selected publications
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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
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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
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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
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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