Using genetic algorithms to establish efficient walking gaits for an eight-legged robot

In the design and development of a legged robot, many factors need to be considered. As a consequence, creating a legged robot that can efficiently and autonomously negotiate a wide range of terrains is a challenging task. Many researchers working in the area of legged robotics have traditionally looked towards the natural world for inspiration and solutions, reasoning that these evolutionary solutions are appropriate and effective because they have passed the hard tests for survival over time and generations. This paper reports the use of genetically inspired learning strategies, commonly referred to as genetic algorithms, as an evolutionary design tool for improving the design and performance of an algorithm for controlling the leg stepping sequences of a walking robot. The paper presents a specific case of finding optimal walking gaits for an eightlegged robot called Robug IV and simulated results are provided.

[1]  C. S. G. Lee,et al.  Robotics: Control, Sensing, Vision, and Intelligence , 1987 .

[2]  H. Cruse What mechanisms coordinate leg movement in walking arthropods? , 1990, Trends in Neurosciences.

[3]  Uca pugnax,et al.  Leg Co-Ordination during Walking in the Crab , 2022 .

[4]  C. Fonseca,et al.  GENETIC ALGORITHMS FOR MULTI-OBJECTIVE OPTIMIZATION: FORMULATION, DISCUSSION, AND GENERALIZATION , 1993 .

[5]  M. Burrows,et al.  The Mechanism of Rapid Running in the Ghost Crab, Ocypode Ceratophthalma , 1973 .

[6]  M Hildebrand,et al.  Symmetrical gaits of horses. , 1965, Science.

[7]  W. J. P. Barnes,et al.  Leg co-ordination during walking in the crab,Uca pugnax , 1975, Journal of comparative physiology.

[8]  Marc H. Raibert,et al.  Legged Robots That Balance , 1986, IEEE Expert.

[9]  David E. Orin,et al.  Omnidirectional supervisory control of a multilegged vehicle using periodic gaits , 1988, IEEE J. Robotics Autom..

[10]  Robert B. McGhee,et al.  Adaptive Locomotion of a Multilegged Robot over Rough Terrain , 1979, IEEE Transactions on Systems, Man, and Cybernetics.

[11]  H. Benjamin Brown,et al.  Experiments in Balance with a 3D One-Legged Hopping Machine , 1984 .

[12]  Jessica K. Hodgins,et al.  Dynamically Stable Legged Locomotion , 1983 .

[13]  Charles R. Fourtner,et al.  Nervous control of walking in the crab,Cardisoma guanhumi , 2004, Journal of comparative physiology.

[14]  Kenneth J. Waldron,et al.  Machines That Walk: The Adaptive Suspension Vehicle , 1988 .

[15]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .