Journal of Marine Science and Engineering, Volume 14, Issue 4
2026 February-2 - 83 articles
Cover Story: Autonomous and remotely operated vehicles (ARVs) serve multipurpose scientific investigations with integrated exploration and intervention capabilities. Haidou-1 can perform wide-area surveys and underwater sampling. However, payload changes cause severe buoyancy variations, which degrade the performance of traditional fixed-gain PID controllers. This paper presents a hybrid adaptive PID method based on Proximal Policy Optimization (PPO). It realizes online PID tuning via PPO. Experiments show that PPO-PID has faster convergence, smaller steady-state errors and smoother control signals than conventional PID and pure PPO. This work provides a practical, safe depth control solution for ARVs in complex marine missions, with its design generalizable to multi-degree-of-freedom motion control for underwater vehicles. View this paper - Issues are regarded as officially published after their release is announced to the table of contents alert mailing list .
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