Manisha Chandna, Saumya Goyal, Kollathur Sudheer, Vikram V. Patel, Yan Zhao, Sandip Shriniwas Kulkarni and Tanya Singh 2026. AI-driven real-time control architecture for hybrid battery and supercapacitor systems to enhance frequency regulation in high renewable microgrids. Energy Storage and Conversion. 4, 2 (Nov. 2026). DOI:https://doi.org/10.59400/esc4567.