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1. Medium-Term-Load-Forecasting-using-TCN-LSTM-ARIMA Medium-Term-Load-Forecasting-using-TCN-LSTM-ARIMA Public

   The 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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2. Energy-Management-System-for-Hybrid-Microgrid Energy-Management-System-for-Hybrid-Microgrid Public

   This 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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3. RL-vs-MPC-for-Battery-Management RL-vs-MPC-for-Battery-Management Public

   We compare model-free and model-based methods in the context of battery control.

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4. Risk-Aware-Transfer-RL Risk-Aware-Transfer-RL Public

   This 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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5. Solar-Irradiance-Forecasting-using-ANNs-from-Scratch Solar-Irradiance-Forecasting-using-ANNs-from-Scratch Public

   This 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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6. Ordinal-Optimization-based-Sizing-for-Hybrid-Energy-System Ordinal-Optimization-based-Sizing-for-Hybrid-Energy-System Public

   This 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 …

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