Browsing by Author "Tajik Hesarkuchak, Saeed"
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- Learning-Based Pareto Optimal Control of Large-Scale Systems with Unknown Slow DynamicsTajik Hesarkuchak, Saeed (Virginia Tech, 2024-06-10)We develop a data-driven approach to Pareto optimal control of large-scale systems, where decision makers know only their local dynamics. Using reinforcement learning, we design a control strategy that optimally balances multiple objectives. The proposed method achieves near-optimal performance and scales well with the total dimension of the system. Experimental results demonstrate the effectiveness of our approach in managing multi-area power systems.