Search Results - "Van Gompel, Jonas"
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Satellite based fault diagnosis of photovoltaic systems using recurrent neural networks
Published in Applied energy (01-01-2022)“…Due to manufacturing defects and wear, faults in photovoltaic (PV) systems are often unavoidable. The effects range from energy losses to risk of fire and…”
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Cost-effective fault diagnosis of nearby photovoltaic systems using graph neural networks
Published in Energy (Oxford) (01-03-2023)“…The energy losses and costs associated with faults in photovoltaic (PV) systems significantly limit the efficiency and reliability of solar power. Since…”
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Transfer Learning in Transformer-Based Demand Forecasting For Home Energy Management System
Published 29-10-2023“…Increasingly, homeowners opt for photovoltaic (PV) systems and/or battery storage to minimize their energy bills and maximize renewable energy usage. This has…”
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Probabilistic forecasting of power system imbalance using neural network-based ensembles
Published 23-04-2024“…Keeping the balance between electricity generation and consumption is becoming increasingly challenging and costly, mainly due to the rising share of…”
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Predicting and Publishing Accurate Imbalance Prices Using Monte Carlo Tree Search
Published 06-11-2024“…The growing reliance on renewable energy sources, particularly solar and wind, has introduced challenges due to their uncontrollable production. This…”
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