Zhong-Chao Zhang

A safety-constrained deep reinforcement learning strategy for velocity control of a pipeline inspection robot.

Maintaining stable velocity control for a self-propelled pipeline inspection robot remains challenging under high-dimensional state spaces, time-varying friction, and non-stationary operating conditions. This study proposes a safety-constrained deep reinforcement learning control strategy for robust velocity regulation...