Abstract

Accurate model of structural elements is necessary to model the foliage and fruit distributions in cultivated plants, both of them being key parameters for yield prediction. However, the level of details in architectural data collection could vary, simplifying the data collection when plants get older and because of the high time cost required. In the present study, we aimed at reconstructing and analyzing plant structure, berry distributions and yield in Coffea arabica (Arabica coffee), by using both detailed or partial morphological information and probabilistic functions. Different datasets of coffee plant architectures were available with different levels of detail depending on the tree age. Three scales of decomposition—plant, axes and metamers were used reconstruct the plant architectures. CoffePlant3D, a software which integrates a series of mathematical, computational and statistical methods organized in three newly developed modules, AmostraCafe3D, VirtualCafe3D and Cafe3D, was developed to accurately reconstruct coffee plants in 3D, whatever the level of details available. The number of metamers of the 2nd order axes was shown to be linearly proportional to that of the orthotropic trunk, and the number of berries per metamer was modeled as a Gaussian function within a specific zone along the plagiotropic axes. This ratio of metamer emission rhythm between the orthotropic trunk and plagiotropic axes represents the pillar of botanical events in the C. arabica development and was central in our modeling approach, especially to reconstruct missing data. The methodology proposed for reconstructing coffee plants under the CoffePlant3D was satisfactorily validated across dataset available and could be performed for any other Arabica coffee variety.

Highlights

  • The coffee tree architecture, described as Roux’s model, is a characterized by a continuous growth and dimorphic axes (Hallé et al 1978)

  • All modules of CoffeePlant3D were developed with Python language (Borcherds 2007) under PyCharm IDE, using NumPy and SciPy libraries and packages for numerical and statistical methods, respectively

  • AMLPy was used for multiscale tree graph (MTG) architecture manipulation, and PlantGLViewer (Pradal et al 2009) for plant geometric reconstruction and visualization

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Summary

Introduction

The coffee tree architecture, described as Roux’s model, is a characterized by a continuous growth and dimorphic axes (Hallé et al 1978). An orthotropic axis of 1st order forms, at each node, two syllepetic plagiotropic axes of 2nd order, even though sometimes, no branch, or just one develops. The lateral axes follow an orthogonal—decussate pattern of leaf initiation of orthotropic axis, but both internode torsion and petiole angle reorient leaves, resulting in dorsiventral phyllotaxy (Dengler 1999). In Coffea canefora, the 2nd order axes are rarely branched in 3rd order ones, while in Coffea arabica L. (Arabica coffee), the Matsunaga et al SpringerPlus (2016) 5:2075 plagiotropic axes develop from the 2nd to the 5th orders. The highest axes orders appear in three to four years after pruning (Rakocevic and Androcioli-Filho 2010)

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