Banca de DEFESA: CAIO CRISTIANO BARROS VITURINO

Uma banca de DEFESA de DOUTORADO foi cadastrada pelo programa.
STUDENT : CAIO CRISTIANO BARROS VITURINO
DATE: 01/12/2023
TIME: 14:00
LOCAL: https://conferenciaweb.rnp.br/ufba/lar-laboratorio-de-robotica-ufba
TITLE:

GRASPING AND IDENTIFYING OBJECTS WITH DEEP LEARNING METHODS


KEY WORDS:

 Robotic grasping, Convolutional Neural Network, Robotic Manipulators


PAGES: 144
BIG AREA: Engenharias
AREA: Engenharia Elétrica
SUBÁREA: Eletrônica Industrial, Sistemas e Controles Eletrônicos
SPECIALTY: Controle de Processos Eletrônicos, Retroalimentação
SUMMARY:

In recent years, deep learning-based robotic grasping methods, have surpassed analytical methods in grasping performance. Despite the results obtained, most of these methods use only planar grasps due to the high computational cost found in 6D grasps. However, planar grasps have spatial limitations that prevent their applicability in complex environments, such as grasping manufactured objects inside 3D printers. Furthermore, some robotic grasping techniques only generate one feasible grasp per object. In contrast, it is necessary to obtain multiple possible grasps per object because not every grasp generated is kinematically feasible for the robot manipulator or does not collide with other close obstacles. Therefore, it is proposed a new grasping pipeline yield 6D grasps and selects a specific object in the environment, preventing collisions with obstacles nearby. The grasping trials are performed in an Additive Manufacturing Unit that has a considerable level of complexity due to the high chance of collision. The experimental results prove that it is possible to achieve a significant success rate in grasping additive-manufactured objects. The UR5 robot arm, Intel Realsense D435 camera, and Robotiq 2F-140 gripper are used to validate the proposed method in real experiments.

 


COMMITTEE MEMBERS:
Presidente - 1652496 - ANDRE GUSTAVO SCOLARI CONCEICAO
Interno - 1938914 - TIAGO TRINDADE RIBEIRO
Interno - 2506534 - EDUARDO FURTADO DE SIMAS FILHO
Externo à Instituição - VALDIR GRASSI JR - USP
Externo à Instituição - EDUARDO TELMO FONSECA SANTOS - IFBA
Notícia cadastrada em: 22/11/2023 07:49
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