Driving torque distribution strategy of skid-steering vehicles with knowledge-assisted reinforcement learning

H Dai, P Chen, H Yang - Applied Sciences, 2022 - mdpi.com
Due to the advantages of their drive configuration form, skid-steering vehicles with
independent wheel drive systems are widely used in various special applications. However …

Fault-tolerant control of skid steering vehicles based on meta-reinforcement learning with situation embedding

H Dai, P Chen, H Yang - Actuators, 2022 - mdpi.com
Meta-reinforcement learning (meta-RL), used in the fault-tolerant control (FTC) problem,
learns a meta-trained model from a set of fault situations that have a high-level similarity …

Optimal Control Gains Optimization for Mobile Robot Considering Dynamic Constraints

SC Park, M Kim, HM Park, JH Park - IEEE Access, 2024 - ieeexplore.ieee.org
Traditional kinematic control of mobile robots primarily regulates position and orientation,
often neglecting dynamic factors such as acceleration and torque, making it suitable for low …