Virtualization of Wiring Harness Manipulation Tasks through the PyChrono Simulation Engine


Autoria(s): Gangemi, Jacopo Maria
Contribuinte(s)

Palli, Gianluca

Galassi, Kevin

Data(s)

05/12/2022

Resumo

The purpose of this thesis work is the study and creation of a harness modelling system. The model needs to simulate faithfully the physical behaviour of the harness, without any instability or incorrect movements. Since there are various simulation engines that try to model wiring's systems, this thesis work focused on the creation and test of a 3D environment with wiring and other objects through the PyChrono Simulation Engine. Fine-tuning of the simulation parameters were done during the test to achieve the most stable and correct simulation possible, but tests showed the intrinsic limits of the Engine regarding the collisions' detection between the various part of the cables, while collisions between cables and other physical objects such as pavement, walls and others are well managed by the simulator. Finally, the main purpose of the model is to be used to train Artificial Intelligence through Reinforcement Learnings techniques, so we designed, using OpenAI Gym APIs, the general structure of the learning environment, defining its basic functions and an initial framework.

Formato

application/pdf

Identificador

http://amslaurea.unibo.it/27386/1/TesiGangemiJacopoMaria.pdf

Gangemi, Jacopo Maria (2022) Virtualization of Wiring Harness Manipulation Tasks through the PyChrono Simulation Engine. [Laurea magistrale], Università di Bologna, Corso di Studio in Automation engineering / ingegneria dell’automazione [LM-DM270] <http://amslaurea.unibo.it/view/cds/CDS8891/>

Idioma(s)

en

Publicador

Alma Mater Studiorum - Università di Bologna

Relação

http://amslaurea.unibo.it/27386/

Direitos

Free to read

Palavras-Chave #Deformable Linear Object Simulation,Cable modelling,Deformable Linear Object,Deformable Object Modelling,PyChrono #Automation engineering / ingegneria dell’automazione [LM-DM270]
Tipo

PeerReviewed

info:eu-repo/semantics/masterThesis