Author

Sunyong Kim

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Open access 2026

Deep Reinforcement Learning-Based Energy Management of a Microgrid With Nonlinear Battery Losses and Degradation

In microgrids, the energy management system (EMS) manages distributed energy resources (DERs) to achieve cost-effective operation under time-varying tariffs. However, the uncertain nature of load demand and renewable generation limits the applicability of model-based approaches, and the nonlinear losses and degradation...

Hyeonjin Jang, Seokmin Choi, Sunyong Kim · IEEE Access · 0 citations

2026

Robust UAV Array Formation for Distributed Beamforming Under Position Uncertainty

We address the design of a three-dimensional unmanned aerial vehicle (UAV) formation for distributed beamforming toward a remote target area when each UAV’s position deviates from its nominal value during flight. We cast the design as a stochastic optimization problem whose objectives are the expected directivity and s...

Gyungmi Kim, Sunyong Kim · IEEE Communications Letters · 0 citations