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Develop the Model Predictive Control (MPC) optimization engine in Python. Define the objective function (e.g., minimize total cost including demand charges and energy charges), decision variables (battery charge/discharge), and constraints (battery SOC, power limits, solar availability, load demand). Explain your choice of optimization solver and its formulation.
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