RLC4CLR employs curriculum learning to train a reinforcement learning controller (RLC) for a distribution system critical load restoration (CLR) problem.
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Updated
Jul 3, 2025 - Jupyter Notebook
RLC4CLR employs curriculum learning to train a reinforcement learning controller (RLC) for a distribution system critical load restoration (CLR) problem.
Thermal Sentinel Grid: Physical-AI Digital Twin & Autonomous Agentic Dispatch Engine for Substation Transformers & Urban Grid Resilience | FortyGuard Hackathon '26 (Track 03: Industrial & Enterprise)
Generic Restoration Intelligent Milestone
MuleSoft API-led reference architecture for utility grid operations — integrates SCADA, weather, DER, and field systems with governed agent coordination. Reference/demonstration designs, not a production deployment.
A 3-layer spatial optimization framework for the German energy transition. Analyzing energy autarky across 16 states, 4 grid zones, and the national system to identify strategic storage and generation placement (2019–2025+).
Climate data, grid-ready, open NOAA/NASA/USDA inputs for electric utility predictive maintenance.
Carbon-aware MCP scheduler for agentic AI workflows. Defer "do it later" tasks to the cleanest electricity-grid hour inside a deadline — 40–70 % lower CO2, 50 % cheaper via Batch APIs. Apache-2.0.
Developed a hybrid Benders-QAMOO workflow on the IEEE-33 distribution bus network, co-optimizing grid resilience, capital installation cost, and operational voltage control for microgrid and storage siting decisions.
WebMCP challenge demo for safe, human-approved microgrid restoration planning.
Individual Project Dissertation: Reforming the UK Energy Market for Sustainable Development. Integrating renewables, fair pricing, and demand-side response (HRES scenario modelling in MATLAB).
Interactive Streamlit & PyTorch power grid stress testing dashboard simulating Black Swan load spikes.
Forecasting county power outage ratios from weather. Weather beats persistence only past ~24h — so the model blends them at a fitted, lead-dependent weight. EAGLE-I ground truth, ECMWF IFS HRES forecasts, fully reproducible pipeline
Evidence-gated grid restoration runbooks on GenLayer Bradbury
A working QAOA demonstrator built to find where classical simulation of quantum algorithms actually runs out — and what that means for the hardware you need to develop them.
Strategic Mitigation of Existential Grid Failure Risks - Self-Powered Decay Heat Removal for Nuclear Spent Fuel Pools
SETU (Solar Event To Utility) is an early warning system for the power grid, for solar storms.
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