Optimization Algorithm and NNI Integration

Design the core optimization algorithm that will generate the BESS charge/discharge schedules. Explain your choice of optimization technique (e.g., MILP, MPC, Reinforcement Learning) and how it will balance profit maximization with degradation minimization. Detail how you will use NNI to tune the hyperparameters of your forecasting models and/or the optimization algorithm itself to achieve optimal performance across various simulated market scenarios. Provide pseudocode or a high-level flowchart of your optimization routine.