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05/18/2023
Actor-Critic Methods using Physics-Informed Neural Networks: Control of a 1D PDE Model for Fluid-Cooled Battery Packs
This paper proposes an actor-critic algorithm for controlling the temper...
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02/01/2023
Bridging Physics-Informed Neural Networks with Reinforcement Learning: Hamilton-Jacobi-Bellman Proximal Policy Optimization (HJBPPO)
This paper introduces the Hamilton-Jacobi-Bellman Proximal Policy Optimi...
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06/26/2021
Stochastic Parameterization using Compressed Sensing: Application to the Lorenz-96 Atmospheric Model
Growing set of optimization and regression techniques, based upon sparse...
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05/25/2021