Title :
Adaptive robotic gait control using coupled artificial signalling networks, hopf oscillators and inverse kinematics
Author :
Fuente, Luis A. ; Lones, Michael A. ; Turner, Alexander P. ; Caves, Leo S. ; Stepney, Susan ; Tyrrell, Andy M.
Author_Institution :
York Centre for Complex Syst. Anal. (YCCSA), York, UK
Abstract :
A novel bio-inspired architecture comprising three layers is introduced for a six-legged robot in order to generate adaptive rhythmic locomotion patterns using environmental information. Taking inspiration from the intracellular signalling processes that decode environmental information, and considering the emergent behaviours that arise from the interaction of multiple signalling pathways, we develop a decentralised robot controller composed of a collection of artificial signalling networks. Crosstalk, a biological signalling mechanism, is used to couple such networks favouring their interaction. We also apply nonlinear oscillators to model gait generators, which induce symmetric and rhythmical locomotion movements. The trajectories are modulated by a coupled artificial signalling network, which yields adaptive and stable robotic locomotive patterns. Gait trajectories are converted into joint angles by means of inverse kinematics. The architecture is implemented in a simulated version of the real robot T-Hex. Our results demonstrate the ability of the architecture to generate adaptive and periodic gaits.
Keywords :
adaptive control; crosstalk; decentralised control; gait analysis; legged locomotion; oscillators; robot kinematics; stability; Hopf oscillators; T-Hex robot; adaptive periodic gait generation; adaptive rhythmic locomotion pattern generation; adaptive robotic gait control; adaptive stable robotic locomotive patterns; bio-inspired architecture; biological signalling mechanism; coupled artificial signalling network; coupled artificial signalling networks; crosstalk mechanism; decentralised robot controller; environmental information decoding; gait generator model; gait trajectory modulation; intracellular signalling processes; inverse kinematics; joint angles; multiple signalling pathway interaction; nonlinear oscillators; six-legged robot; symmetric rhythmical locomotion movements; Robot kinematics; Switches; Adaptation; Coupling; Crosstalk; Evolution; Locomotion; Oscillator;
Conference_Titel :
Evolutionary Computation (CEC), 2013 IEEE Congress on
Conference_Location :
Cancun
Print_ISBN :
978-1-4799-0453-2
Electronic_ISBN :
978-1-4799-0452-5
DOI :
10.1109/CEC.2013.6557732