Journal articles
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Anthony Faustine, and Pereira, Lucas, “FPSeq2Q: Fully Parameterized Sequence to Quantile Regression for Net-Load Forecasting With Uncertainty Estimates,” IEEE Transactions on Smart Grid 2024, doi:
10.1109/TSG.2022.3148699Quantile regression / Low voltage substation -
Anthony Faustine,Nunes, Nuno Jardim , and Pereira, Lucas, “Efficiency Through Simplicity: MLP-Based Approach for Net-Load Forecasting With Uncertainty Estimates in Low-Voltage Distribution Networks,” IEEE Transactions on Power Systems 2024, doi:
10.1109/TPWRS.2024.3400123Quantile regression / Low voltage substation -
Hafsa Bousbiat,Anthony Faustine, Christoph Klemenjak, and Lucas Pereira “Unlocking the Full Potential of Neural NILM: On Automation, Hyperparameters, and Modular Pipelines,” IEEE Transactions on Industrial Informatics vol. 19, no. 5, pp. 7002-7010 May 2023, doi:
10.1109/TII.2022.3206322.sustainable energy / buildings -
Anthony Faustine and Pereira, Lucas, “Improved Appliance Classification in Non-Intrusive Load Monitoring Using Weighted Recurrence Graph and Convolutional Neural Networks,” Energies 2020, 13, 3374, doi:
10.3390/en13133374sustainable energy / buildings / nilm state prediction -
Benjamin Völker, Andreas Reinhardt, Anthony Faustine and Pereira, Lucas, “Watt’s up at Home? Smart Meter Data Analytics from a Consumer-Centric Perspective,” Energies 2021, 14(3), 719, doi:
10.1109/10.3390/en14030719sustainable energy / buildings / nilm state prediction -
Anthony Faustine, Lucas Pereira and Christoph Klemenjak “Adaptive Weighted Recurrence Graphs for Appliance Recognition in Non-Intrusive Load Monitoring,” IEEE Transactions on Smart Grid vol. 12, no. 1, pp. 398-406, Jan. 2021, doi:
10.1109/TSG.2020.3010621.sustainable energy / buildings / nilm state prediction -
Anthony Faustine, and Pereira, Lucas, “Multi-Label Learning for Appliance Recognition in NILM Using Fryze-Current Decomposition and Convolutional Neural Network,” Energies 2020, 13, 4154., doi:
10.1109/TSG.2022.3148699sustainable energy / buildings / nilm state prediction
Conference papers
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Anthony Faustine and Pereira, Lucas, “Enhancing LV system resilience through probabilistic forecasting of interdependent variables: voltage, reactive and active power,” CIRED Chicago Workshop 2024: Resilience of Electric Distribution Systems, Chicago, USA, 2025, pp. 27-31, doi:
10.1049/icp.2024.2555 -
Anthony Faustine and Pereira, Lucas, “Scalable and Efficient MLP-based Fully Parameterised Quantile for Probabilistic Power Forecasting,” 44th International Symposium on Forecasting, Dijon, France 2024
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Anthony Faustine and Pereira, Lucas, “Applying Symmetrical Component Transform for Industrial Appliance Classification in Non-Intrusive Load Monitoring,” ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes Island, Greece 2023, pp. 1-5, doi:
10.1109/ICASSP49357.2023.10096324 -
Anthony Faustine and Pereira, Lucas, “Conformal Multilayer Perceptron-Based Probabilistic Net-Load Forecasting for Low-Voltage Distribution Systems with Photovoltaic Generation,” 2024 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Oslo, Norway 2024, pp. 59-64, doi:
10.1109/SmartGridComm60555.2024.10738106