A mobile service robot operates in a constantly changing environment with other robots and humans. The is usually vast unknown, the expected to operate continuously for long period. can be dynamic, leading generation of new routes or permanent blocking old routes. traditional path planner that relies on static maps will not suffice dynamic environment. This work focused developing reinforcement...