2095-9184
Y1 - 2019
PB - Zhejiang University Press & Springer
ER -
DOI - 10.1631/FITEE.1800702

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.




Darkslateblue:Affiliate; Royal Blue:Author; Turquoise:Article


[1]Aono M, Kunii TL, 1984. Botanical tree image generation. IEEE Comput Graph Appl, 4(5):10-34.

[2]Artru S, Dumont B, Ruget F, et al., 2018. How does STICS crop model simulate crop growth and productivity under shade conditions? Field Crops Res, 215:83-93.

[3]Barnsley MF, 1988. Fractals Everywhere. Academic Press, Boston, USA.

[4]Bradley D, Nowrouzezahrai D, Beardsley P, 2013. Image-based reconstruction and synthesis of dense foliage. ACM Trans Graph, 32(4):74.

[5]Demir N, 2018. Using UAVs for detection of trees from digital surface models. J For Res, 29(3):813-821.

[6]de Reffye P, Edelin C, Franc{c}on J, et al., 1988. Plant models faithful to botanical structure and development. Proc 15th Annual Conf on Computer Graphics and Interactive Techniques, p.151-158.

[7]de Reffye P, Fourcaud T, Blaise F, et al., 1997. A functional model of tree growth and tree architecture. Silva Fenn, 31(3):297-311.

[8]Godin C, Caraglio Y, 1998. A multiscale model of plant topological structures. J Theor Biol, 191(1):1-46.

[9]Guo H, Ge ZY, Ge Y, et al., 2011. Visual simulation of underground modified roots of crops based on point clouds. Trans CSAE, 27(6):214-218 (in Chinese).

[10]Hu LC, 2013. {Research on Point Cloud Information Processing of Plant Leaf Based on VTK. MS Thesis, Zhejiang University, Hangzhou, China (in Chinese).}

[11]Koc-San D, Selim S, Aslan N, et al., 2018. Automatic citrus tree extraction from UAV images and digital surface models using circular Hough transform. Comput Electron Agric, 150:289-301.

[12]Krishnan P, Sharma RK, Dass A, et al., 2016. Web-based crop model: Web InfoCrop-Wheat to simulate the growth and yield of wheat. Comput Electron Agric, 127:324-335.

[13]LeCun Y, Bengio Y, Hinton G, 2015. Deep learning. Nature, 521(7553):436-444.

[14]Lindemayer A, 1968. Mathematical models for cellular interactions in development uppercaseexpandafterromannumeral1. Filaments with one-sided inputs. J Theor Biol, 18(3):280-299.

[15]Loch BI, Belward JA, Hanan JS, 2005. 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, p.1272-1278.

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

[17]Oqielat MN, Turner IW, Belward JA, 2009. A hybrid clough-tocher method for surface fitting with application to leaf data. Appl Math Model, 33(6):2582-2595.

[18]Oqielat MN, Turner IW, Belward JA, et al., 2011. Modelling water droplet movement on a leaf surface. Math Comput Simul, 81(8):1553-1571.

[19]Perttunen J, Sievänen R, Nikinmaa E, 1998. LIGNUM: a model combining the structure and the functioning of trees. Ecol Model, 108(1-3):189-198.

[20]Peyrat A, Terraz O, Merillou S, et al., 2008. Generating vast varieties of realistic leaves with parametric 2Gmap L-systems. Vis Comput, 24(7-9):807-816.

[21]Prusinkiewicz P, Lindenmayer A, 2012. The Algorithmic Beauty of Plants. Springer Science & Business Media, Berlin, Germany.

[22]Qu HC, Zhu QS, Cai LQ, et al., 2009. Multiscales analysis-based branching structure 3-D reconstruction for virtual plants. J Syst Simul, 21(15):4718-4721 (in Chinese).

[23]Quan L, Tan P, Zeng G, et al., 2006. Image-based plant modeling. ACM Trans Graph, 25(3):599-604.

[24]Rauscher HM, Isebrands JG, Host GE, et al., 1990. ECOPHYS: an ecophysiological growth process model for juvenile poplar. Tree Physiol, 7(1-4):255-281.

[25]Sun ZH, Lu SL, Guo XY, et al., 2012. Surfaces reconstruction of plant leaves based on point cloud data. Trans CSAE, 28(3):184-190 (in Chinese).

[26]Wang C, Zhao C, Guo X, et al., 2011. {3D reconstruction of virtual agricultural field scene based on digital camera. Chin Agric Sci Bull, 27(33):266-272 (in Chinese).}

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

[28]Wen F, 2015. Big Data Agriculture. China Agriculture Press, Beijing, China (in Chinese).

[29]Xue JX, Sun CY, Xu ML, et al., 2018. Modeling of wheat ears growth based on Bezier surface. J Syst Simul, 30(7):2475-2481.

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

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

[32]Zhao QP, 2009. A survey on virtual reality. Sci China Ser F, 52(3):348-400.

[33]Zhao X, de Reffye P, Xiong FL, et al., 2001. Dual-scale automaton model for virtual plant development. Chin J Comput, 24(60):608-617 (in Chinese).

[34]Zheng Y, Gu S, Edelsbrunner H, et al., 2011. Detailed reconstruction of 3D plant root shape. Proc IEEE Int Conf on Computer Vision, p.2026-2033.

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