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

A brain-inspired model for efficient graph learning in human cyber physical networks

GISH, C.; VILLALBA-DÍEZ, J.; ORDIERES-MERÉ, J.

COGNITIVE COMPUTATION 18 / 35 (2026) | EDITOR: SPRINGER

WOS, IF 4.3, JCI 1.02, Q1

10.1007/s12559-026-10574-x

Corresponding Subprojects-WP: A01-WP2

 

Routing aerial fleets for maritime reconnaissance: Team orienteering problem with moving targets

VELDMAN, S.; ORTEGA-MIER, M.; GUTIÉRREZ, M.; HERRÁIZ SOLLA, Á.

COMPUTERS & INDUSTRIAL ENGINEERING 216 (2026) | EDITOR: PERGAMON-ELSEVIER SCIENCE LTD

WOS, IF 6.5, JCI 1.23, Q1

10.1016/j.cie.2026.111991

Corresponding Subprojects-WP: A01-WP2

 

Fractal photonic crystals with controlled disorder for robust 3D-integrated on-chip quantum mode localization

VILLALBA-DÍEZ, J.; GONZÁLEZ-MARCOS, A.; LOSADA-GONZÁLEZ, J.C.; ORDIERES-MERÉ, J.

OPTICAL AND QUANTUM ELECTRONICS 58 / 166 (2026) | EDITOR: SPRINGER

WOS, IF 4.0, JCI 1.04, Q1

10.1007/s11082-026-08741-3

Corresponding Subprojects-WP: A01-WP2

 

FinTextSim: A domain-specific sentence-transformer for extracting predictive latent topics from financial disclosures

JEHNEN, S.; VILLALBA-DÍEZ, J.; ORDIERES-MERÉ, J.

FRONTIERS IN ARTIFICIAL INTELLIGENCE (2026) | EDITOR: FRONTIERS MEDIA

WOS, IF 4.7, JCI 0.69, Q2

10.3389/frai.2026.1752103

Corresponding Subprojects-WP: A01-WP2

 

Standardized quantum transistor block enables differentiable learning on gait dynamics

VILLALBA-DÍEZ, J.; ORDIERES-MERÉ, J.

SCIENTIFIC REPORTS (2026) | EDITOR: NATURE PORTFOLIO

WOS, IF 3.9, JCI 1.07, Q1

10.1038/s41598-026-40424-7

Corresponding Subprojects-WP: A01-WP2

 

Agentic AI for autonomous preventive maintenance policy governance: a multi-agent framework for dynamic industrial environments

CRESPO MÁRQUEZ, A.; GÓMEZ FERNÁNDEZ, J.F.

EXPERT SYSTEMS WITH APPLICATIONS 314 / 131767 (2026) | EDITOR: PERGAMON-ELSEVIER SCIENCE LTD

WOS, IF 7.5, JCI 1.49, Q1

10.1016/j.eswa.2026.131767

Corresponding Subprojects-WP: A01-WP2

 

Triangulated relativistic quantum computation: A curvature-modulated unification of quantum and relativistic computing

VILLALBA-DÍEZ, J.; ORDIERES-MERÉ, J.

QUANTUM STUDIES: MATHEMATICS AND FOUNDATIONS 13 / 2 (2026) | EDITOR: SPRINGER

WOS, IF 1.0, JCI 0.26, Q3

10.1007/s40509-025-00376-5

Corresponding Subprojects-WP: A01-WP2

 

Function-centered modeling of complex non-physical systems: An exploratory GTST-MLD application to an unstructured system for transformative change

URIBE D.F.; GARCÍA-GALÁN, R.; ORTIZ-MARCOS, I.; RODRÍGUEZ-RIVERO, R.

APPLIED SCIENCES 15 / 12830 (2025) | EDITOR: MDPI

WOS, IF 2.5, JCI 0.52, Q2

10.3390/app152312830

Corresponding Subprojects-WP: A01-WP2

 

Stock portfolio management based on AI technology

MORENO ALONSO, A.; ORDIERES-MERÉ, J.

JOURNAL OF FORECASTING (2025) | EDITOR: WILEY

WOS, IF 2.7, JCI 0.81, Q2

10.1002/for.70058

Corresponding Subprojects-WP: A01-WP2

 

Remote gait monitoring system to dacilitate assessment of people with multiple sclerosis

ORDIERES-MERÉ, J.; GRIJALVO, M.; MARTIN-ÁVILA, G.; ALADRO, Y.

IEEE INTERNET OF THINGS JOURNAL (2025) | EDITOR: IEEE

WOS, IF 8.9, JCI 2.21, Q1

10.1109/JIOT.2025.3620236

Corresponding Subprojects-WP: A01-WP3

 

Quantum-classical deep learning hybrid architecture with graphene-printed low-cost capacitive sensor for essential tremor detection

VILLALBA-DÍEZ, J.; GONZÁLEZ-MARCOS, A.

SCIENTIFIC REPORTS 15 / 20204 (2025) | EDITOR: NATURE PORTFOLIO

WOS, IF 3.9, JCI 1.07, Q1

10.1038/s41598-025-06359-1

Corresponding Subprojects-WP: A01-WP2

 

A data-driven monitoring system for a prescriptive maintenance approach: Supporting reinforcement learning strategies

ORDIERES-MERÉ, J.; SÁNCHEZ-HERGUEDAS, A.; MENA-NIETO, Á.

APPLIED SCIENCES 15 / 6917 (2025) | EDITOR: MDPI

WOS, IF 2.5, JCI 0.52, Q2

10.3390/app15126917

Corresponding Subprojects-WP: A01-WP2

 

A structured data model for asset health index integration in Digital Twins of energy converters  

GÓMEZ FERNÁNDEZ, J.F.; CANDÓN FERNÁNDEZ, E.; CRESPO MÁRQUEZ, A.

ENERGIES 18 (2025) | EDITOR: MDPI

WOS, IF 3.0, JCI 0.46, Q3

10.3390/en18123148

Corresponding Subprojects-WP: A02-WP2

 

Quantum-enhanced signal processing via VQE for improved biomechanical feedback control

VILLALBA-DÍEZ, J.; ORDIERES-MERÉ, J.

DIGITAL SIGNAL PROCESSING 166 (2025) | EDITOR: ACADEMIC PRESS INC ELSEVIER SCIENCE

WOS, IF 2.9, JCI 0.72, Q2

10.1016/j.dsp.2025.105357

Corresponding Subprojects-WP: A01-WP2, A01-WP3

 

Digital transformation in aftersales and warranty management: A review of advanced technologies in I4.0

GONZÁLEZ-PRIDA, V.; PARRA MÁRQUEZ, C.; VIVEROS GUNCKEL, P.; RODRÍGUEZ, F.K.; CRESPO-MÁRQUEZ, A.

ALGORITHMS 18 / 231 (2025) | EDITOR: MDPI

WOS, IF 1.8, JCI 0.45, Q2

10.3390/a18040231

Corresponding Subproject-WP: A02-WP3

 

Digitalization as an enabler in railway maintenance: A review from «The International Union of Railways asset management framework» perspective

RODRÍGUEZ-HERNÁNDEZ, M.; CRESPO-MÁRQUEZ, A.; SÁNCHEZ-HERGUEDAS, A.; GONZÁLEZ-PRIDA, V.

INFRASTRUCTURES 10 / 96 (2025) | EDITOR: MDPI

WOS, IF 2.7, JCI 0.55, Q2

10.3390/infrastructures10040096

Corresponding Subproject-WP: A02-WP3

 

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

10.3390/info16030217

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

10.1016/j.softx.2025.102106

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

10.3390/app15031524

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

10.3390/math13010151

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

10.1007/s13132-024-02343-8

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

10.3390/a17120570 

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

10.3390/info15120749 

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

10.3390/app142210642

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

10.3390/en17040770

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

10.3390/s24144627

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

10.1007/s10100-024-00934-z

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

10.1038/s41598- 024-55230-2

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

10.1007/s10479 -023-05629-3

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

10.3390/ ani13223557

Corresponding Subproject-WP: A01-WP3

Conference Papers digest

A practical approach to service-oriented life cycle cost considering asset health index and digitalization in power converters 

GONZÁLEZ-PRIDA, V.; DE LA FUENTE, A.; GÓMEZ, J.F.; CRESPO, A.; GUILLÉN, A.J.

35TH EUROPEAN SAFETY AND RELIABILITY & 33RD SOCIETY FOR RISK ANALYSIS EUROPE CONFERENCE

JUNE 15TH-19TH, 2025 | STAVANGER (NO)

International

Corresponding Subproject-WP: A02-WP4

Improving transparency in energy transportation losses through digitalization technologies 

AMIR FARMANESH; IRENE PEREDA SERRANO; JOAQUÍN ORDIERES-MERÉ; SLOBODAN BOJANIC; BOJAN PRLINČEVIĆ

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 

ANTONIO SÁNCHEZ-HERGUEDAS; ALFONSO JOSÉ CARBALLO MENAYO; ÁNGEL MENA NIETO

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 

ALFONSO JOSÉ CARBALLO MENAYO; ANTONIO SÁNCHEZ-HERGUEDAS; ADOLFO CRESPO MÁRQUEZ

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 

SÁNCHEZ-HERGUEDAS, A.; GUILLÉN-LÓPEZ, A.; WIDEBERG, J.

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 

VICENTE GONZÁLEZ-PRIDA; ANTONIO SÁNCHEZ-HERGUEDAS; ÁNGEL MENA-NIETO

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 

SONIA LIÑÁN GARCÍA; ANTONIO DE LA FUENTE CARMONA; JAVIER SERRA PARAJES; ADOLFO CRESPO MÁRQUEZ

CONGREGA 2024

JULY 04TH, 2024 | LISBON (PT)

International

Corresponding Subproject-WP: A02-WP2

Data model to digitization of critically analysis in railway systems 

MAURICIO RODRÍGUEZ; VICENTE GONZÁLEZ-PRIDA; ANTONIO SÁNCHEZ; ADOLFO CRESPO

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 

EDUARDO CANDÓN; ADOLFO CRESPO; ANTONIO GUILLÉN; JUAN F. GÓMEZ

CONGREGA 2024

JULY 04TH, 2024 | LISBON (PT)

International

Corresponding Subproject-WP: A02-WP2

New value perspective for social priceless assets through digital transformations

JOAQUÍN ORDIERES-MERÉ; ANTONIA PACIOS-ÁLVAREZ; ÁNGEL PARIS

CONGREGA 2024

JULY 04TH, 2024 | LISBON (PT)

International

Corresponding Subproject-WP: A01-WP2

Asset digitalization strategy using IoT platforms and asset health model

CANDÓN, E.; CRESPO, A.; GUILLÉN, A.; GÓMEZ, J.; LÓPEZ, J.

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

MAURICIO RODRÍGUEZ; VICENTE GONZÁLEZ-PRIDA; ANTONIO SÁNCHEZ; ADOLFO CRESPO

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

GUILLÉN-LÓPEZ, A.; SÁNCHEZ-HERGUEDAS, A.; RODRÍGUEZ, M.

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

MAURICIO RODRÍGUEZ; VICENTE GONZÁLEZ-PRIDA; ADOLFO CRESPO MÁRQUEZ

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

ANTONIO GUILLÉN LÓPEZ; ANTONIO SÁNCHEZ HERGUEDAS

ESREDA 2024

MAY 30TH, 2024 | BILBAO (ES)

International

Corresponding Subproject-WP: A02-WP2

Artificial Intelligence as a driver for prescriptive maintenance: Limitations

JOAQUÍN ORDIERES-MERÉ; CARLOS GARCÍA-CASTELLANO GERBOLÉS

ESREDA 2024

MAY 30TH, 2024 | BILBAO (ES)

International

Corresponding Subproject-WP: A01-WP2

Challenges in Industry 5.0: Human behavior integration

JOAQUÍN ORDIERES-MERÉ; MIGUEL ÁNGEL ORTEGA-MIER

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

JOAQUÍN ORDIERES-MERÉ; AHMAD RAHABI; DANIEL FALKOWSKI; NIKOLAOS MATSKANIS; JENS BRANDENBURGER; CARLOS GARCÍA-CASTELLANO GERBOLÉS

MANUFACTURING 2024

MAY 15TH, 2024 | POZNAN (PL)

International

Corresponding Subproject-WP: A01-WP2

Book Chapters digest

Artificial Intelligence as a driver for prescriptive maintenance: Limitations

ORDIERES-MERÉ, J.; GARCÍA-CASTELLANO GERBOLÉS, C. 

DIGITAL MAINTENANCE IN THE DIGITAL TWIN ERA

Editor: University of Deusto

ISBN: 978-84-1325-228-5

Book chapter extending a contribution made to the 64th ESReDA Seminar & Doctoral Workshop

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

Books digest

Engineering Asset Management Review (EAMR) Springer Book

The DIGEST project is commited to contribute to the discussion on how industries leverage digital technologies to optimise asset management strategies. Therefore, we invite potential authors to read more about the initiative and also try to cooperate with this ambitious effort by downloading the template for the contributions.