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Author

Subrahmanyam Tanala

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#reinforcement learning Review Open access Sep 2026

Next-generation electrified powertrain technologies for sustainable mobility: A systematic review of architectures, intelligent control, energy storage, and grid integration

The global imperative to decarbonise road transport has required the automotive and energy sectors to reconceptualise vehicular powertrain engineering across all scales, from atomic-level electrochemistry to fleet-level grid interaction. This PRISMA-compliant systematic review synthesises 120 peer-reviewed publications...

Appalabathula Venkatesh, Subrahmanyam Tanala · 0 citations
#federated learning Open access Sep 2026

AI for EV battery health: Statistical meta-analysis and Autonomous Intelligence Pyramid

The transportation sector accounts for approximately 21% of global CO 2 emissions ( ≈ 8.4 Gt CO 2 in 2024), and the electrification of road transport is a critical lever for decarbonisation. Annual global EV battery deployment reached 1.2 TWh in 2025, making accurate battery health monitoring essential for both perform...

Subrahmanyam Tanala, Appalabathula Venkatesh · 0 citations

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