Emergence of Behaviors by Reinforcement Learning Based on the Desire for Existence

Abstract

We propose to introduce the desire for existence into reinforcement learning as intrinsic motivation for developing robots with emerging behaviors. A pursuit-evasion game composed of predators and their prey is selected as a testbed. To demonstrate the effectiveness of using the desire for existence, simulation experiments and experiments using mobile robots, WITH, on the robotic field are carried out.