Publications (62) Jose Ignacio Aizpurua Unanue publications View referenced research data.

filter_list

2026

  1. Disentangling Aleatoric and Epistemic Uncertainty in Physics-Informed Neural Networks: Application to Insulation Material Degradation Prognostics

    Advanced Intelligent Systems

2025

  1. A Health Monitoring Framework for Thermal Degradation Mitigation in Solar Power Plants

    Proceedings of the Annual Conference of the Prognostics and Health Management Society, PHM

  2. A hybrid probabilistic battery health management approach for robust inspection drone operations

    Engineering Applications of Artificial Intelligence, Vol. 146

  3. A probabilistic risk assessment framework for the impact assessment of extreme events on renewable power plant components

    Renewable Energy, Vol. 240

  4. An interpretable operational state classification framework for elevators through convolutional neural networks

    Computer-Aided Civil and Infrastructure Engineering, Vol. 40, Núm. 17, pp. 2464-2479

  5. Assessing heavy maintenance alternatives for floating offshore wind farms: Towing vs. onsite replacement strategies

    Applied Energy, Vol. 377

  6. Bayesian Physics Informed Neural Networks for Reliable Transformer Prognostics

    Proceedings of the Annual Conference of the Prognostics and Health Management Society, PHM

  7. Comparative analysis and evaluation of ageing forecasting methods for semiconductor devices in online health monitoring

    Engineering Applications of Artificial Intelligence, Vol. 150

  8. Physics-Informed Machine Learning for Transformer Condition Monitoring – Part I: Basic Concepts, Neural Networks, and Variants

    Proceedings - 2025 8th Advanced Research Workshop on Transformers, ARWtr 2025

  9. Physics-Informed Machine Learning for Transformer Condition Monitoring – Part II: Physics-Informed Neural Networks and Uncertainty Quantification

    Proceedings - 2025 8th Advanced Research Workshop on Transformers, ARWtr 2025

  10. Power Transformer Modelling for the Evaluation of a Reinforcement Learning-Based Inrush Current Minimization Strategy

    Proceedings - 2025 8th Advanced Research Workshop on Transformers, ARWtr 2025

  11. Probability-box informed hysteresis modelling through metaheuristic search algorithms

    Actas del XVI Congreso Español de Metaheurísticas, Algoritmos Evolutivos y Bioinspirados: (MAEB 2025) 28-30 de mayo, Donostia/San Sebastián

  12. Residual-based attention Physics-informed Neural Networks for spatio-temporal ageing assessment of transformers operated in renewable power plants

    Engineering Applications of Artificial Intelligence, Vol. 139

  13. Sensitivity analysis of major replacement rates and costs for floating wind farms

    Innovations in Renewable Energies Offshore - Proceedings of the 6th International Conference on Renewable Energies Offshore, RENEW 2024

  14. Transformer OLTC Operation Monitoring Framework Through Acoustic Signal Processing and Convolutional Neural Networks

    IEEE Transactions on Instrumentation and Measurement, Vol. 74

2024

  1. A Review of Hybrid Prognostics Applicationsfor Power & Energy Systems

    Digital Maintenance in the Digital Twin Era: Proceedings of the 64th ESReDA Seminar& Doctoral Workshop

  2. Impact of operations and maintenance on the energy production of floating offshore wind farms across the North Sea and the Iberian Peninsula

    Renewable Energy, Vol. 224

  3. O&M-aware techno-economic assessment for floating offshore wind farms: A geospatial evaluation off the North Sea and the Iberian Peninsula

    Applied Energy, Vol. 371

  4. Probabilistic feature selection for improved asset lifetime estimation in renewables. Application to transformers in photovoltaic power plants

    Engineering Applications of Artificial Intelligence, Vol. 131

  5. Reliability-aware techno-economic assessment of floating solar power systems

    Sustainable Energy, Grids and Networks, Vol. 40