Manisha Chandna, Saumya Goyal, Kollathur Sudheer, Vikram V. Patel, Yan Zhao, Sandip Shriniwas Kulkarni, Tanya Singh. AI-driven real-time control architecture for hybrid battery and supercapacitor systems to enhance frequency regulation in high renewable microgrids. Energ. Stor. Conv. Published online November 5, 2026;4(2). doi:10.59400/esc4567