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This article proposes a hybrid collaborative energy storage configuration method for active distribution networks based on improved particle swarm optimization to address the challenges of increased frequency regulation difficulty, increased voltage deviation, and reduced. . This article proposes a hybrid collaborative energy storage configuration method for active distribution networks based on improved particle swarm optimization to address the challenges of increased frequency regulation difficulty, increased voltage deviation, and reduced. . This article proposes a hybrid collaborative energy storage configuration method for active distribution networks based on improved particle swarm optimization to address the challenges of increased frequency regulation difficulty, increased voltage deviation, and reduced safety and stability when. . In recent years, the installation of renewable energy systems has accelerated dramatically. According to the International Renewable Energy Agency (IRENA), the total capacity for renewable energy reached 2813 gigawatts (GW) by the end of 2020, with solar and wind power experiencing the most. . Mini-grids, trains, trams, trucks, large off-road vehicles, tiny, uninterruptible power sources for Internet of Things nodes, and 1 MWh giants for hospitals and data centers are just a few of the applications that improved supercapacitors, and their derivatives offer enormous potential. . The purpose of this study is to demonstrate the advantages of battery and supercapacitor devices over alternative storage technologies in terms of power and density, energy density, lifespan, charging and discharging cycles, and a broad working temperature range. From balancing grid loads to powering EV charging stations, Hybrid Energy Storage Systems are turning. .