QIAN, Ruonan (2020) PRE - Research Project, ENSTA.

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Abstract

A deformable body simulator that uses the position based dynamics (PBD) method is implemented in this porject. A working software is built which user can setup an initial object (e.g., string and cube) and then run a simulation such that it can show the dynamics of the scene object. Abundant object motion data will be collected based on the simulation and will be applied to train a neural network (NN) model, which can predict the position information of the next time step is based on the coordinate information of the previous time step. Then he projection algorithm for the PBD constraints will be replaced by the NN model in the simulation.

Item Type:Thesis (PRE - Research Project)
Uncontrolled Keywords:position based dynamics, simulation, neural network, computer graphics
Subjects:Information and Communication Sciences and Technologies
ID Code:8088
Deposited By:Ruonan QIAN
Deposited On:18 juill. 2023 12:08
Dernière modification:18 juill. 2023 12:08

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