Communications in Computer and Information Science 885

Commenced Publication in 2007 Founding and Former Series Editors: Phoebe Chen, Alfredo Cuzzocrea, Xiaoyong Du, Orhun Kara, Ting Liu, Dominik Ślęzak, and Xiaokang Yang

Editorial Board Simone Diniz Junqueira Barbosa Pontifical Catholic University of Rio de Janeiro (PUC-Rio), Rio de Janeiro, Brazil Joaquim Filipe Polytechnic Institute of Setúbal, Setúbal, Portugal Igor Kotenko St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences, St. Petersburg, Russia Krishna M. Sivalingam Indian Institute of Technology Madras, Chennai, India Takashi Washio Osaka University, Osaka, Japan Junsong Yuan University at Buffalo, The State University of New York, Buffalo, USA Lizhu Zhou Tsinghua University, Beijing, China More information about this series at http://www.springer.com/series/7899 Jairo E. Serrano C. Juan Carlos Martínez-Santos (Eds.)

Advances in Computing 13th Colombian Conference, CCC 2018 Cartagena, Colombia, September 26–28, 2018 Proceedings

123 Editors Jairo E. Serrano C. Juan Carlos Martínez-Santos Universidad Tecnológica de Bolívar Universidad Tecnológica de Bolívar Cartagena Cartagena Colombia Colombia

ISSN 1865-0929 ISSN 1865-0937 (electronic) Communications in Computer and Information Science ISBN 978-3-319-98997-6 ISBN 978-3-319-98998-3 (eBook) https://doi.org/10.1007/978-3-319-98998-3

Library of Congress Control Number: 2018950845

© Springer Nature Switzerland AG 2018 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of 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 transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the 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 this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland Preface

The Colombian Conference on Computing (CCC) is an annual gathering organized by the Colombian Computer Society. It aims to promote and strengthen the Colombian community in computer science, bringing together researchers, students, and practi- tioners, both national and international. The Colombian Computer Society has organized this conference since 2005 in Cali, which has been held in successive editions in Bogotá (2007), Medellín (2008), Bucaramanga (2010), Manizales (2011), Medellín (2012), Armenia (2013), Pereira (2014), Bogotá (2015), Popayán (2016), and Cali (2017). The 13th Colombian Con- ference on Computing was held in Cartagena de Indias again, its city of birth, during September 26–28, 2018. The conference was attended by national and international researchers. This year the conference was organized by the Colombian Computer Society and the Universidad Tecnológica de Bolívar. This conference was an opportunity to discuss and exchange ideas about computing techniques, methodologies, and tools, among others, with a multidisciplinary approach, strengthening the synergies between researchers, profes- sionals, and companies related to the topics of interest of the conference. The conference covers the following areas: • Information and knowledge management • Software engineering and IT architectures • Educational informatics • Intelligent systems and robotics • Human–computer interaction • Distributed systems and large-scale architectures • Image processing, computer vision, and multimedia • Security of information • Formal methods, computational logic, and theory of computation The conference allowed the presentation of research papers with (a) a significant contribution to knowledge or (b) innovative experiences in the different areas of computing. This conference included plenary lectures, discussion forums, tutorials, and a symposium for master and doctoral students. All paper submissions were reviewed by two experts. Authors removed personal details, the acknowledgments section, and any reference that may disclose the authors’ identity. We received 194 submissions, of which 36 were accepted as full papers. National and international reviewers participated in the review process. The EasyChair system was used for the management and review of submissions. Our sincere thanks go to all the Technical Program Committee members and authors who submitted papers to the 13th CCC and to all speakers and participants.

July 2018 Jairo E. Serrano C. Juan Carlos Martínez-Santos Organization

Conference Chairs

Juan Carlos Universidad Tecnológica de Bolívar, Colombia Martínez-Santos Jairo Serrano Castañeda Universidad Tecnológica de Bolívar, Colombia

Program Committee

Mauricio Alba Universidad Autónoma de Manizales, Colombia Luis Fernando Castro Universidad del Quindio, Colombia César Collazos Universidad del Cauca, Colombia Toni Granollers Universidad de Lleida, Spain Leonardo Flórez Pontificia Universidad Javeriana de Bogotá, Colombia María Patricia Trujillo Universidad del Valle, Colombia Nestor Duque Universidad Nacional de Colombia, Colombia Iván Cabezas Universidad de San Buenaventura, Colombia Carlos HernánGómez Universidad de Caldas, Colombia Harold Castro Universidad de los Andes, Colombia

Colombian Computer Society (SCO2)

Enrique González María Clara Gómez Yenny Alexandra Méndez Alegría Iván M. Cabezas T. Juan Carlos Martinez Andrés Solano Jorge IvánRíos Patiño

Technical Program Committee

Gerardo M. Sarria M. Pontificia Universidad Javeriana Cali, Colombia Néstor Darío Duque Universidad Nacional de Colombia, Colombia Méndez Silvana Aciar Instituto de Informática, Universidad Nacional de San Juan, Argentina Maria Villegas Universidad del Quindío, Colombia Hector Florez Universidad Distrital Francisco Jose de Caldas, Colombia VIII Organization

Fabio Martinez Carrillo Bioingenium Research Group, National University of Colombia, Colombia Paula Lago Uniandes, Colombia Francisco Alvarez Universidad Autonoma de Aguascalientes, Mexico Mauricio Alba-Castro Universidad Autonoma de Manizales UAM, Colombia Sonia Contreras Ortiz Universidad Tecnológica de Bolívar, Colombia Victor M. Gonzalez Instituto Tecnológico Autónomo de México, Mexico Edwin Puertas Universidad Tecnologica de Bolivar, Colombia Cristina Manresa-Yee University of the Balearic Islands, Spain Pablo Ruiz Unicomfacauca, Colombia Fabio González Universidad Nacional de Colombia, Colombia Luis Fernando Castro Rojas Universidad Nacional de Colombia - Universidad del Quindío, Colombia Harold Castro Communications and Information Technology Group (COMIT), Universidad de Los Andes, Colombia Helga Duarte Universidad Nacional de Colombia, Colombia Vanessa Agredo Delgado Unicauca, Colombia Jorge Villalobos University of los Andes, Colombia Andres Moreno University of los Andes, Colombia Philippe Palanque ICS-IRIT, University of Toulouse 3, France Pablo Torres-Carrion UTPL, Ecuador Patricia Paderewski University of Granada, Spain Juan Pavón Universidad Complutense de Madrid, Spain José Antonio Macías Universidad Autónoma de Madrid, Spain Iglesias Ana Isabel Molina Díaz University of Castilla-La Mancha, Spain Enrique González Pontificia Universidad Javeriana, Colombia Marta Rosecler Bez UFRGS, Brazil Ricardo Azambuja Silveira Universidade Federal de Santa Catarina, Brazil Ivan Cabezas Universidad de San Buenaventura, Colombia Alicia Mon Universidad Nacional de La Matanza, Argentina Carina Gonzalez Universidad de La Laguna, Spain Andrés Adolfo Navarro Pontificia Universidad Javeriana, Cali, Colombia Newball Olga Marino Universidad de los Andes, Colombia Jose Luis Villa Universidad Tecnológica de Bolívar, Colombia Gabriel Pedraza Universidad Industrial de Santander, Colombia Angela Carrillo-Ramos Pontificia Universidad Javeriana, Colombia Wilson Javier Sarmiento Universidad Militar Nueva Granada, Colombia Carlos Mario Zapata Universidad Nacional de Colombia, Colombia Jaramillo Daniela Quiñones Pontificia Universidad Católica de Valparaíso, Chile Yannis Dimitriadis University of Valladolid, Spain Jaime Muñoz-Arteaga Universidad Autónoma de Aguascalientes, Mexico Víctor Bucheli Universidad del Valle, Colombia Jaime Chavarriaga University of Los Andes, Colombia Organization IX

José Antonio Pow-Sang Pontificia Universidad Catolica del Peru, Peru Fernando De La Rosa R. Universidad de los Andes, Colombia Cristian Rusu Pontificia Universidad Catolica de Valparaiso, Chile Andrea Rueda Pontificia Universidad Javeriana, Colombia Leonardo Flórez-Valencia Pontificia Universidad Javeriana, Colombia Gisela T. de Clunie Universidad Tecnológica de Panamá, Panama Mario Alberto Moreno Universidad Tecnológica de la Mixteca, Mexico Rocha Jorge E. Camargo Universidad Antonio Nariño, Colombia Norha M. Villegas Universidad Icesi, Cali, Colombia, Omar S. Gómez Technical School of Chimborazo, Ecuador Claudia Roncancio Grenoble University, France Cesar Collazos Colombia Tiago Primo Federal University of Pelotas, Brazil Federico Botella UMH, Spain Maria Patricia Trujillo Universidad del Valle, Colombia Kyungmin Bae Pohang University of Science and Technology (POSTECH), South Korea William Caicedo Universidad Tecnológica de Bolívar, Colombia Lyda Peña Universidad Autonoma de Occidente, Colombia Artur Boronat University of Leicester Fáber Danilo Giraldo Colombia Velásquez Mauricio Ayala-Rincon Universidade de Brasilia, Brazil Andrés Sicard-Ramírez EAFIT University, Colombia Mayela Coto Universidad Nacional, Costa Rica Gustavo Isaza University of Caldas, Colombia Miguel Redondo University of Castilla-La Mancha, Spain Carlos Hernan Gomez Universidad de Caldas Mauricio Toro-Bermudez Universidad Eafit, Colombia Leandro Krug Wives Universidade Federal do Rio Grande do Sul (UFRGS), Brazil Hugo Jair Escalante INAOE Xabiel GarcíaPañeda Universidad de Oviedo, Spain Alfonso Infante Moro Universidad de Huelva, Spain Toni Granollers University of Lleida, Spain Luis Freddy Muñoz Fundacion Universitaria de Popayan, Colombia Sanabria Angela Villareal Universidad del Cauca, Colombia Juan Francisco Diaz Universidad del Valle, Colombia Leonardo Arturo Bautista Barcelona Supercomputing Center, Spain Gomez X Organization Contents

Physiological Signals Fusion Oriented to Diagnosis - A Review ...... 1 Y. F. Uribe, K. C. Alvarez-Uribe, D. H. Peluffo-Ordoñez, and M. A. Becerra

Optimized Artificial Neural Network System to Select an Exploration Algorithm for Robots on Bi-dimensional Grids ...... 16 Liesle Caballero, Mario Jojoa, and Winston Percybrooks

Comparative Analysis Between Embedded-Spaces-Based and Kernel-Based Approaches for Interactive Data Representation...... 28 C. K. Basante-Villota, C. M. Ortega-Castillo, D. F. Peña-Unigarro, J. E. Revelo-Fuelagán, J. A. Salazar-Castro, and D. H. Peluffo-Ordóñez

Solving Large Systems of Linear Equations on GPUs ...... 39 Tomás Felipe Llano-Ríos, Juan D. Ocampo-García, Johan Sebastián Yepes-Ríos, Francisco J. Correa-Zabala, and Christian Trefftz

Learning Analytics as a Tool for Visual Analysis in an Open Data Environment: A Higher Education Case...... 55 Johnny Salazar-Cardona, David Angarita-Garcia, and Jeferson Arango-López

Mathematical Model for Assigning an Optimal Frequency of Buses in an Integrated Transport System ...... 70 Juan Sebastián Mantilla Quintero and Juan Carlos Martínez Santos

Diatom Segmentation in Water Resources ...... 83 Jose Libreros, Gloria Bueno, Maria Trujillo, and Maria Ospina

Implementation of a Wormhole Attack on Wireless Sensor Networks with XBee S2C Devices ...... 98 Julian Ramirez Gómez, Héctor Fernando Vargas Montoya, and Alvaro Leon Henao

REAL-T: Time Modularization in Reactive Distributed Applications ...... 113 Luis Daniel Benavides Navarro, Camilo Pimienta, Mateo Sanabria, Daniel Díaz, Wilmer Garzón, Willson Melo, and Hugo Arboleda XII Contents

Odor Pleasantness Classification from Electroencephalographic Signals and Emotional States ...... 128 M. A. Becerra, E. Londoño-Delgado, S. M. Pelaez-Becerra, L. Serna-Guarín, A. E. Castro-Ospina, D. Marin-Castrillón, and D. H. Peluffo-Ordóñez

Exploration of Characterization and Classification Techniques for Movement Identification from EMG Signals: Preliminary Results ...... 139 A. Viveros-Melo, L. Lasso-Arciniegas, J. A. Salazar-Castro, D. H. Peluffo-Ordóñez, M. A. Becerra, A. E. Castro-Ospina, and E. J. Revelo-Fuelagán

An Automatic Approach to Generate Corpus in Spanish ...... 150 Edwin Puertas, Jorge Andres Alvarado-Valencia, Luis Gabriel Moreno-Sandoval, and Alexandra Pomares-Quimbaya

Comparing Graph Similarity Measures for Semantic Representations of Documents ...... 162 Rubén Manrique, Felipe Cueto-Ramirez, and Olga Mariño

Knowledge Graph-Based Teacher Support for Learning Material Authoring . . . 177 Christian Grévisse, Rubén Manrique, Olga Mariño, and Steffen Rothkugel

Building Alternative Methods for Aiding Language Skills Learning for the Hearing Impaired ...... 192 Paula A. Correa D., Juan P. Mejía P., Andrés M. Lenis L., Cristian A. Camargo G., and Andrés A. Navarro-Newball

A Training Algorithm to Reinforce Generic Competences in Higher Education Students ...... 201 Sara Muñoz, Oscar Bedoya, Edwin Gamboa, and María Trujillo

A Structure-from-Motion Pipeline for Topographic Reconstructions Using Unmanned Aerial Vehicles and Open Source Software ...... 213 Jhacson Meza, Andrés G. Marrugo, Enrique Sierra, Milton Guerrero, Jaime Meneses, and Lenny A. Romero

CREANDO – Platform for Game Experiences Base on Pervasive Narrative in Closed Spaces: An Educational Experience...... 226 Carlos C. Ceron Valdivieso, Jeferson Arango-López, Cesar A. Collazos, and Francisco Luis Gutiérrez Vela

Towards a Smart Farming Platform: From IoT-Based Crop Sensing to Data Analytics ...... 237 Héctor Cadavid, Wilmer Garzón, Alexander Pérez, GermánLópez, Cristian Mendivelso, and Carlos Ramírez Contents XIII

Instrumented Insole for Plantar Pressure Measurement in Sports ...... 252 Iván Echeverry-Mancera, William Bautista-Aguiar, Diego Florez-Quintero, Dayana Narvaez-Martinez, and Sonia H. Contreras-Ortiz

UP-VSE: A Unified Process - Based Lifecycle Model for Very Small Entities ...... 260 Jhon Alvarez and Julio Hurtado

Frame-Level Covariance Descriptor for Action Recognition ...... 276 Wilson Moreno, Gustavo Garzón, and Fabio Martínez

Prediction Model of Electricity Energy Demand for FCU in Colombia Based on Stacking and Text Mining Methods...... 291 Javier H. Velasco Castillo and Andrés M. Castillo

Access Control Application Based on the IMS Communication Framework . . . 301 Estefanía Figueroa-Buitrago and Fabio G. Guerrero

Positioning of the Cutting Tool of a CNC Type Milling Machine by Means of Digital Image Processing...... 312 Juan Camilo Londoño Lopera, Jhon Edison Goez Mora, and Edgar Mario Rico Mesa

Support Vector Machines for Semantic Relation Extraction in Spanish Language ...... 326 Jefferson Peña Torres, Raúl Gutierrez de Piñerez Reyes, and Víctor A. Bucheli

A Strategy Based on Technological Maps for the Identification of the State-of-the-Art Techniques in Software Development Projects: Virtual Judge Projects as a Case Study ...... 338 Carlos G. Hidalgo Suarez, Vıctor A. Bucheli, Felipe Restrepo-Calle, and Fabio A. Gonzalez

Making Decisions on the Student Quota Problem: A Case Study Using a MIP Model ...... 355 Robinson Duque, Víctor Bucheli, Jesús Alexander Aranda, and Juan Francisco Díaz

Towards On-Line Sign Language Recognition Using Cumulative SD-VLAD Descriptors...... 371 Jefferson Rodríguez and Fabio Martínez

Applying CRISP-DM in a KDD Process for the Analysis of Student Attrition ...... 386 Luis Fernando Castro R., Esperanza Espitia P., and Andrés Felipe Montilla XIV Contents

Fuzzy Logic Model for the Evaluation of Cognitive Training Through Videogames...... 402 Holman Bolivar, Sonia Rios, Karol Garcia, Sandra Castillo, and Cesar Díaz

Creating a Software Product Line of Mini-Games to Support Language Therapy...... 418 Luisa Rincón, Juan-C. Martínez, María C. Pabón, Javier Mogollón, and Alejandro Caballero

Segmentation and Detection of Vascular Bifurcations and Crossings in Retinal Images ...... 432 Maria Aguiar, Felipe Castano, and Maria Trujillo

Object-Oriented Mathematical Modeling for Estimating Electric Vehicle’s Range Using Modelica ...... 444 J. A. Dominguez-Jimenez and Javier Campillo

Addressing Motivation Issues in Physical Rehabilitation Treatments Using Exergames ...... 459 Ruiz Camilo, Gamboa Edwin, Cortes Andres, and Trujillo Maria

HoloEasy, A Web Application for Computer Generated Holograms...... 471 Alberto Patiño-Vanegas, Lenier Leonis Diaz-Pacheco, John Jairo Patiño-Vanegas, and Juan Carlos Martínez-Santos

Integrated Model AmI-IoT-DA for Care of Elderly People ...... 487 AndrésSánchez, Enrique González, and Luis Barreto

Intelligent Hybrid Approach for Computer-Aided Diagnosis of Mild Cognitive Impairment ...... 498 Juan Camilo Flórez, Santiago Murillo Rendón, Francia Restrepo de Mejía, Belarmino Segura Giraldo, and for The Alzheimer’sDisease Neuroimaging Initiative

Author Index ...... 513