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NeuralED
NeuralED PublicThis project develops supervised neural surrogate models to learn the DC-OPF economic dispatch operator for 24-hour flexible data center scheduling. Trained on CVXPY-GUROBI solutions of the IEEE-14…
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tf-pinn-ode-template
tf-pinn-ode-template PublicBuilt a lightweight Scientific ML solver that learns solutions to nonlinear ODEs using Physics-Informed Neural Networks in TensorFlow. The model enforces dynamics via autodiff residuals at collocat…
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gas-load-modeling-as-function-of-temperature
gas-load-modeling-as-function-of-temperature PublicThis project provides daily gas load model using as a function of weather (temperature), calendar (day-of-week, month, holidays), and time trend using regression modelling method. Various regressio…
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gaspower-plant-dispatch-valuation
gaspower-plant-dispatch-valuation PublicThis is the operational analog of exercising a heat-rate call option. The plant produces when the spark spread. (headroom) is sufficiently positive to cover variable costs and start-up costs under…
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