Results
This section summarizes the key contributions and achievements made throughout the development of the project. The dissemination strategy prioritizes scientific journal articles, followed by conference papers, and includes other relevant contributions as appropriate.
Journal Papers digest
Leveraging generative AI for modelling and optimization of maintenance policies in industrial systems
CRESPO MÁRQUEZ, A.; PÉREZ OLIVER, D.
INFORMATION 16 / 217 (2025) | EDITOR: MDPI
WOS, IF 2.4, JCI 0.72, Q2
Corresponding Subproject-WP: A02-WP3
gymfolio: A reinforcement learning environment for portfolio optimization in Python
ESPIGA-FERNÁNDEZ, F.; GARCÍA-SÁNCHEZ, Á.; ORDIERES-MERÉ, J.
SOFTWAREX 30 (2025) | EDITOR: ELSEVIER
WOS, IF 2.4, JCI 0.93, Q2
Corresponding Subproject-WP: A01-WP2
Framework for asset digitalization: IoT platforms and Asset Health Index in maintenance applications
CANDÓN FERNÁNDEZ, E.; CRESPO MÁRQUEZ, A.; GUILLÉN LÓPEZ, A.J.; HIDALGO FORT, E.
APPLIED SCIENCES 15 / 1524 (2025) | EDITOR: MDPI
WOS, IF 2.5, JCI 0.56, Q1
Corresponding Subproject-WP: A02-WP3
Deep Reinforcement Learning for intraday multireservoir hydropower management
CASTRO-FREIBOTT, R.; GARCÍA-SÁNCHEZ, Á.; ESPIGA-FERNÁNDEZ, F.; GONZÁLEZ-SANTANDER DE LA CRUZ, G.
MATHEMATICS 13 / 151 (2025) | EDITOR: MDPI
WOS, IF 2.3, JCI 2.15, Q1
Corresponding Subproject-WP: A01-WP2
Measuring the connection between open innovation, dynamic capabilities, and LinkedIn in tech-based companies
FRANCO-RIQUELME, J.N.; TEJERO, A.; RUBALCABA, L.; ORDIERES-MERÉ, J.B.
JOURNAL OF THE KNOWLEDGE ECONOMY (2024) | EDITOR: SPRINGER NATURE
WOS, IF 4.0, JCI 1.17, Q1
Corresponding Subproject-WP: A01-WP3
A systematic approach to portfolio optimization: A comparative study of reinforcement learning agents, market signals, and investment horizons
ESPIGA-FERNÁNDEZ, F.; GARCÍA-SÁNCHEZ, Á.; ORDIERES-MERÉ, J.
ALGORITHMS 17 / 570 (2024) | EDITOR: MDPI
WOS, IF 1.8, JCI 0.45, Q2 en Computer Science, Theory & Methods
Corresponding Subproject-WP: A01-WP2
Integrating digitalization and asset health index for strategic life cycle cost analysis of power converters
GONZÁLEZ PRIDA, V.; DE LA FUENTE, A.; GUILLÉN, ANTONIO J.; GÓMEZ, JUAN F.; CRESPO, A.
INFORMATION 15 / 749 (2024) | EDITOR: MDPI
WOS, IF 2.4, JCI 0.72, Q2
Corresponding Subproject-WP: A02-WP2
Digitalization and dynamic criticality analysis for railway asset management
RODRÍGUEZ, M.; SÁNCHEZ, A.; GONZÁLEZ PRIDA, V.; SOTO, S.; CRESPO, A.
APPLIED SCIENCE 14 / 10642 (2024) | EDITOR: MDPI
WOS, IF 2.5, JCI 0.56, Q1
Corresponding Subproject-WP: A02-WP2
Enhancing prescriptive capabilities in electrical substations: A systemic impact factor approach for failure impact analysis
RODRÍGUEZ, M.; CRESPO, A.; GONZÁLEZ PRIDA, V.
ENERGIES 17 / 770 (2024) | EDITOR: MDPI
WOS, IF 3, JCI 0.46, Q3
Corresponding Subproject-WP: A02-WP2
Predicting rail corrugation based on convolutional neural network using vehicle’s acceleration measurements
MASOUD HAGHBIN; JUAN CHIACHÍO; SERGIO MUÑOZ; JOSE LUIS ESCALONA FRANCO; ANTONIO J. GUILLÉN; ADOLFO CRESPO MÁRQUEZ; SERGIO CANTERO-CHINCHILLA
SENSORS 24 / 4627 (2024) | EDITOR: MDPI
WOS, IF 3.4, JCI 0.87, Q2
Corresponding Subproject-WP: A02-WP2
MILP and PSO approaches for solving a hydropower reservoirs intraday economic optimization problem
RODRIGO CASTRO-FREIBOTT; CARLOS GARCÍA-CASTELLANO GERBOLÉS; ÁLVARO GARCÍA-SÁNCHEZ; MIGUEL ORTEGA-MIER
CENTRAL EUROPEAN JOURNAL OF OPERATIONS RESEARCH (2024) | EDITOR: SPRINGER
WOS, IF 1.4, JCI 0.37, Q3
Corresponding Subproject-WP: A01-WP2
Sufficiency for PSS tracking gait disorders in multiple sclerosis: A managerial perspective
MERCEDES GRIJALVO; JOAQUÍN ORDIERES-MERÉ; JAVIER VILLALBA-DÍEZ; YOLANDA ALADRO-BENITO; GUILLERMO MARTÍN-ÁVILA; ARANCHA SIMON-HURTADO, CARLOS VIVARACHO-PASCUAL
HELIYON 10 & 9 (2024) | EDITOR: CELL PRESS
WOS, IF 4, JCI 0.8, Q2
10.1016/j.heliyon. 2024.e30001
Corresponding Subproject-WP: A01-WP3/E30001
Comparing the current short-term cancer incidence prediction models in Brazil with state-of-the-art time-series models
DANIEL BOUZON NAGEM ASSAD; PATRICIA FERREIRA DA COSTA; THAÍS SPIEGEL; JAVIER CARA; MIGUEL ORTEGA-MIER; ALFREDO MONTEIRO SCAFF
SCIENTIFIC REPORTS 14 / 4566 (2024) | EDITOR: SPRINGER
WOS, IF 4.6, JCI 1.06, Q2
Corresponding Subproject-WP: A01-WP2
Large neighborhood search for an aeronautical assembly line time-constrained scheduling problem with multiple modes and a resource leveling objective
BORREGUERO SANCHIDRIAN, T.; PORTOLEAU, T.; ARTIGUES, C.; GARCÍA-SÁNCHEZ, A.; ORTEGA-MIER, M.; LOPEZ, P.
ANNALS OF OPERATIONS RESEARCH 338 / 13-40 (2023) | EDITOR: SPRINGER
WOS, IF 4.8, JCI 1, Q1
Corresponding Subproject-WP: A01-WP2
Socio-technical analysis of the benefits and barriers to using a digital representation of the global horse population in equine veterinary medicine
STERKENBURGH, T.R.; VILLALBA-DÍEZ, J.; ORDIERES-MERÉ, J.
ANIMALS 13 / 3557 (2023) | EDITOR: MDPI
WOS, IF 3, JCI 1.37, Q1
Corresponding Subproject-WP: A01-WP3
Conference Papers digest
Improving transparency in energy transportation losses through digitalization technologies
CONFERENCE ON INFORMATION TECHNOLOGY 2025
FEBRUARY 19TH, 2025 | ŽABLJAK (ME)
International
Corresponding Subproject-WP: A01-WP3
Tecnologías de gemelos digitales (DTT) para la digitalización de servicios de mantenimiento. Caso de taller y flota ferroviaria
SCIENCITY 2024
OCTOBER 31ST, 2024 | HUELVA (ES)
International
Corresponding Subproject-WP: A02-WP2
Diseño de modelos de datos para entidades y modelos analíticos para un gemelo digital
SCIENCITY 2024
OCTOBER 29TH, 2024 | HUELVA (ES)
International
Corresponding Subproject-WP: A02-WP2
Development of a digital twin for the certification of railway machinery under Regulation (EU) 2019/779
EWGT 2024
SEPTEMBER 04TH, 2024 | LUND (SWE)
International
Corresponding Subproject-WP: A02-WP2
Exploring the carbon footprint’s effect on life cycle costs with digitalization’s support
CONGREGA 2024
JULY 04TH, 2024 | LISBON (PT)
International
Corresponding Subproject-WP: A02-WP2
Early failure detection in secondary cryogenic pumps through machine learning techniques in the context of Industry 4.0
CONGREGA 2024
JULY 04TH, 2024 | LISBON (PT)
International
Corresponding Subproject-WP: A02-WP2
Data model to digitization of critically analysis in railway systems
CONGREGA 2024
JULY 04TH, 2024 | LISBON (PT)
International
Corresponding Subproject-WP: A02-WP2
Framework for asset digitalization: A holistic approach for enhanced management and reliability in the digital era
CONGREGA 2024
JULY 04TH, 2024 | LISBON (PT)
International
Corresponding Subproject-WP: A02-WP2
New value perspective for social priceless assets through digital transformations
CONGREGA 2024
JULY 04TH, 2024 | LISBON (PT)
International
Corresponding Subproject-WP: A01-WP2
Asset digitalization strategy using IoT platforms and asset health model
AMEST 2024
JUNE 13TH, 2024 | CAGLIARI (IT)
International
Corresponding Subproject-WP: A02-WP2
Application of degradation and optimization models for digitization of maintenance management in railway infrastructures
AMEST 2024
JUNE 12TH, 2024 | CAGLIARI (IT)
International
Corresponding Subproject-WP: A02-WP2
Application of digital twin technology for the digitization of railway maintenance services in compliance with European regulation EU 779/2019
AMEST 2024
JUNE 12TH, 2024 | CAGLIARI (IT)
International
Corresponding Subproject-WP: A02-WP2
Bases for ontology of digital twin of maintenance process. A railway application
ESREDA 2024
MAY 30TH, 2024 | BILBAO (ES)
International
Corresponding Subproject-WP: A02-WP2
DFMAS project: IoT and DT application for evolution of services with low level of digitalization
ESREDA 2024
MAY 30TH, 2024 | BILBAO (ES)
International
Corresponding Subproject-WP: A02-WP2
Artificial Intelligence as a driver for prescriptive maintenance: Limitations
ESREDA 2024
MAY 30TH, 2024 | BILBAO (ES)
International
Corresponding Subproject-WP: A01-WP2
Challenges in Industry 5.0: Human behavior integration
MANUFACTURING 2024
MAY 15TH, 2024 | POZNAN (PL)
International
Corresponding Subproject-WP: A01-WP2
Smart workflows for advanced quality assessment in steel industry: Benefits of I5.0
MANUFACTURING 2024
MAY 15TH, 2024 | POZNAN (PL)
International
Corresponding Subproject-WP: A01-WP2
Book chapters digest
Exploring the adoption and application of transformer models in manufacturing scheduling
GARCÍA-CASTELLANO GERBOLÉS, C.; GUTIÉRREZ, M.; ORTEGA-MIER, M.; ORDIERES-MERÉ, J.
LECTURE NOTES ON DATA ENGINEERING AND COMMUNICATIONS TECHNOLOGIES
Editor:
https://zenodo.org/records/14639129
Book chapter extending a contribution made to the 18th International Conference on Industrial Engineering and Industrial Management, XXVIII Congreso de Ingeniería de Organización in Madrid
New value perspective for value creation with social priceless assets enhanced by digital transformations
FARMANESH, A.; PACIOS ÁLVAREZ, A.; PARIS LOREIRO, A.; ORDIERES-MERÉ, J.
CASE STUDIES IN DIGITAL TRANSFORMATION. INTEGRATION OF DIGITAL TECHNOLOGIES TO ENHANCE ASSET MANAGEMENT PROCESSES
Editor: Springer Editor House
https://zenodo.org/records/14632674
Book chapter extending a contribution made to the Congrega2024 International Conference in Lisbon