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The novelty of this work lies in the integrated design and experimental validation of a smart, grid-connected hybrid energy system that combines photovoltaic (PV) panels, a proton exchange membrane fuel cell (PEMFC), battery storage, and supercapacitors, optimized for. . The novelty of this work lies in the integrated design and experimental validation of a smart, grid-connected hybrid energy system that combines photovoltaic (PV) panels, a proton exchange membrane fuel cell (PEMFC), battery storage, and supercapacitors, optimized for. . Future energy projections and their inherent uncertainty play a key role in the design of photovoltaic-battery energy storage systems (PV-BESS) for household use. In this study, both stochastic and robust optimization techniques are simultaneously integrated into a Hybrid Adaptive Robust-Stochastic. . Maharjan, L. The authors propose a robust hierarchical control framework that ensures stable power flow, improved dynamic response, and enhanced grid compliance. Can a smart grid be. . The power of photovoltaic power generation is prone to fluctuate and the inertia of the system is reduced, this paper proposes a hybrid energy storage control strategy of a photovoltaic DC microgrid based on the virtual synchronous generator (VSG).