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European training Network in intelligent prognostics and Health mAnagement in Composite structurEs

Deliverables

Supervisory Board of the network

Report of the kickoff meeting and supervisory board constitution of the network

Training overview and monitoring methodology

Report on training overview and monitoring methodology of the project

End of Year 2 Summary Report & Perspective

End of Year 2 Summary Report Perspective

Progress Report

End of Year 1 Progress Report Perspective

PCDP plans

Report on Personal Career Development Plans

Minutes of Mid-term SB meeting and report about financial, legal and risk managements

Minutes of Midterm SB meeting and report about financial legal and risk managements

Planned recruitments completed

Report about ESR recruitment

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Publications

A cross‑sectoral review of the current and potential maintenance strategies for composite structures

Author(s): Javier Contreras Lopez; Juan Chiachío; Ali Saleh; Manuel Chiachío; Athanasios Kolios
Published in: SN Applied Sciences, 4, 2022, Page(s) 180, ISSN 2193-1801
Publisher: Springer Science and Business Media Deutschland GmbH
DOI: 10.1007/s42452-022-05063-3

Intelligent health indicator construction for prognostics of composite structures utilizing a semi-supervised deep neural network and SHM data

Author(s): Morteza Moradi; Agnes Broer; Juan Chiachío; Rinze Benedictus; Theodoros H. Loutas; Dimitrios Zarouchas
Published in: urn:issn:0952-1976, Volume 117, Part A, January 2023, 105502, 2023, Page(s) Volume 117, Part A, January 2023, 105502, ISSN 0952-1976
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2022.105502

Reduction of Petri net maintenance modeling complexity via Approximate Bayesian Computation

Author(s): Manuel Chiachío, Ali Saleh, Susannah Naybourc, Juan Chiachío, John Andrews
Published in: Reliability Engineering & System Safety, 222, 2022, Page(s) 108365, ISSN 0951-8320
Publisher: Elsevier BV
DOI: 10.1016/j.ress.2022.108365

Uncertainty quantification in Neural Networks by Approximate Bayesian Computation: Application to fatigue in composite materials

Author(s): Juan Fernández, Manuel Chiachío, Juan Chiachío, Rafael Muñoz, Francisco Herrera
Published in: Engineering Applications of Artificial Intelligence, 107, 2022, Page(s) 104511, ISSN 0952-1976
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2021.104511

Structural digital twin framework: Formulation and technology integration

Author(s): Manuel Chiachío; María Megía; Juan Chiachío; Juan Fernandez; María L. Jalón
Published in: Automation in Construction, 4, 2022, Page(s) Volume 140, August 2022, 104333, ISSN 0926-5805
Publisher: Elsevier BV
DOI: 10.1016/j.autcon.2022.104333

Particle filter-based delamination shape prediction in composites subjected to fatigue loading

Author(s): Tianzhi Li, Francesco Cadini, Manuel Chiachío, Juan Chiachío, Claudio Sbarufatti
Published in: SAGE journals - Structural Health Monitoring, August 2022, 2022, ISSN 1475-9217
Publisher: SAGE Publications
DOI: 10.1177/14759217221116041

Guided waves-based damage identification in plates through an inverse Bayesian process

Author(s): W.Wu, M.K.Malik, S.Cantero-Chinchilla, T.Lawrie, J.Yan, G.Tanner, R.Remenyte-Prescott, D.Chronopoulos
Published in: Ultrasonics, Volume 125, September 2022, 2022, Page(s) 106773, ISSN 0041-624X
Publisher: Elsevier BV
DOI: 10.1016/j.ultras.2022.106773

Self-adaptative optimized maintenance of offshore wind turbines by intelligent Petri nets

Author(s): Ali Saleh, Manuel Chiachío, Juan Fernández, Athanasios Kolios
Published in: Reliability Engineering&System Safety, Volume 231, March 2023, 109013, 2023, Page(s) Volume 231, March 2023, 109013, ISSN 0951-8320
Publisher: Elsevier BV
DOI: 10.1016/j.ress.2022.109013

Particle filter-based hybrid damage prognosis considering measurement bias

Author(s): Tianzhi Li,Claudio Sbarufatti,Francesco Cadini,Jian Chen,Shenfang Yuan
Published in: Structural Control and Health Monitoring, e2914 / 15 December 2021 /bimonthly, 2021, ISSN 1545-2263
Publisher: John Wiley & Sons Ltd
DOI: 10.1002/stc.2914

Physics-guided Bayesian neural networks by ABC-SS: Application to reinforced concrete

Author(s): Juan Fernández, Juan Chiachío, Manuel Chiachío
Published in: Engineering applications of Artificial Intelligence, Volume 119, March 2023, 105790, 2023, Page(s) Volume 119, March 2023, 105790, ISSN 0952-1976
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2022.105790

Numerical simulation-aided particle filter-based damage prognosis using Lamb waves

Author(s): Tianzhi Li; Luca Lomazzi; Francesco Cadini; Claudio Sbarufatti; Jian Chen; Shenfang Yuan
Published in: Mechanical Systems and Signal Processing, 4, 2022, Page(s) Volume 178, 1 October 2022, 109326, ISSN 0888-3270
Publisher: Academic Press
DOI: 10.1016/j.ymssp.2022.109326

Risk-based maintenance strategy selection for wind turbine composite blades

Author(s): Javier Contreras Lopez, Athanasios Kolios
Published in: Energy Reports 8 (2002), 8, 2022, Page(s) 5541-5561, ISSN 2352-4847
Publisher: ELSEVIER
DOI: 10.1016/j.egyr.2022.04.027

A wind turbine blade leading edge rain erosion computational framework

Author(s): Javier Contreras López; Athanasios Kolios; Lin Wang; Manuel Chiachio
Published in: Renewable Energy, Volume 203, February 2023, Pages 131-141, 2023, Page(s) Pages 131-141, ISSN 0960-1481
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.renene.2022.12.050

Interpretable Neural Network with Limited Weights for ConstructingSimple and Explainable HI using SHM Data

Author(s): Morteza Moradi, Rinze Benedictus, Dimitrios Zarouchas
Published in: Proceedings of the Annual Conference of the PHM Society 2022, Vol. 14 No. 1 (2022), 2022, Page(s) Vol. 14 No. 1 (2022)
Publisher: PHM Society
DOI: 10.36001/phmconf.2022.v14i1.3185

Probabilistic safety assessment in composite materials using bnn by ABC-SS

Author(s): Juan Fernández, Juan Chiachío, Manuel Chiachío, Ali Saleh
Published in: Proceedings of the Annual Conference of the PHM Society 2022, Vol. 14 No. 1 (2022), 2022, Page(s) Vol. 14 No. 1 (2022)
Publisher: PHM Society
DOI: 10.36001/phmconf.2022.v14i1.3275

An assessment of different reinforcement learning methods for creating a decision support system based on the Petri net model

Author(s): Ali Saleh, Manuel Chiachío
Published in: Annual Conference of the PHM Society, 2002, 14(1), 2022, Page(s) Vol. 14 No. 1 (2022): Proceedings of the Annual Conference of the PHM Society 2022
Publisher: PHM Society
DOI: 10.36001/phmconf.2022.v14i1.3240

Asset management modelling approach integrating structural health monitoring data for composite components of wind turbine blades

Author(s): Wen Wu, Ali Saleh, Rasa Remenyte-Prescott
Published in: 32nd European Safety and Reliability Conference (ESREL 2022), 32th, 2022, Page(s) 1385-1392, ISBN 9789811851834
Publisher: Researchgate
DOI: 10.3850/978-981-18-5183-4_r22-24-242-cd

Intelligent Health Indicators Based on Semi-supervised Learning Utilizing Acoustic Emission Data

Author(s): Morteza Moradi, Juan Chiachío, Rinze Benedictus, Dimitrios Zarouchas
Published in: EWSHM 2022: European Workshop on Structural Health Monitoring, 1, 2022, Page(s) 419–428
Publisher: European Workshop on Structural Health Monitoring
DOI: 10.1007/978-3-031-07322-9_43