selected publications

• academic article

  • Fault prognosis of subsurface safety valve system with limited real data using self-adaptive neural network.  Evolving Systems.  15:899-917. 2023
  • Self adaptive learning scheme for Fault prognosis in oil wells and production & service lines.  Annual Conference of the PHM Society.  14. 2022
  • Unsupervised Bayesian Non Parametric approach for Non-Intrusive Load Monitoring based on time of usage.  Neurocomputing.  435:239-252. 2021
  • Hybrid Fault Prognosis for Excitation Capacitors of Self-Excited Induction Generator for Wind Energy Applications.  PHM Society European Conference.  5:8-8. 2020
  • Active learning for classifying data streams with unknown number of classes.  Neural Networks.  98:1-15. 2017
  • Advanced Data Mining Approach for Wind Turbines Fault Prediction.  PHM Society European Conference.  2. 2014

• book

  • Explainable AI Within the Digital Transformation and Cyber Physical Systems 2021
  • Artificial Intelligence Techniques for a Scalable Energy Transition 2020
  • Learning from Data Streams in Evolving Environments 2018
  • Diagnosability, Security and Safety of Hybrid Dynamic and Cyber-Physical Systems 2018
  • Fault Diagnosis of Hybrid Dynamic and Complex Systems 2018

• chapter

  • Prologue: Introduction to Explainable Artificial Intelligence.  Springer eBooks. 1-8. 2021
  • A Review on Non-intrusive Load Monitoring Approaches Based on Machine Learning.  Springer eBooks. 109-131. 2020
  • Prologue: Artificial Intelligence for Energy Transition.  Springer eBooks. 1-12. 2020
  • Prologue: Predictive Maintenance in Dynamic Systems.  Springer eBooks. 1-23. 2019
  • A New Combination of Diversity Techniques in Ensemble Classifiers for Handling Complex Concept Drift.  Studies in big data. 39-61. 2018
  • Introduction.  Studies in big data. 1-12. 2018

• conference paper

  • Switching predictive controller for building optimal thermal comfort.  2022 30th Mediterranean Conference on Control and Automation (MED). 127-132. 2022
  • A Semi-supervised and Online Learning Approach for Non-Intrusive Load Monitoring.  European Conference on Principles of Data Mining and Knowledge Discovery. 585-601. 2020
  • Advanced Pattern Recognition Approach for Fault Diagnosis of Wind Turbines.  . 368-373. 2013
  • An evolving classification approach for fault diagnosis and prognosis of a wind farm.  . 377-382. 2013