MAppleT: simulation of apple tree development using mixed stochastic and biomechanical models
MAppleT: моделирование развития яблони с использованием смешанных стохастических и биомеханических моделей
2008-11-10
SCID: 54.1/h4xunw5n
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L-systemsMAppleTapple tree architecturebiomechanical modelhierarchical hidden Markov model
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Abstract (AI)
Construction of tree architectural databases over years is time consuming and cannot easily capture event dynamics, especially when both tree topology and geometry are considered. The present project aimed to bring together models of topology and geometry in a single simulation such that the architecture of an apple tree may emerge from process interactions. This integration was performed using L-systems. A mixed approach was developed based on stochastic models to simulate plant topology and mechanistic model for the geometry. The succession of growth units (GUs) along axes and their branching structure were jointly modelled by a hierarchical hidden Markov model. A biomechanical model, derived from previous studies, was used to calculate stem form at the metamer scale, taking into account the intra-year dynamics of primary, secondary and fruit growth. Outputs consist of 3-D mock-ups - geometric models representing the progression of tree form over time. To asses these models, a sensitivity analysis was performed and descriptors were compared between simulated and digitised trees, including the total number of GUs in the entire tree, descriptors of shoot geometry (basal diameter, length), and descriptors of axis geometry (inclination, curvature). In conclusion, despite some limitations, MAppleT constitutes a useful tool for simulating development of apple trees in interaction with gravity.
Key Findings
1
A hierarchical hidden Markov model jointly simulates growth-unit succession along axes and branching structure.
2
A metamer-scale biomechanical model calculates stem form while accounting for intra-year primary, secondary, and fruit growth dynamics.
3
Despite acknowledged limitations, MAppleT provides a useful framework for simulating apple-tree development and its interaction with gravity.
4
MAppleT integrates stochastic topology and biomechanical geometry models within an L-system to simulate emergent apple-tree architecture over time.
5
Sensitivity analysis compares simulations with digitized trees using growth-unit counts and shoot- and axis-geometry descriptors, including diameter, length, inclination, and curvature.
6
The model generates three-dimensional mock-ups representing temporal progression of apple-tree form.
Research Object
Apple tree architectural development under interaction with gravity
Research Subject
Emergent spatiotemporal topology and geometry of tree growth, including growth-unit succession, branching structure, stem form, and shoot and axis geometry
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2008-11-10
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