Energy Digest
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Technical Papers & Research
AI-curated academic research for power system engineers
Grid Operations & Resilience 3 papers
Tellegen is an open-source framework for interactive power flow (PF) and optimal power flow (OPF) studies that run in the browser, providing intuitive access to analysis tools compiled to WebAssembly. Users can interact with models by dragging and dropping case files, changing nodal demands, and previewing impacts via sensitivity analysis, without transmitting sensitive information off-device. The framework achieves performance comparable to native binary solutions on realistic synthetic grids.
A hybrid-action neural controller (HANC) is proposed for cyber-physical systems with both continuous and discrete actions, combining differentiable and categorical components. The HANC framework reduces operating cost in a district heating network by 30% compared to a rule-based baseline under dynamic electricity pricing. Injecting noise during training also improves performance by reducing hard switching while maintaining similar cost.
The article proposes an optimization-based fixed-time control algorithm that regulates voltage in power distribution networks without prior knowledge of exact impedance, ensuring convergence within a fixed time-window. The algorithm is analyzed using Fixed-time stability and Control Lyapunov function to guarantee stability and robustness. It is compared with existing robust control methods on the IEEE-33 bus distribution network.
Energy Storage & Markets 1 papers
This paper proposes a data-driven framework for optimizing residential energy hubs with multiple energy carriers, focusing on short-term daily control towards long-term optimality and achieving balanced performance through a seasonally-aware nonlinear economic model predictive controller. The proposed methodology also addresses optimal sizing of thermal storage and minimizes yearly simulations. It results in the best thermal comfort among nonlinear benchmarks at a mean grid cost of -β¬209.
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