Title :
Limit cycle perturbations for parametric modulation of central pattern generators
Author :
Consolini, Luca ; Lini, Gabriele
Author_Institution :
Dipt. di Ing. dell´Inf., Univ. of Parma, Parma, Italy
Abstract :
We study the modulation of the output signal of a Central Pattern Generator (CPG) through variations of the coupling parameters between the neurons. It is assumed that a given CPG possesses an exponentially stable limit cycle which originates a periodic output signal. We propose a method that allows to find the variations of the coupling parameters that change the network output in order to approximate a given reference signal. This problem is relevant in many applications. For instance, in robotics locomotion is desirable to change the output of a network in order to change the frequency or the amplitude of the legs movements. We present applications to ring networks and to the quadruped model developed by Golubitsky and coworkers.
Keywords :
asymptotic stability; legged locomotion; limit cycles; modulation; neural nets; pattern formation; perturbation techniques; CPG; Golubitsky; central pattern generators; coupling parameters; coworkers; exponentially stable limit cycle; legs movements amplitude; legs movements frequency; limit cycle perturbations; parametric modulation; periodic output signal; quadruped model; reference signal approximation; ring networks; robotics locomotion; Biological system modeling; Couplings; Legged locomotion; Limit-cycles; Mathematical model; Neurons;
Conference_Titel :
American Control Conference (ACC), 2012
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4577-1095-7
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2012.6315078