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Medium-Term-Load-Forecasting-using-TCN-LSTM-ARIMA
Medium-Term-Load-Forecasting-using-TCN-LSTM-ARIMA PublicThe work develops a multi-step time series load forecasting model that predicts daily power consumption for the upcoming week based on historic daily data of consumption at a university campus.
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Energy-Management-System-for-Hybrid-Microgrid
Energy-Management-System-for-Hybrid-Microgrid PublicThis work develops a simple energy management algorithm for a residential hybrid system consisting of PV, battery storage, unreliable grid and a diesel generator.
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RL-vs-MPC-for-Battery-Management
RL-vs-MPC-for-Battery-Management PublicWe compare model-free and model-based methods in the context of battery control.
Python 4
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Solar-Irradiance-Forecasting-using-ANNs-from-Scratch
Solar-Irradiance-Forecasting-using-ANNs-from-Scratch PublicThis works develops a deep artificial neural network (ANN) model to forecast solar irradiance at a given time and place based on several meteorological factors.
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Risk-Aware-Transfer-RL
Risk-Aware-Transfer-RL PublicThis project focuses on implementing a novel approach to Risk-Aware Transfer in Reinforcement Learning (RL). This project introduces a unique perspective by incorporating risk at the test level rat…
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Ordinal-Optimization-based-Sizing-for-Hybrid-Energy-System
Ordinal-Optimization-based-Sizing-for-Hybrid-Energy-System PublicThis project uses ordinal optimization for computationally efficient sizing of a hybrid energy system containing PV panels, batteries, diesel generators, and an intermittent grid. It also utilizes …
Python 1
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