DocumentCode
3670270
Title
Using a co-evolutionary approach to automatically generate vertical undulation and lateral rolling motions for snake-like modular robot
Author
Wei Shun Chee;Jason Teo
Author_Institution
Faculty of Computing and Informatics, Universiti Malaysia Sabah, Kota Kinabalu, Malaysia
fYear
2014
Firstpage
236
Lastpage
241
Abstract
This paper explores the use of evolutionary algorithm approach to automatically design and optimize the snake-like modular robot to acquire with the vertical undulation locomotion and lateral rolling moving behaviour. A hybridized Genetic Programming and self-adaptive Differential Evolution algorithm is implemented in this work to simultaneously co-evolve both the morphology and controller of the snake-like modular robot throughout the artificial evolutionary process. This paper also illustrates on how the overall structure and control strategy of the snake-like modular robot is being designed in order for the snake-like modular robot to perform the particular locomotion. Moreover, different fitness functions had also been modelled for each locomotion experiment in computing the performance score of the snake-like modular robot. Interestingly, it was found out that the snake-like modular robot can actually travel for longer distance using vertical undulation locomotion. It was also found out that the rolling movement of the snake-like modular robot can be achieved by motors attached only in pitch and yaw axis. In conclusion, promising results were obtained in this work showing that the co-evolving evolutionary algorithm illustrated in this work is feasible to be implemented to automatically design and optimize the modular robot to evolve with various locomotion capabilities.
Keywords
"Automation","Morphology","Artificial neural networks","Process control","Sociology","Statistics"
Publisher
ieee
Conference_Titel
Robotics and Manufacturing Automation (ROMA), 2014 IEEE International Symposium on
Type
conf
DOI
10.1109/ROMA.2014.7295894
Filename
7295894
Link To Document