Publications

2022

  1. MLABEL
    Appliance recognition with combined single- and multi-label approaches
    Manca, Marco Manolo, Faustine, Anthony, and Pereira, Lucas
    In Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation 2022
  2. DeepNLMTK
    Unlocking the Full Potential of Neural NILM: On Automation, Hyperparameters and Modular Pipelines
    IEEE Transactions on Industrial Informatics 2022
  3. FPSeq2Q
    FPSeq2Q: Fully Parameterized Sequence to Quantile Regression for Net-Load Forecasting with Uncertainty Estimates
    Faustine, Anthony, and Pereira, Lucas
    IEEE Transactions on Smart Grid 2022

2021

  1. Watt’supHome
    Watt’s up at Home? Smart Meter Data Analytics from a Consumer-Centric Perspective
    Völker, Benjamin, Reinhardt, Andreas, Faustine, Anthony, and Pereira, Lucas
    Energies 2021
  2. AWRGNILM
    Adaptive Weighted Recurrence Graphs for Appliance Recognition in Non-Intrusive Load Monitoring
    Faustine, Anthony, Pereira, Lucas, and Klemenjak, Christoph
    IEEE Transactions on Smart Grid 2021

2020

  1. WRGNILM
    Improved Appliance Classification in Non-Intrusive Load Monitoring Using Weighted Recurrence Graph and Convolutional Neural Networks
    Faustine, Anthony, and Pereira, Lucas
    Energies 2020
  2. MLABELILM
    Multi-Label Learning for Appliance Recognition in NILM Using Fryze-Current Decomposition and Convolutional Neural Network
    Faustine, Anthony, and Pereira, Lucas
    Energies 2020
  3. UNETNILM
    UNet-NILM: A Deep Neural Network for Multi-Tasks Appliances State Detection and Power Estimation in NILM
    Faustine, Anthony, Pereira, Lucas, Bousbiat, Hafsa, and Kulkarni, Shridhar
    In Proceedings of the 5th International Workshop on Non-Intrusive Load Monitoring 2020
  4. ML4EC
    Leveraging Machine learning for Sustainable and Self-sufficient Energy Communities
    Anthony Faustine, Lucas Pereira, Ngondya, Daniel, and Benabbou, Loubna
    In NeurIPS 2020 Workshop Tackling Climate Change with Machine Learning 2020

2017

  1. NILMSurvey
    A Survey on Non-Intrusive Load Monitoring Methodies and Techniques for Energy Disaggregation Problem
    Faustine, Anthony, Mvungi, Nerey Henry, Kaijage, Shubi, and Michael, Kisangiri
    CoRR 2017

2014

  1. WSNWQM
    Wireless Sensor Networks for Water Quality Monitoring and Control within Lake Victoria Basin: Prototype Development
    Faustine, Anthony, Mvuma, Aloys N., Mongi, Hector J., Gabriel, Maria C., Tenge, Albino J., and Kucel, Samuel B.
    Wireless Sensor Network 2014
  2. MobSensing
    Ubiquitous Mobile Sensing for Water Quality Monitoring and Reporting within Lake Victoria Basin
    Faustine, Anthony, and Mvuma, Aloys N.
    Wireless Sensor Network 2014