Juan Chiachío

According to our database, Juan Chiachío authored at least 21 papers between 2014 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Physics-guided recurrent neural network trained with approximate Bayesian computation: A case study on structural response prognostics.

Juan Fernández Salas, Juan Chiachío, José Barros, Manuel Chiachío, Chetan S. Kulkarni

Reliab. Eng. Syst. Saf., March, 2024

Training of physics-informed Bayesian neural networks with ABC-SS for prognostic of Li-ion batteries.

Juan Fernández Salas, Matteo Corbetta, Chetan S. Kulkarni, Juan Chiachío, Manuel Chiachío

Comput. Ind., February, 2024

2023

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

Juan Fernández Salas, Juan Chiachío, Manuel Chiachío, José Barros, Matteo Corbetta

Eng. Appl. Artif. Intell., March, 2023

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

Morteza Moradi, Agnes Broer, Juan Chiachío, Rinze Benedictus, Theodoros H. Loutas, Dimitrios Zarouchas

Eng. Appl. Artif. Intell., 2023

Modelling and Analysis of the Scheduled Maintenance for the Test Cell of the IFMIF DONES Facility.

Mohammad Hisham Ismail, Manuel Chiachío, Juan Chiachío, Fernando Arranz

Proceedings of the 7th International Conference on System Reliability and Safety, 2023

2022

Reduction of Petri net maintenance modeling complexity via Approximate Bayesian Computation.

Manuel Chiachío, Ali Saleh, Susannah Naybour, Juan Chiachío, John D. Andrews

Reliab. Eng. Syst. Saf., 2022

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

Juan Fernández Salas, Manuel Chiachío, Juan Chiachío, Rafael Muñoz, Francisco Herrera

Eng. Appl. Artif. Intell., 2022

Adaptive approximate Bayesian computation by subset simulation for structural model calibration.

José Barros, Manuel Chiachío, Juan Chiachío, Frank Cabanilla

Comput. Aided Civ. Infrastructure Eng., 2022

2021

OptiSens - Convex optimization of sensor and actuator placement for ultrasonic guided-wave based structural health monitoring.

Sergio Cantero-Chinchilla, James L. Beck, Juan Chiachío, Manuel Chiachío, Dimitrios Chronopoulos

SoftwareX, 2021

A panoramic view and swot analysis of artificial intelligence for achieving the sustainable development goals by 2030: progress and prospects.

Iván Palomares, Eugenio Martínez-Cámara, Rosana Montes, Pablo García-Moral, Manuel Chiachío, Juan Chiachío, Sergio Alonso, Francisco J. Melero, Daniel Molina, Bárbara Fernández, Cristina Moral, Rosario Marchena, Javier Pérez de Vargas, Francisco Herrera

Appl. Intell., 2021

2020

A Markov chains prognostics framework for complex degradation processes.

Juan Chiachío, María L. Jalón, Manuel Chiachío, Athanasios Kolios

Reliab. Eng. Syst. Saf., 2020

2019

A knowledge-based prognostics framework for railway track geometry degradation.

Juan Chiachío, Manuel Chiachío, Darren Prescott, John D. Andrews

Reliab. Eng. Syst. Saf., 2019

Plausible Petri nets as self-adaptive expert systems: A tool for infrastructure asset monitoring.

Manuel Chiachío, Juan Chiachío, Darren Prescott, John D. Andrews

Comput. Aided Civ. Infrastructure Eng., 2019

2018

A new paradigm for uncertain knowledge representation by Plausible Petri nets.

Manuel Chiachío, Juan Chiachío, Darren Prescott, John D. Andrews

Inf. Sci., 2018

2017

A new algorithm for prognostics using Subset Simulation.

Manuel Chiachío, Juan Chiachío, Shankar Sankararaman, Kai Goebel, John D. Andrews

Reliab. Eng. Syst. Saf., 2017

2015

Condition-based prediction of time-dependent reliability in composites.

Juan Chiachío, Manuel Chiachío, Shankar Sankararaman, Abhinav Saxena, Kai Goebel

Reliab. Eng. Syst. Saf., 2015

2014

Approximate Bayesian Computation by Subset Simulation.

Manuel Chiachío, James L. Beck, Juan Chiachío, Guillermo Rus

SIAM J. Sci. Comput., 2014

Ultrasonic monitoring of artificial tissue mechanical properties in biorreactor.

Guillermo Rus, Nicolas Bochud, Juan Manuel Melchor Rodriguez, Laura Peralta, Juan Chiachío, Manuel Chiachío, Antonio Gómez

Proceedings of the International Work-Conference on Bioinformatics and Biomedical Engineering, 2014

FDTD simulations for ultrasound propagation in a 2-D cervical tissue model.

Laura Peralta, Guillermo Rus, Nicolas Bochud, Juan Manuel Melchor Rodriguez, Juan Chiachío, Manuel Chiachío

Proceedings of the International Work-Conference on Bioinformatics and Biomedical Engineering, 2014

Model-based probability of detection of pathologies in soft tissue.

Juan Manuel Melchor Rodriguez, Guillermo Rus, Nicolas Bochud, Laura Peralta, Juan Chiachío, Manuel Chiachío, Antonio Gómez

Proceedings of the International Work-Conference on Bioinformatics and Biomedical Engineering, 2014

Information-theory approach to model class assessment for tissue-engineered cultures consistence evolution.

Juan Chiachío, Manuel Chiachío, Guillermo Rus-Carlborg, Nicolas Bochud, Laura Peralta, Juan Manuel Melchor Rodriguez

Proceedings of the International Work-Conference on Bioinformatics and Biomedical Engineering, 2014