The sensorimotor loop as a dynamical system: How regular motion primitives may emerge from self-organized limit cycles

Abstract

We investigate the sensorimotor loop of simple robots simulated within the LPZRobots environment from the point of view of dynamical systems theory. For a robot with a cylindrical shaped body and an actuator controlled by a single proprioceptual neuron we find various types of periodic motions in terms of stable limit cycles. These are self-organized in the sense, that the dynamics of the actuator kicks in only, for a certain range of parameters, when the barrel is already rolling, stopping otherwise. The stability of the resulting rolling motions terminates generally, as a function of the control parameters, at points where fold bifurcations of limit cycles occur. We find that several branches of motion types exist for the same parameters, in terms of the relative frequencies of the barrel and of the actuator, having each their respective basins of attractions in terms of initial conditions. For low drivings stable limit cycles describing periodic and drifting back-and-forth motions are found additionally. These modes allow to generate symmetry breaking explorative behavior purely by the timing of an otherwise neutral signal with respect to the cyclic back-and-forth motion of the robot.

References in corpus (3)

• A novel plasticity rule can explain the development of sensorimotor intelligence
• Generating functionals for computational intelligence: the Fisher information as an objective function for self-limiting Hebbian learning rules
• A versatile class of prototype dynamical systems for complex bifurcation cascades of limit cycles

Cited by in corpus (6)

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• Embodied robots driven by self-organized environmental feedback
• When the goal is to generate a series of activities: A self-organized simulated robot arm
• Self-organized attractoring in locomoting animals and robots: an emerging field