Advances in Intelligent Systems and Computing978-3-319-67180-2/1.pdf · About this Series Theseries“AdvancesinIntelligent Systems andComputing”contains publications ontheory,

Advances in Intelligent Systems and Computing

Volume 649

Series editor

Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Polande-mail: [email protected]

About this Series

The series “Advances in Intelligent Systems and Computing” contains publications on theory,applications, and design methods of Intelligent Systems and Intelligent Computing. Virtuallyall disciplines such as engineering, natural sciences, computer and information science, ICT,economics, business, e-commerce, environment, healthcare, life science are covered. The listof topics spans all the areas of modern intelligent systems and computing.

The publications within “Advances in Intelligent Systems and Computing” are primarilytextbooks and proceedings of important conferences, symposia and congresses. They coversignificant recent developments in the field, both of a foundational and applicable character.An important characteristic feature of the series is the short publication time and world-widedistribution. This permits a rapid and broad dissemination of research results.

Advisory Board

Chairman

Nikhil R. Pal, Indian Statistical Institute, Kolkata, India

e-mail: [email protected]

Members

Rafael Bello Perez, Universidad Central “Marta Abreu” de Las Villas, Santa Clara, Cuba


Emilio S. Corchado, University of Salamanca, Salamanca, Spain


Hani Hagras, University of Essex, Colchester, UK


László T. Kóczy, Széchenyi István University, Győr, Hungarye-mail: [email protected]

Vladik Kreinovich, University of Texas at El Paso, El Paso, USA


Chin-Teng Lin, National Chiao Tung University, Hsinchu, Taiwan


Jie Lu, University of Technology, Sydney, Australia


Patricia Melin, Tijuana Institute of Technology, Tijuana, Mexico


Nadia Nedjah, State University of Rio de Janeiro, Rio de Janeiro, Brazil


Ngoc Thanh Nguyen, Wroclaw University of Technology, Wroclaw, Poland


Jun Wang, The Chinese University of Hong Kong, Shatin, Hong Kong


More information about this series at http://www.springer.com/series/11156

http://www.springer.com/series/11156

Hilde Pérez García • Javier Alfonso-CendónLidia Sánchez GonzálezHéctor Quintián • Emilio CorchadoEditors

International JointConference SOCO’17-CISIS’17-ICEUTE’17 León,Spain, September 6–8, 2017,Proceedings

123

EditorsHilde Pérez GarcíaUniversity of LeonLeonSpain

Javier Alfonso-CendónUniversity of LeonLeonSpain

Lidia Sánchez GonzálezUniversity of LeonLeonSpain

Héctor QuintiánDepartment of Industrial EngineeringUniversity of A CoruñaFerrolSpain

Emilio CorchadoUniversity of SalamancaSalamancaSpain

ISSN 2194-5357 ISSN 2194-5365 (electronic)Advances in Intelligent Systems and ComputingISBN 978-3-319-67179-6 ISBN 978-3-319-67180-2 (eBook)DOI 10.1007/978-3-319-67180-2

Library of Congress Control Number: 2017951436

© Springer International Publishing AG 2018This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or partof the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations,recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmissionor information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilarmethodology now known or hereafter developed.The use of general descriptive names, registered names, trademarks, service marks, etc. in thispublication does not imply, even in the absence of a specific statement, that such names are exempt fromthe relevant protective laws and regulations and therefore free for general use.The publisher, the authors and the editors are safe to assume that the advice and information in thisbook are believed to be true and accurate at the date of publication. Neither the publisher nor theauthors or the editors give a warranty, express or implied, with respect to the material contained herein orfor any errors or omissions that may have been made. The publisher remains neutral with regard tojurisdictional claims in published maps and institutional affiliations.

Printed on acid-free paper

This Springer imprint is published by Springer NatureThe registered company is Springer International Publishing AGThe registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland

Preface

This volume of Advances in Intelligent and Soft Computing contains acceptedpapers presented at SOCO 2017, CISIS 2017 and ICEUTE 2017, all conferenceswhich will be held in the beautiful and historic city of León (Spain), in September2017.

Soft computing represents a collection or set of computational techniques inmachine learning, computer science and some engineering disciplines whichinvestigate, simulate and analyse very complex issues and phenomena.

After a through peer-review process, the 12th SOCO 2017 International ProgramCommittee selected 48 papers which are published in these conference proceedings,and represents an acceptance rate of 45%. In this relevant edition, a specialemphasis was put on the organization of special sessions. Two special sessionswere organized related to relevant topics such as Artificial Intelligence and MachineLearning Applied to Health Sciences and Soft Computing Methods inManufacturing and Management Systems.

The aim of the 10th CISIS 2017 conference is to offer a meeting opportunity foracademic and industry-related researchers belonging to the various, vast commu-nities of computational intelligence, information security and data mining. The needfor intelligent, flexible behaviour by large, complex systems, especially inmission-critical domains, is intended to be the catalyst and the aggregation stimulusfor the overall event. One special session was organized related to the relevant topicof Identification, Simulation and Prevention of Security and Privacy Threats inModern Communication Networks.

After a through peer-review process, the CISIS 2017 International ProgramCommittee selected 18 papers which are published in these conference proceedingsachieving an acceptance rate of 38%.

In the case of 8th ICEUTE 2017, the International Program Committee selectedeight papers, which are published in these conference proceedings.

The selection of papers was extremely rigorous in order to maintain the highquality of the conference, and we would like to thank the members of the ProgramCommittees for their hard work in the reviewing process. This is a crucial process to

v

the creation of a high-standard conference, and the SOCO, CISIS and ICEUTEconferences would not exist without their help.

SOCO’17, CISIS’17 and ICEUTE’17 enjoyed outstanding keynote speeches bydistinguished guest speakers: Prof. Hujun Yin—The University of Manchester(UK), Alberto Hernández Moreno INCIBE (Spain) and José Luis Verdegay—University of Granada (Spain).

SOCO’17 has teamed up with Neurocomputing (Elsevier) and the Journal ofApplied Logic (Elsevier) for a suite of special issue including selected papers fromSOCO’17.

For this CISIS’17 special edition, as a follow-up of the conference, we anticipatefurther publication of selected papers in two special issues, one in the prestigiousLogic Journal of the IGPL published by Oxford Journals and another one in OpenMathematics published by De Gruyter.

ICEUTE’17 has been associated with International Journal of EngineeringEducation for a special edition that includes selected ICEUTE’17 works.

Particular thanks go as well to the conference’s main sponsors, COESI, StartupOle, The International Federation for Computational Logic and The ResearchInstitute of Applied Sciences in Cybersecurity, who jointly contributed in an activeand constructive manner to the success of this initiative. We want also to extend ourwarm gratitude to all the special sessions’ chairs for their continuing support to theSOCO, CISIS and ICEUTE series of conferences.

We would like to thank all the special session organizers, contributing authors,as well as the members of the Program Committees and the Local OrganizingCommittee for their hard and highly valuable work. Their work has helped tocontribute to the success of the SOCO 2017, CISIS 2017 and ICEUTE 2017 events.

September 2017 Hilde Pérez GarcíaJavier Alfonso-CendónLidia Sánchez González

Héctor QuintiánEmilio Corchado

vi Preface

SOCO 2017

Organization

General Chairs

Hilde Pérez García University of León, SpainEmilio Corchado University of Salamanca, Spain

International Advisory Committee

Ashraf Saad Armstrong Atlantic State University, USAAmy Neustein Linguistic Technology Systems, USAAjith Abraham Machine Intelligence Research Labs -MIR Labs,

EuropeJon G. Hall The Open University, UKPaulo Novais Universidade do Minho, PortugalAmparo Alonso Betanzos President Spanish Association for Artificial

Intelligence (AEPIA), SpainMichael Gabbay Kings College London, UKAditya Ghose University of Wollongong, AustraliaSaeid Nahavandi Deakin University, AustraliaHenri Pierreval LIMOS UMR CNRS 6158 IFMA, France

Program Committee Chairs

Emilio Corchado University of Salamanca, SpainHilde Pérez García University of León, SpainJavier Alfonso Cendón University of León, SpainLidia Sánchez González University of León, SpainHéctor Quintián University of A Coruña, Spain

vii

Program Committee

Emilio Corchado (Co-chair) University of Salamanca, SpainHilde Pérez García (Co-chair) University of León, SpainAbraham Duarte Universidad Rey Juan Carlos, SpainAdolfo R. De Soto University of León, SpainAlicia Troncoso Universidad Pablo de Olavide, SpainAndre de Carvalho University of Sao Paulo, BrazilAngel Arroyo University of Burgos, SpainAnna Bartkowiak University of Wroclaw, PolandAnna Burduk Wrocław University of Technology, PolandAnton Koval Zhytomyr State Technological University,

UkraineAntonio Bahamonde Universidad de Oviedo at Gijón, SpainBozena Skolud Silesian University of Technology, PolandBruno Baruque University of Burgos, SpainCamelia Pintea Technical University of Cluj-Napoca, RomaniaCarlos Pereira ISEC, PortugalCarmen Benavides University of León, SpainCesar Analide University of Minho, PortugalDamian Krenczyk Silesian University of Technology, PolandDaniela Perdukova Technical University of Kosice, SlovakiaDaniela Zaharie West University of Timisoara, RomaniaDavid Alvarez León University of León, SpainDavid Griol University Carlos III of Madrid, SpainDilip Pratihar Indian Institute of Technology Kharagpur, IndiaDragan Simic University of Novi Sad, SerbiaEduardo Solteiro Pires UTAD University, PortugalEleni Mangina University College Dublin, IrelandEloy Irigoyen UPV/EHU, SpainEnrique Dominguez University of Malaga, SpainEnrique Onieva University of Deusto, SpainEsteban García-Cuesta European University of Madrid, SpainEva Volna University of Ostrava, Czech RepublicFanny Klett German Workforce ADL Partnership Laboratory,

GermanyFlorentino Fdez-Riverola University of Vigo, SpainFrancesco Marcelloni University of Pisa, ItalyFrancisco Martínez-Álvarez University Pablo de Olavide, SpainGabriel Medina University of León, SpainGeorge Georgoulas TEI of Epirus, GreeceGeorgios Ch. Sirakoulis Democritus University of Thrace, GreeceGrzegorz Ćwikła Silesian University of Technology, PolandHector Alaiz Moreton University of León, Spain

viii SOCO 2017

Héctor Quintián University of A Coruña, SpainHenri Pierreval LIMOS-IFMA, FranceHumberto Bustince UPNA, SpainIsaias Garcia University of León, SpainIvan Ubero Martinez University of León, SpainJaime Andrés Rincón Arango Polytechnic University of Valencia, SpainJavier Alfonso Cendón University of León, SpainJiri Pospichal University of SS. Cyril and Methodius, SlovakiaJoaquín Barreiro García University of León, SpainJorge García-Gutiérrez University of Seville, SpainJose Gamez University of Castilla-La Mancha, SpainJose Alfredo Ferreira Costa Federal University, UFRN, BrazilJose Luis Calvo-Rolle University of A Coruña, SpainJosé Luis Casteleiro-Roca University of A Coruña, SpainJose M. Molina University Carlos III of Madrid, SpainJose Manuel Lopez-Guede Basque Country University, SpainJosé Ramón Villar University of Oviedo, SpainJosé Valente De Oliveira Universidade do Algarve, PortugalJuan Gomez Romero Universidad de Granada, SpainKrzysztof Kalinowski Silesian University of Technology, PolandLaszlo Dudas University of Miskolc, HungaryLaura Fernández-Robles University of León, SpainLeocadio G. Casado University of Almeria, SpainLidia Sánchez University of León, SpainLuciano Alonso University of Cantabria, SpainLuis Panizo University of León, SpainLuís Nunes Instituto Universitario de Lisboa (ISCTE-IUL),

PortugalLuis Alfonso Fernández

SerantesFH-Joanneum University of Applied Sciences,

SpainLuis Paulo Reis University of Minho, PortugalM. Chadli University of Picardie Jules Verne, FranceMª Belén Vaquerizo University of Burgos, SpainMaciej Grzenda Warsaw University of Technology, PolandManuel Graña University of Basque Country, SpainManuel Mejia-Lavalle Cenidet, MexicoMarcin Paprzycki IBS PAN and WSM, PolandMarcin Zemczak University of Bielsko-Biala, PolandMaria Raga University of León, SpainMaría Martínez Ballesteros University of Seville, SpainMaría N. Moreno García University of Salamanca, SpainMarius Balas Aurel Vlaicu University of Arad, RomaniaMartin Dendaluce Tecnalia research and Innovation, GermanyMatilde Santos Universidad Complutense de Madrid, SpainMatilde Santos Peñas Complutense University of Madrid, Spain

SOCO 2017 ix

Mehmet Emin Aydin University of the West of England, UKMichal Wozniak Wroclaw University of Technology, PolandMiguel Carriegos RIASC, SpainMiguel Ángel Conde University of León, SpainMihai Duguleana University Transilvania of Brasov, RomaniaMitiche Lahcene University of Djelfa, Djelfa, AlgeriaPaul Eric Dossou Icam, FrancePaulo Moura Oliveira UTAD University, PortugalPaulo Novais University of Minho, PortugalPetr Dolezel University of Pardubice, Czech RepublicPrzemyslaw Korytkowski West Pomeranian University of Technology

in Szczecin, PolandRaquel Redondo University of Burgos, SpainReggie Davidrajuh University of Stavanger, NorwayRichard Duro University of A Coruña, SpainRobert Burduk Wroclaw University of Technology, PolandRosa Basagoiti Mondragon University, SpainRui Sousa University of Minho, PortugalSebastian Saniuk University of Zielona Gora, PolandSebastián Ventura University of Cordoba, SpainSoco Conference University of Salamanca, SpainStefano Pizzuti Energy New technologies and sustainable

Economic development Agency (ENEA), ItalySung-Bae Cho Yonsei University, South KoreaThierry Keller Tecnalia Research and Innovation, SpainTzung-Pei Hong National University of Kaohsiung, TaiwanCastejon Limas University of León, SpainUrko Zurutuza Mondragon University, SpainValeriu Manuel Ionescu University of Pitesti, RomaniaVicente Matellan University of León, SpainWei-Chiang Hong Oriental Institute of Technology, TaiwanWilfried Elmenreich Alpen-Adria-Universität Klagenfurt, AustriaZita Vale GECAD - ISEP/IPP, Portugal

x SOCO 2017

Special Sessions

Soft Computing Methods in Manufacturing and Management Systems

Program Committee

Damian Krenczyk(Organizer)

Silesian University of Technology, Poland

Bożena Skołud (Organizer) Silesian University of Technology, PolandAleksander Gwiazda Silesian University of Technology, PolandAnna Burduk Wroclaw University of Science and Technology,

PolandFranjo Jovic University of Osijek, CroatiaGrzegorz Ćwikła Silesian University of Technology, PolandIwona Pisz Opole University, PolandKrzysztof Kalinowski Silesian University of Technology, PolandLaszlo Dudas University of Miskolc, HungaryMarcin Zemczak University of Bielsko-Biala, PolandPaul Eric Dossou Icam, FranceReggie Davidrajuh University of Stavanger, NorwaySebastian Saniuk University of Zielona Gora, PolandWojciech Bożejko Wroclaw University of Science and Technology,

Poland

Artificial Intelligence and Machine Learning Applied to Health Sciences

Program Committee

Francisco Javier De Cos(Organizer)

University of Oviedo, Spain

Alastair Basden (Organizer) University of Durham, UKJosé Luis Calvo-Rolle

(Organizer)University of A Coruña, Spain

Juan Mendez (Organizer) University of La Laguna, SpainFernando Sánchez Lasheras

(Organizer)University of Oviedo, Spain

Angel Alvarez Arenal University of Oviedo, SpainAndres Piñon Pazos University of A Coruña, SpainEnrique Antonio de La Cal

MarínUniversity of Oviedo, Spain

Esteban Jove University of A Coruña, SpainFrancisco Blanco Universidad de Oviedo, Spain

SOCO 2017 xi

Francisco Javier MorenoArboleda

Universidad Nacional de Colombia, Colombia

Jesus Daniel SantosRodriguez

University of Oviedo, Spain

José Luis Casteleiro Roca University of A Coruña, SpainJose Manuel Gonzalez-Cava University of La Laguna, SpainJosé Ramón Villar Flecha University of Oviedo, SpainMarcin Iwanowski Warsaw University of Technology, PolandMaria L. Sánchez Rodríguez University of Oviedo, SpainMichal Wozniak Wroclaw University of Technology, PolandRafael Arnay University of La Laguna, SpainRobert Burduk Wroclaw University of Technology, PolandVicente Martin University of León, Spain

SOCO 2017 Organizing Committee

Emilio Corchado University of Salamanca, SpainHilde Pérez García University of León, SpainJavier Alfonso Cendón University of León, SpainLidia Sánchez González University of León, SpainHéctor Quintián University of A Coruña, SpainRaquel Redondo University of Burgos, SpainManuel Castejón Limas University of Leon, SpainLaura Fernández Robles University of Leon, SpainHéctor Alaiz Moretón University of Leon, SpainRamón Ángel Fernández

DíazUniversity of Leon, Spain

José Manuel Alija Pérez University of Leon, Spain

xii SOCO 2017

CISIS 2017

Organization

General Chairs


International Advisory Committee

Ajith Abraham Machine Intelligence Research Labs -MIR Labs,Europe

Michael Gabbay Kings College London, UKAntonio Bahamonde University of Oviedo at Gijón



Program Committee

Emilio Corchado (Co-chair) University of Salamanca, SpainHilde Pérez García (Co-chair) University of León, SpainAdolfo R. De Soto University of León, SpainAgustín Martín Muñoz Information Security Institute (CSIC), Spain

xiii

Alberto Peinado University of Malaga, SpainAmparo Fuster-Sabater Institute of Applied Physics (C.S.I.C.), SpainAna I. González-Tablas University Carlos III de Madrid, SpainÁngel Arroyo University of Burgos, SpainÁngel Martin Del Rey University of Salamanca, SpainAntonio Zamora Gómez UA, SpainAntonio J. Tomeu-Hardasmal University of Cadiz, SpainAraceli Queiruga Dios University of Salamanca, SpainCarlos Pereira ISEC, PortugalCarmen Benavides University of León, SpainCristina Alcaraz University of Malaga, SpainDavid Alvarez León University of León, SpainDavid Arroyo Universidad Autónoma de Madrid, SpainDebasis Giri Haldia Institute of Technology, IndiaEnrique De La Hoz University of Alcala, SpainEnrique Onieva University of Deusto, SpainEva Volna University of Ostrava, Czech RepublicFernando Tricas Universidad de Zaragoza, SpainFrancisco Rodriguez University of León, SpainGabriel Medina University of León, SpainGerardo Rodriguez Sanchez University of Salamanca, SpainGuillermo Morales-Luna CINVESTAV-IPN, MexicoHéctor Alaiz Moretón University of León, SpainHéctor Quintián University of A Coruña, SpainHilde Pérez García University of León, SpainHugo Scolnik University of Buenos Aires, ArgentinaIsaac Agudo University of Malaga, SpainIsaias Garcia University of León, SpainIvan Ubero Martínez University of León, SpainJavier Alfonso Cendón University of León, SpainJavier Areitio University of Deusto, SpainJavier Sánchez-Monedero Universidad Loyola Andalucía, SpainJesús Díaz-Verdejo University of Granada, SpainJoan Borrell Universitat Autònoma de Barcelona, SpainJoaquín Barreiro García University of León, SpainJose A. Onieva University of Malaga, SpainJose Daniel Britos Universidad Nacional de Córdoba, ArgentinaJose Luis Calvo-Rolle University of A Coruña, SpainJose Luis Imana Complutense University of Madrid, SpainJosé Luis Casteleiro-Roca University of Coruña, SpainJose M. Molina University Carlos III of Madrid, SpainJosep Ferrer Universitat de les Illes Balears, SpainJuan Jesús Barbarán University of Granada, SpainJuan Pedro Hecht University of Buenos Aires, ArgentinaLaura Fernández-Robles University of León, Spain

xiv CISIS 2017

Leocadio G. Casado University of Almeria, SpainLidia Sánchez University of León, SpainLuís Panizo Universidad de León, SpainLuís Hernández Encinas CSIC, SpainLuís Enrique Sanchez Crespo University of the Armed Forces (ESPE-L),

EcuadorManuel Graña University of Basque Country, SpainMaria Fernandez Raga Universidad de León, SpainMaria Raga University of León, SpainMichal Choras ITTI Ltd., PolandMiguel Carriegos RIASC, SpainMiguel Ángel Conde University of León, SpainPino Caballero-Gil University of La Laguna, SpainRafael Alvarez University of Alicante, SpainRafael Corchuelo University of Seville, SpainRaquel Redondo University of Burgos, SpainRaúl Durán University of Alcalá, SpainRobert Burduk Wroclaw University of Technology, PolandRoman Senkerik TBU in Zlin, Czech RepublicSalvador Alcaraz Miguel Hernandez University, SpainSorin Stratulat Université de Lorraine, FranceTomasz Kajdanowicz Wroclaw University of Technology, PolandManuel Castejon Limas University of León, SpainUrko Zurutuza Mondragon University, SpainVicente Matellán University of León, SpainWenjian Luo University of Science and Technology of China,

ChinaZuzana Kominkova

OplatkovaTomas Bata University in Zlin, Czech Republic

CISIS 2017 Organizing Committee




CISIS 2017 xv

ICEUTE 2017

Organization

General Chairs




Program Committee

Emilio Corchado (Co-chair) University of Salamanca, SpainHilde Pérez García (Co-chair) University of León, SpainCarmen Benavides University of León, SpainDavid Alvarez León University of León, SpainEduardo Solteiro Pires UTAD University, PortugalEmilio Corchado University of Salamanca, SpainGabriel Medina Universidad de León, SpainHector Alaiz Moreton University of León, SpainHéctor Quintián University of A Coruña, SpainHilde Pérez García University of León, SpainInmaculada González University of León, SpainIsaias Garcia University of León, Spain

xvii

Ivan Ubero Martinez University of León, SpainJavier Alfonso University of León, SpainJoaquín Barreiro García University of León, SpainJose Manuel López-Guede Basque Country University, SpainLaura Fernández-Robles University of León, SpainLidia Sánchez University of León, SpainLuis Panizo University of León, SpainManuel Graña University of Basque Country, SpainMaria Raga University of León, SpainMiguel Carriegos RIASC, SpainMiguel Ángel Conde University of León, SpainPaulo Moura Oliveira UTAD University, PortugalPaulo Novais University of Minho, PortugalPilar Martinez UPV/EHU, SpainRamon Fernandez University of León, SpainRaquel Redondo University of Burgos, SpainManuel Castejon Limas University of León, SpainVicente Matellan University of León, Spain

ICEUTE 2017 Organizing Committee




xviii ICEUTE 2017

Logos

ICEUTE 2017 xix

Contents

SOCO 2017: Genetic and Evolutionary Algorithms

Learning Bayesian Network to Predict Group Emotionin Kindergarten by Evolutionary Computation . . . . . . . . . . . . . . . . . . . . 3Seul-Gi Choi and Sung-Bae Cho

Dynamic Resources Configuration for Coevolutionary Schedulingof Scientific Workflows in Cloud Environment . . . . . . . . . . . . . . . . . . . . . 13Alexander A. Visheratin, Mikhail Melnik, and Denis Nasonov

Computation of Berge-Zhukovskii Equilibrium in Discrete TimeDynamic Games . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24Noémi Gaskó, Mihai Alexandru Suciu, and Rodica Ioana Lung

Applying Genetic Algorithms in Chemical Engineeringfor Determining Zeolite Structures . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 34Xuehua Liu, Estefania Argente, Soledad Valero, and German Sastre

SOCO 2017: Fuzzy Logic

Health Assessment of Automotive Batteries Through ComputationalIntelligence-Based Soft Sensors: An Empirical Study. . . . . . . . . . . . . . . . 47Eva Almansa, David Anseán, Inés Couso, and Luciano Sánchez

Intelligent Decision System Based on Fuzzy Logic Expert Systemto Improve Plastic Injection Molding Process . . . . . . . . . . . . . . . . . . . . . . 57M.L. Chaves, J.J. Márquez, H. Pérez, L. Sánchez, and A. Vizan

Acquisition and Fuzzy Processing of Physiological Signals to ObtainHuman Stress Level Using Low Cost Portable Hardware . . . . . . . . . . . . 68Unai Zalabarria, Eloy Irigoyen, Raquel Martínez, and Javier Arechalde

xxi

A Fuzzy Ordered Weighted Averaging Approach to Rerosteringin Nurse Scheduling Problem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 79Svetlana Simić, Dragan Simić, Dragana Milutinović, Jovanka Đorđević,and Svetislav D. Simić

SOCO 2017: Energy Efficiency

Optimization of Wind Power Producer Participation in ElectricityMarkets with Energy Storage in a Way of Energy 4.0 . . . . . . . . . . . . . . 91Isaias L.R. Gomes, Hugo M.I. Pousinho, Rui Melício,and Victor M.F. Mendes

Gas Consumption Prediction Based on Artificial Neural Networksfor Residential Sectors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 102Alain Porto and Eloy Irigoyen

Bioclimatic House Heat Exchanger Behavior Prediction with TimeSeries Modeling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 112Bruno Baruque, Esteban Jove, José Luis Casteleiro-Roca, Santiago Porras,José Luis Calvo-Rolle, and Emilio Corchado

Optimization with the Evolution Strategy by Exampleof Electrical-Discharge Drilling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 125Jan Streckenbach, Ivan Santibáñez Koref, Ingo Rechenberg,and Eckart Uhlmann

SOCO 2017: Soft Computing Applications

Detection of Cardiac Arrhythmias Through Singular SpectrumAnalysis of a Time-Distorted EGM Signal . . . . . . . . . . . . . . . . . . . . . . . . 137Jesús Fernández, Julián Velasco, and Luciano Sánchez

An Approach to Location Extraction from Russian OnlineSocial Networks: Road Accidents Use Case . . . . . . . . . . . . . . . . . . . . . . . 147Timur Fatkulin, Nikolay Butakov, Bakhruz Dzhafarov, Maxim Petrov,and Daniil Voloshin

Intelligent Maintenance for Industrial Processes, a Case Studyon Cold Stamping . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 157Fernando Boto, Zigor Lizuain, and Alberto Jimenez Cortadi

Attempts Prediction by Missing Data Imputationin Engineering Degree . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 167Esteban Jove, Patricia Blanco-Rodríguez, José Luis Casteleiro-Roca,Javier Moreno-Arboleda, José Antonio López-Vázquez,Francisco Javier de Cos Juez, and José Luis Calvo-Rolle

xxii Contents

SOCO 2017: Data Mining and Optimization

Forecasting Freight Inspection Volume Using BayesianRegularization Artificial Neural Networks:An Aggregation-Disaggregation Procedure . . . . . . . . . . . . . . . . . . . . . . . . 179Juan Jesús Ruiz-Aguilar, José Antonio Moscoso-López, Ignacio Turias,and Javier González-Enrique

Combining Stream Mining and Neural Networks for ShortTerm Delay Prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 188Maciej Grzenda, Karolina Kwasiborska, and Tomasz Zaremba

Techniques and Utilities to Improve the Design, Developmentand Debugging of Multiagent Applications with Agile Principles . . . . . . 198Francisco J. Aguayo, Isaías García, Héctor Alaiz-Moretón,and Carmen Benavides

About Nash Equilibrium, Modularity Optimization, and NetworkCommunity Structure Detection. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 209Rodica Ioana Lung, Mihai Alexandru Suciu, and Noémi Gaskó

Design and Implementation of a Vision System on an InnovativeSingle Point Micro-machining Device for Tool Tip Localization . . . . . . . 219Luis López-Estrada, Marcelo Fajardo-Pruna, Lidia Sánchez-González,Hilde Pérez, and Antonio Vizán

New Application of 3D VFH Descriptors in ArchaeologicalCategorization: A Case Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 229José Santamaría, Enrique Bermejo, Carlos Enríquez, Sergio Damas,and Óscar Cordón

Spanish Patent Landscape 2013–2016 . . . . . . . . . . . . . . . . . . . . . . . . . . . . 237Andrea Vázquez-Ingelmo, Ana-Belén Gil-González,Angel-Luis Blanco-Mateos, Fernando De la Prieta,and Ana de Luis-Reboredo

Instability Detection on a Radial Turning Process for Superalloys . . . . . 247Alberto Jimenez Cortadi, Fernando Boto, Itziar Irigoien, Basilio Sierra,and Alfredo Suarez

SOCO 2017: MACHINE LEARNING

PAELLA as a Booster in Weighted Regression . . . . . . . . . . . . . . . . . . . . 259Manuel Castejón-Limas, Hector Alaiz-Moreton, Laura Fernández-Robles,Javier Alfonso-Cendón, Camino Fernández-Llamas,Lidia Sánchez-González, and Hilde Pérez

A Data-Driven Approach to Dialog Structure Modeling . . . . . . . . . . . . . 266David Griol, Araceli Sanchis, and José Manuel Molina

Contents xxiii

Inception and Specification of What-If Scenarios Using OLAPUsage Preferences . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 276Mariana Carvalho and Orlando Belo

Analysing the Effect of Recent Anti-pollution Policies in MadridCity Through Soft-Computing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 286Ángel Arroyo, Verónica Tricio, Álvaro Herrero, and Emilio Corchado

SOCO 2017: Soft Computing Methods in Manufacturing andManagement Systems

An Activity-Oriented Petri Net Simulation Approach for Optimizationof Dispatching Rules for Job Shop Transient Scheduling . . . . . . . . . . . . 299Damian Krenczyk, Reggie Davidrajuh, and Bozena Skolud

MAC Approach Concept for Virtual ManufacturingNetworks Generating . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 310Aleksander Gwiazda, Magłorzata Olender, Agnieszka Sękala,and Damian Kręczyk

Ecodesign of Technological Processes with the Use of DecisionTrees Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 318Izabela Rojek, Ewa Dostatni, and Adam Hamrol

Modular Petri Net Models of Communicating Agents . . . . . . . . . . . . . . . 328Reggie Davidrajuh

Methodology Supporting the Planning of Machining Allowancesin the Wood Industry . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 338Agnieszka Kujawińska, Magdalena Diering, Krzysztof Żywicki,Michał Rogalewicz, Adam Hamrol, Piotr Hoffmann,and Marek Konstańczak

Stochastic Scheduling of Production Orders Under Uncertainty . . . . . . . 348Iwona Lapunka, Iwona Pisz, and Piotr Wittbrodt

SOCO 2017: Artificial Intelligence and Machine Learning Appliedto Health Sciences

Outcome Prediction for Salivary Gland Cancer Using MultivariateAdaptative Regression Splines (MARS) and Self-OrganizingMaps (SOM) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 361Paloma Lequerica-Fernández, Ignacio Peña, Fernando Sánchez Lasheras,Francisco Javier Iglesias Rodrigez, Carlos González Gutiérrez,and Juan Carlos De Vicente

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An Artificial Neural Network Model for the Prediction of Bruxismby Means of Occlusal Variables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 371Ángel Álvarez-Arenal, Héctor deLlanos-Lanchares,Elena Martin-Fernandez, Carlos González-Gutiérrez,Mario Mauvezin-Quevedo, and Francisco Javier de Cos Juez

Genetic Algorithm Based on Support Vector Machinesfor Computer Vision Syndrome Classification . . . . . . . . . . . . . . . . . . . . . 381Eva María Artime Ríos, María del Mar Seguí Crespo, Ana Suarez Sánchez,Sergio Luis Suárez Gómez, and Fernando Sánchez Lasheras

A Methodology for the Detection of Relevant Single NucleotidePolymorphism in Prostate Cancer by Means of MultivariateAdaptive Regression Splines and Backpropagation ArtificialNeural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 391Juan Enrique Sánchez Lasheras, Adonina Tardón,Guillermo González Tardón, Sergio Luis Suárez Gómez,Vicente Martín Sánchez, Carmen González Donquiles,and Francisco Javier de Cos Juez

A Multiregressive Approach for SNPs Identificationin Prostate Cancer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 400David Álvarez Gutiérrez, Fernando Sánchez Lasheras,Sergio Luis Suárez Gómez, Jesús Daniel Santos, Adonina Tardón,Guillermo González Tardón, Carmen González Donquiles,and Vicente Martín Sánchez

Comparison of the Periimplant Bone Stress Distribution on ThreeFixed Partial Supported Prosthesis Designs Under DifferentLoading. A 3D Finite Element Analysis. . . . . . . . . . . . . . . . . . . . . . . . . . . 410Héctor deLlanos-Lanchares, Ángel Alvarez-Arenal,Javier Bobes Bascaran, Carlos González-Gutiérrez,Ana Suarez Sanchez, and Francisco Blanco Álvarez

PoDA Algorithm: Predictive Pathways in Colorectal Cancer . . . . . . . . . 419Carmen Gonzalez-Donquiles, Fernando Sanchez-Lasheras,Jessica Alonso-Molero, Laura Vilorio-Marqués, Tania Fernandez-Villa,Guillermo González Tardón, Antonio José Molina, and Vicente Martin

Sparse Representation Based Anomalies Detectionin Electrocardiography Signals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 428Tomasz Andrysiak

A SMOTE Extension for Balancing Multivariate Epilepsy-RelatedTime Series Datasets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 439Enrique de la Cal, José R. Villar, Paula Vergara, Javier Sedano,and Álvaro Herrero

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Mining Temporal Causal Relations in Medical Texts. . . . . . . . . . . . . . . . 449Alejandro Sobrino, Cristina Puente, and José Ángel Olivas

A Machine Learning Based System for Analgesic Drug Delivery . . . . . . 461Jose M. Gonzalez-Cava, Rafael Arnay, Juan Albino Méndez Pérez,Ana León, María Martín, Esteban Jove-Perez, José Luis Calvo-Rolle,Jose Luis Casteleiro-Roca, and Francisco Javier de Cos Juez

Assessing Feature Selection Techniques for a Colorectal CancerPrediction Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 471Nahúm Cueto-López, Rocío Alaiz-Rodríguez, María Teresa García-Ordás,Carmen González-Donquiles, and Vicente Martín

Data Mining Techniques for the Estimation of Variablesin Health-Related Noisy Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 482Hector Alaiz-Moreton, Laura Fernández-Robles, Javier Alfonso-Cendón,Manuel Castejón-Limas, Lidia Sánchez-González, and Hilde Pérez

An Intelligent Model to Predict ANI in Patients UndergoingGeneral Anesthesia . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 492Esteban Jove, Jose M. Gonzalez-Cava, José Luis Casteleiro-Roca,Juan Albino Méndez Pérez, José Luis Calvo-Rolle,and Francisco Javier de Cos Juez

CISIS 2017: Mathematical Algorithms and Models

Coupling the PAELLA Algorithm to Predictive Models . . . . . . . . . . . . . 505Manuel Castejón-Limas, Hector Alaiz-Moreton, Laura Fernández-Robles,Javier Alfonso-Cendón, Camino Fernández-Llamas,Lidia Sánchez-González, and Hilde Pérez

Query Based Object Retrieval Using Neural Codes . . . . . . . . . . . . . . . . . 513Surajit Saikia, Eduardo Fidalgo, Enrique Alegre,and Laura Fernández-Robles

Parallel Performance of the Boundary Element Methodin Thermoelastic Contact Problems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 524Raquel González, Lidia Sánchez-González, José Vallepuga,and Iván Ubero

A New Simple Attack on a Wide Class of CryptographicSequence Generators. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 533Sara D. Cardell, Amparo Fúster-Sabater, and Li Bin

CISIS 2017: Infrastructure and Network Security

Adaptive Database Intrusion Detection Using EvolutionaryReinforcement Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 547Seul-Gi Choi and Sung-Bae Cho

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Learning Classifier Systems for Adaptive Learning of IntrusionDetection System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 557Chang Seok Lee and Sung Bae Cho

Time Series Forecasting Using Holt-Winters Model Appliedto Anomaly Detection in Network Traffic . . . . . . . . . . . . . . . . . . . . . . . . . 567Tomasz Andrysiak, Łukasz Saganowski, and Mirosław Maszewski

Software Defined Networking Opportunities for Intelligent SecurityEnhancement of Industrial Control Systems . . . . . . . . . . . . . . . . . . . . . . . 577Markel Sainz, Mikel Iturbe, Iñaki Garitano, and Urko Zurutuza

CISIS 2017: Applications of Intelligent Methods for Security

Empirical Study to Fingerprint Public Malware Analysis Services . . . . . 589Álvaro Botas, Ricardo J. Rodríguez, Vicente Matellán, and Juan F. García

Illegal Activity Categorisation in DarkNet Based on ImageClassification Using CREIC Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 600Eduardo Fidalgo, Enrique Alegre, Victor González-Castro,and Laura Fernández-Robles

AES-CTR as a Password-Hashing Function . . . . . . . . . . . . . . . . . . . . . . . 610Rafael Álvarez-Sánchez, Alicia Andrade-Bazurto, Ivan Santos-González,and Antonio Zamora-Gómez

FAST: A High-Performance Architecture for Heterogeneous BigData Forensics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 618Ciprian Pungila and Viorel Negru

CISIS 2017: Identification, Simulation and Prevention of Securityand Privacy Threats in Modern Communication Networks

New Approaches of Epidemic Models to Simulate MalwarePropagation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 631Jose Diamantino Hernández Guillén, Ángel Martín del Rey,and Luis Hernández Encinas

A SEIR Model for Computer Virus Spreading Basedon Cellular Automata . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 641Farrah Kristel Batista, Ángel Martín del Rey, Santiago Quintero-Bonilla,and Araceli Queiruga-Dios

A Proposal for Using a Cryptographic National Identity Cardin Social Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 651Víctor Gayoso Martínez, Luis Hernández Encinas, Agustin Martín Muñoz,and Raúl Durán Díaz

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A Parameter-Free Method for the Detection of Web Attacks . . . . . . . . . 661Gonzalo de la Torre-Abaitua, Luis F. Lago-Fernández, and David Arroyo

A Review of Cryptographically Secure PRNGs in Constrained Devicesfor the IoT . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 672Amalia Beatriz Orúe, Luis Hernández Encinas, Veronica Fernández,and Fausto Montoya

Encrypted Cloud: A Software Solution for the Secure Useof Free-Access Cloud Storage Services . . . . . . . . . . . . . . . . . . . . . . . . . . . 683Alejandro Sanchez-Gomez, Jesus Diaz, and David Arroyo

ICEUTE 2017

A Proposal to Integrate Conversational Interfaces in MobileLearning Applications. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 695David Griol, Araceli Sanchis, and José Manuel Molina

Developing Cooperative Evaluation Methodologiesin Higher Education . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 706Enrique Domínguez and Ezequiel López-Rubio

Assessment of the Recent Postgraduates in Cybersecurityon Barriers and Required Skills for Their Early Career . . . . . . . . . . . . . 712Raquel Poy and Miguel Carriegos

Analysis of Professional Ethics in EngineeringUndergraduate Degrees . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 720Marián Queiruga Dios, Juan José Bullón Pérez, Araceli Queiruga-Dios,Ascensión Hernández Encinas, and Angélica González Arrieta

PID-ITS: An Intelligent Tutoring System for PID TuningLearning Process . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 726Esteban Jove, Héctor Alaiz-Moretón, Isaías García-Rodríguez,Carmen Benavides-Cuellar, José Luis Casteleiro-Roca,and José Luis Calvo-Rolle

Teaching Project Management to Multicultural Students:A Case Study at Universities of León and Xiangtan . . . . . . . . . . . . . . . . 736Laura Fernández-Robles, Manuel Castejón-Limas, Javier Alfonso-Cendón,and Gabriel Medina

Analysis of the Online Interactions of Students in the ProjectManagement Learning Process . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 743Rubén Olarte-Valentín, Rodolfo Múgica-Vidal, Elisa Sainz-García,Fernando Alba-Elías, and Laura Fernández-Robles

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A Virtual Learning Environment to Support ProjectManagement Teaching . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 751Ana González-Marcos, Rubén Olarte-Valentín, Elisa Sainz-García,Rodolfo Múgica-Vidal, and Manuel Castejón-Limas

Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 761

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Documents

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