1 results about "Minimum norm" patented technology

This invention discloses a multi-objective collaborative optimization control method and system for energy storage systems. The method establishes an optimization problem model encompassing three objectives: economic cost, battery life degradation, and deviation from safety constraints. Local state data and external environmental data are fused to form a real-time optimization problem. The upper layer automatically determines the Pareto optimal weight vector by solving the minimum norm convex combination of the gradient vectors of each objective, and obtains a uniformly covered Pareto optimal solution set by combining angle sector partitioning and hole-oriented repair. The middle layer achieves efficient collaboration through a distributed ADMM that allocates adaptive step sizes based on the rated capacity of each energy storage unit and embeds a recursive momentum estimator, outputting a globally coordinated charge and discharge plan. This invention solves the problems of manually preset multi-objective search weights, uneven solution set coverage, low convergence efficiency of distributed collaborative control of multiple energy storage units, and poor robustness under extreme operating conditions.