IEEE Transactions on Intelligent Transportation Systems · 2023 · 52 citations · 21 references
EngineeringMarine EngineeringEnergy SystemsMarine Power SystemsPower ElectronicsEnergy Management StrategiesEnergy Management SystemsMarine Power ElectronicsMicrogridsPower ControlPower Electronics For Marine ApplicationsEnergy ControlEnergy Management ControlMaritime MicrogridsOptimal Power ControlPower Management ControlPower Management SystemsShipboard Power SystemsVessel Ownership
The all-electric ship (AES) with DC-grid configuration has demonstrated advantages compared to the traditional AC system and has become the state-of-the-art for ships with electric propulsion in the low to medium power range during the past decade. However, the integration with different power sources, such as fuel cells, batteries and diesel gen-sets, increases the system complexity and requires an advanced power management system (PMS) to handle vessel operation and to achieve optimal power control. This paper presents an optimized power management strategy to reduce the total cost of ownership of such vessels, considering not only the fuel cost and emission penalty, but also the power device degradation and equipment replacement cost. In this study, Model Predictive Control (MPC) and Reinforcement Learning (RL)-based PMS control methods are approached respectively. In order to demonstrate the performance of MPC and RL techniques, a typical tugboat load profile is simulated. The testing results are also compared with a traditional rule-based power management control.
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Reinforcement Learning: An Introduction
IEEE Transactions on Neural Networks · 2005 · 25.8K citations
Continuous control with deep reinforcement learning
Timothy Lillicrap, Jonathan J. Hunt, Alexander Pritzel et al. · arXiv (Cornell University) · 2016 · 6.8K citations · Full text
Computing, Computer Science, Physics +17
AC Ship Microgrids: Control and Power Management Optimization
Monaaf D.A. Al-Falahi, Tomasz Tarasiuk, Shantha Gamini Jayasinghe et al. · Energies · 2018 · 287 citations · Full text
Zheming Jin, Lexuan Meng, Josep M. Guerrero · IEEE Transactions on Industrial Informatics · 2017 · 207 citations · Full text
Engineering, Electrical Engineering, Systems Engineering +17