Table Of ContentLecture Notes in Networks and Systems 531
Pablo García Bringas · Hilde Pérez García ·
Francisco Javier Martinez-de-Pison ·
José Ramón Villar Flecha · Alicia Troncoso Lora ·
Enrique A. de la Cal · Álvaro Herrero ·
Francisco Martínez Álvarez · Giuseppe Psaila ·
Héctor Quintián · Emilio S. Corchado Rodriguez Editors
17th International
Conference on Soft
Computing Models
in Industrial and
Environmental
Applications
(SOCO 2022)
Salamanca, Spain, September 5–7,
2022, Proceedings
Lecture Notes in Networks and Systems
Volume 531
Series Editor
Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences,
Warsaw, Poland
Advisory Editors
Fernando Gomide, Department of Computer Engineering and Automation—DCA,
SchoolofElectricalandComputerEngineering—FEEC,UniversityofCampinas—
UNICAMP, São Paulo, Brazil
Okyay Kaynak, Department of Electrical and Electronic Engineering,
Bogazici University, Istanbul, Turkey
Derong Liu, Department of Electrical and Computer Engineering, University
of Illinois at Chicago, Chicago, USA
Institute of Automation, Chinese Academy of Sciences, Beijing, China
WitoldPedrycz,DepartmentofElectricalandComputerEngineering,Universityof
Alberta, Alberta, Canada
Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland
Marios M. Polycarpou, Department of Electrical and Computer Engineering,
KIOSResearchCenterforIntelligentSystemsandNetworks,UniversityofCyprus,
Nicosia, Cyprus
Imre J. Rudas, Óbuda University, Budapest, Hungary
Jun Wang, Department of Computer Science, City University of Hong Kong,
Kowloon, Hong Kong
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í é í
Pablo Garc a Bringas Hilde P rez Garc a
(cid:129) (cid:129)
Francisco Javier Martinez-de-Pison
(cid:129)
é ó
Jos Ram n Villar Flecha
(cid:129)
Alicia Troncoso Lora Enrique A. de la Cal
(cid:129) (cid:129)
Á í Á
lvaro Herrero Francisco Mart nez lvarez
(cid:129) (cid:129)
é á
Giuseppe Psaila H ctor Quinti n
(cid:129) (cid:129)
Emilio S. Corchado Rodriguez
Editors
17th International Conference
on Soft Computing Models
in Industrial
and Environmental
Applications (SOCO 2022)
–
Salamanca, Spain, September 5 7, 2022
Proceedings
123
Editors
PabloGarcíaBringas HildePérezGarcía
Faculty of Engineering University of León
University of Deusto León,Spain
Bilbao, Spain
JoséRamón Villar Flecha
Francisco JavierMartinez-de-Pison Inteligencia Artificial
MechanicalEngineering Department University of Oviedo
University of LaRioja ACoruña,La Coruña,Spain
Logroño,La Rioja,Spain
Enrique A.dela Cal
Alicia Troncoso Lora University of Oviedo
Data ScienceandBigData Lab Oviedo,Spain
PablodeOlavide University
Sevilla,Spain Francisco Martínez Álvarez
Schoolof Engineering
Álvaro Herrero PabloOlavide University
Department ofCivil Engineering Seville,Spain
University of Burgos
Burgos, Spain Héctor Quintián
Department ofIndustrial Engineering
Giuseppe Psaila University of ACoruña
DIGIP Ferrol, Spain
University of Bergamo
Dalmine, Bergamo, Italy
Emilio S.Corchado Rodriguez
Department ofComputing Science
University of Salamanca
Salamanca, Spain
ISSN 2367-3370 ISSN 2367-3389 (electronic)
Lecture Notesin Networks andSystems
ISBN978-3-031-18049-1 ISBN978-3-031-18050-7 (eBook)
https://doi.org/10.1007/978-3-031-18050-7
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Preface
This volume of Lecture Notes in Networks and Systems contains accepted papers
presented at the 17th International Conference on Soft Computing Models in
Industrial and Environmental Applications (SOCO 2022). This conference was
held in the beautiful city of Salamanca, Spain, in September 2022.
Soft computing represents a collection or set of computational techniques in
machine learning, computer science, and some engineering disciplines, which
investigate, simulate, and analyze very complex issues and phenomena.
After a peer-review process, the SOCO 2022 International Program Committee
selected 64 papers published in these conference proceedings, representing an
acceptance rate of 60%. In this relevant edition, a particular emphasis was put on
the organization of special sessions. Seven special sessions were organized related
torelevanttopicssuchasMachineLearning andComputer Vision inIndustry4.0;
Time Series Forecasting in Industrial and Environmental Applications;
Optimization, Modeling, and Control by Soft Computing Techniques; Soft
Computing Applied to Renewable Energy Systems; Preprocessing Big Data in
MachineLearning;andTacklingReal-WorldProblemswithArtificialIntelligence.
The selection of papers was extremely rigorous to maintain the high quality
of the conference. We want to thank the members of the Program Committees for
theirhardworkduringthereviewingprocess.Thisisacrucialprocessforcreatinga
high-standardconference;theSOCOconferencewouldnotexistwithouttheirhelp.
SOCO 2022 enjoyed outstanding keynote speeches by distinguished guest
speakers: Prof. Ajith Abraham, Director of Machine Intelligence Research Labs
(MIR Labs), and Prof. Guy De Tré head of the research group on Database,
Document,andContentManagement(DDCM)atGhentUniversity(Belgium),and
Felix Barrio General Director at INCIBE (Spain).
SOCO 2022 has teamed up with “Neurocomputing” (Elsevier), “Logic Journal
of the IGPL” (Oxford University Press), and Cybernetics & Systems (Taylor &
Francis) for a suite of special issues, including selected papers from SOCO 2022.
Particular thanks go as well to the conference’s main sponsors, Startup Olé, the
CYL-HUB project financed with next-generation funds from the European Union;
the Ministry of Labor and Social Economy; the Recovery, Transformation, and
v
vi Preface
Resilience Plan; and the State Public Employment Service, channeled through the
Junta de Castilla y León, BISITE research group at the University of Salamanca,
CTC research group at the University of A Coruña, and the University of
Salamanca. They jointly contributed in an active and constructive manner to the
success of this initiative.
We would like to thank all the special session organizers, contributing authors,
as well as the members of the Program Committees and the Local Organizing
Committee for their hard and highly valuable work. Their work has helped to
contribute to the success of the SOCO 2022 event.
September 2022 Pablo García Bringas
Hilde Pérez García
Francisco Javier Martinez-de-Pison
José Ramón Villar Flecha
Alicia Troncoso Lora
Enrique A. de la Cal
Álvaro Herrero
Francisco Martínez Álvarez
Giuseppe Psaila
Héctor Quintián
Emilio S. Corchado Rodriguez
Organization
General Chair
Emilio Corchado University of Salamanca, Spain
International Advisory Committee
Ashraf Saad Armstrong Atlantic State University, USA
Amy Neustein Linguistic Technology Systems, USA
Ajith Abraham MachineIntelligenceResearchLabs—MIRLabs,
Europe
Jon G. Hall The Open University, UK
Paulo Novais Universidade do Minho, Portugal
Amparo Alonso Betanzos President Spanish Association for Artificial
Intelligence (AEPIA), Spain
Michael Gabbay King’s College London, UK
Aditya Ghose University of Wollongong, Australia
Saeid Nahavandi Deakin University, Australia
Henri Pierreval LIMOS UMR CNRS 6158 IFMA, France
Program Committee Chairs
Pablo García Bringas University of Deusto, Spain
Hilde Pérez García University of León, Spain
Francisco Javier Martínez de University of La Rioja, Spain
Pisón
José Ramón Villar Flecha University of Oviedo, Spain
Alicia Troncoso Lora Pablo Olavide University, Spain
Enrique A. de la Cal University of Oviedo, Spain
Álvaro Herrero University of Burgos, Spain
Francisco Martínez Álvarez Pablo Olavide University, Spain
Giuseppe Psaila University of Bergamo, Italy
vii
viii Organization
Héctor Quintián University of A Coruña, Spain
Emilio Corchado University of Salamanca, Spain
Program Committee
Agustina Bouchet University of Oviedo, Spain
Akemi Galvez-Tomida University of Cantabria, Spain
Alfredo Jimenez KEDGE Business School, Spain
Álvaro Herrero Cosio University of Burgos, Spain
Álvaro Michelena Grandío University of A Coruña, Spain
Andreea Vescan Babes-Bolyai University, Cluj-Napoca, Romania
Andres Fuster-Guillo University of Alicante, Spain
Andres Iglesias Prieto University of Cantabria, Spain
Angel Arroyo University of Burgos, Spain
Anna Bartkowiak University of Wroclaw, Poland
Anna Kamińska-Chuchmała Wrocław University of Technology, Poland
Anton Koval Luleå University of Technology, Sweden
Antonio Bahamonde University of Oviedo at Gijón, Spain
Antonio Sala Polytechnique University of Valencia, Spain
Bartosz Krawczyk Virginia Commonwealth University, USA
Beatriz De La Iglesia University of East Anglia, UK
Bogdan Okreša Đurić University of Zagreb, Croatia
Borja Sanz University of Deusto, Spain
Carlos Cambra University of Burgos, Spain
Carlos Pereira ISEC, Portugal
Carmen Benavides University of León, Spain
Damian Krenczyk Silesian University of Technology, Poland
Daniel Honc University of Pardubice, Czechia
Daniel Urda University of Burgos, Spain
Daniela Perdukova Technical University of Kosice, Slovakia
David Griol University of Granada, Spain
Dragan Simic University of Novi Sad, Serbia
Eduardo Solteiro Pires UTAD University, Portugal
Eleni Mangina UCD, Ireland
Eloy Irigoyen University of the Basque Country, Spain
Enrique De La Cal Marín University of Oviedo, Spain
Enrique Onieva University of Deusto, Spain
Esteban Jove University of A Coruña, Spain
Fernando Ribeiro EST, Portugal
Fernando Sanchez Lasheras University of Oviedo, Spain
Florentino Fdez-Riverola University of Vigo, Spain
Francisco Martínez-Álvarez Pablo de Olavide University, Spain
Francisco Zayas-Gato University of A Coruña, Spain
Franjo Jovic University of Osijek, Croatia
Organization ix
Giuseppe Psaila University of Bergamo, Italy
Grzegorz Ćwikła Silesian University of Technology, Poland
Hector Cogollos Adrián University of Burgos, Spain
Héctor Quintián University of A Coruña, Spain
Henri Pierreval LIMOS-IFMA, France
Humberto Bustince UPNA, Spain
Ioana Zelina Technical University of Cluj-Napoca, North
Center in Baia Mare, Romania
Isabel Sofia Sousa Brito Polytechnic Institute of Beja, Portugal
Isaias Garcia University of León, Spain
Jaroslav Marek University of Pardubice, Czechia
Jaume Jordán Polytechnique University of Valencia, Spain
Javier Díez-González University of León, Spain
Javier Sanchis Saez Polytechnique University of Valencia, Spain
Jesús D. Santos University of Oviedo, Spain
Jiri Pospichal University of Ss. Cyril and Methodius, Slovakia
Jorge Barbosa ISEC, Portugal
Jorge García-Gutiérrez University of Seville, Spain
Jose Carlos Metrolho IPCB, Portugal
Jose Dorronsoro Autonomous University of Madrid, Spain
José Francisco Torres Pablo de Olavide University, Spain
Maldonado
Jose Luis Calvo-Rolle University of A Coruña, Spain
José Luis Casteleiro-Roca University of A Coruña, Spain
Jose M. Molina University Carlos III of Madrid, Spain
Jose Manuel Lopez-Guede Basque Country University, Spain
José Ramón Villar University of Oviedo, Spain
José Valente de Oliveira University of Algarve, Portugal
Juan Albino Mendez University of La Laguna, Spain
Juan Gomez Romero University of Granada, Spain
Juan M. Alberola Polytechnique University of Valencia, Spain
Julio César Puche Regaliza University of Burgos, Spain
Laura Melgar-García Pablo de Olavide University, Spain
Lidia Sánchez-González Universidad de León, Spain
Luis Alfonso Fernández FH-Joanneum University of Applied Sciences,
Serantes Spain
Luis Paulo Reis University of Porto, Portugal
Manuel Castejón-Limas University of León, Spain
Manuel Graña University of the Basque Country, Spain
Marcin Paprzycki IBS PAN and WSM, Poland
Maria Fuente University of Valladolid, Spain
Maria Teresa Godinho Polytechnic Institute of Beja, Portugal
Matilde Santos Complutense University of Madrid, Spain
Mehmet Emin Aydin University of the West of England, UK
Michal Wozniak Wroclaw University of Technology, Poland
