Author

Yellapragada Venkata Pavan Kumar

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Open access Aug 2026

Real-Time Residential Energy Optimization in Smart Grids: A Deep Reinforcement Learning Framework for Demand-Side Management

A Proximal Policy Optimization-based deep reinforcement learning framework for smart home energy management that learns adaptive scheduling decisions using real-time PV output, electricity price, battery state of charge, EV charging status, and appliance operating conditions is proposed.

Chittemma Yerra, Kiran Teeparthi, R. Naik et al. · Energies · 0 citations