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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. Model-Based and Data-Driven Hierarchical Control and Topology Co-Design for Robust Networked Systems

    Researchers have developed two novel hierarchical control strategies for robust networked systems. The first, a model-based approach, uses dissipativity theory and linear matrix inequality problems to design controllers and optimize system topology. The second, a data-driven strategy, handles unknown subsystem dynamics by leveraging input-state-output data and the matrix S-lemma. Both methods were demonstrated on a DC microgrid to ensure stable voltage regulation and current sharing. AI