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Keywords: reinforcement learning
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Proceedings Papers

Proc. ASME. OMAE2021, Volume 2: Structures, Safety, and Reliability, V002T02A024, June 21–30, 2021
Paper No: OMAE2021-65524
... of elastic in-house program for FOWTs, and a reinforcement learning method with exhaust algorithm and deep deterministic Wind Turbines policy gradient (DDPG) are embedded in DARwind as an AI module. Firstly, the methodology is introduced with the selection DDPG Deep Deterministic Policy Gradient of Key...
Proceedings Papers

Proc. ASME. OMAE2020, Volume 11: Petroleum Technology, V011T11A002, August 3–7, 2020
Paper No: OMAE2020-18574
...REINFORCEMENT LEARNING FROM PIXELS: WATERFLOODING OPTIMIZATION Ruslan Miftakhov, Igor Efremov GridPoint Dynamics Moscow, Russia Abdulaziz S. Al-Qasim Saudi Aramco Dhahran, Eastern Province, Saudi Arabia ABSTRACT The application of Artificial Intelligence (AI) methods in the petroleum industry gain...
Proceedings Papers

Proc. ASME. OMAE2020, Volume 1: Offshore Technology, V001T01A001, August 3–7, 2020
Paper No: OMAE2020-18003
... an important role in transportation. For ships, combined rule-based and neural- based decision-making is the only option. It has become progressively challenging to satisfy autonomous decision- making development requirements. This study uses deep reinforcement learning to evaluate the performance of decision...