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16th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2021)

  • Conference proceedings
  • © 2022

Overview

Editors:
  1. Hugo Sanjurjo González

    1. Faculty of Engineering, University of Deusto, Bilbao, Spain

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  2. Iker Pastor López

    1. Faculty of Engineering, University of Deusto, Bilbao, Spain

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  3. Pablo García Bringas

    1. Faculty of Engineering, University of Deusto, Bilbao, Spain

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  4. Héctor Quintián

    1. Department of Industrial Engineering, University of A Coruña, Ferrol, Spain

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  5. Emilio Corchado

    1. BISITE Research Group, University of Salamanca, Salamanca, Spain

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  • Includes the latest research on soft computing models in industrial and environmental applications
  • Offers outcomes of 16th International Conference on Soft Computing Models in Industrial Applications
  • Presents new applications of computational intelligence and soft computing

Part of the book series: Advances in Intelligent Systems and Computing (AISC, volume 1401)

Included in the following conference series:

Conference proceedings info: SOCO 2021.

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Table of contents (78 papers)

  1. Front Matter

    Pages i-xxiv
    Download chapter PDF

  2. Machine Learning

    1. Front Matter

      Pages 1-1
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    2. A Comparison of Techniques for Virtual Concept Drift Detection

      • Manuel L. González, Javier Sedano, Ángel M. García-Vico, José R. Villar
      Pages 3-13

    3. Dimensional Reduction on an Intelligent Model for Efficiency Improvement of Switching Modes Detection

      • Luis-Alfonso Fernandez-Serantes, José-Luis Casteleiro-Roca, Hubert Berger, Dragan Simić, José Luis Calvo-Rolle
      Pages 14-23

    4. Performance and Explainability of Reservoir Computing Models for Industrial Prognosis

      • Unai Armentia, Irantzu Barrio, Javier Del Ser
      Pages 24-36

    5. A Data-Driven Approach for Components Useful Life Estimation in Wind Turbines

      • Alejandro Zornoza Martínez, Jesus Martínez-Gómez, José A. Gámez
      Pages 37-47

    6. Towards Adaptive Gamification in Small Online Communities

      • Victor Sánchez-Anguix, Juan M. Alberola, Vicente Julián
      Pages 48-57

    7. LSTM vs CNN in Real Ship Trajectory Classification

      • Juan Pedro Llerena, Jesús García, José Manuel Molina
      Pages 58-67

    8. A Comparison of Learning Approaches to Dialogue Management in Conversational Systems

      • David Griol, Zoraida Callejas
      Pages 68-77

    9. Aspect-Based Sentiment Analysis in Drug Reviews Based on Hybrid Feature Learning

      • Asmaa Hashem Sweidan, Nashwa El-Bendary, Haytham Al-Feel
      Pages 78-87

  3. Smart Cities and IOT

    1. Front Matter

      Pages 89-89
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    2. Low-Cost Deep Learning-Based Prototype for Automatic Identification of Traffic Signs in Vehicles

      • Enol García González, José R. Villar, Enrique de la Cal
      Pages 91-100

    3. Visual Mining of Industrial Gas Turbines Sensor Data as an Industry 4.0 Application

      • Angel X. Astudillo Aguilar, Stefano Rosso, Karina Gibert, Alfredo Vellido
      Pages 101-111

    4. Visually Monitoring the Performance of a Component-Based Robot

      • Nuño Basurto, Carlos Cambra, Álvaro Herrero
      Pages 112-121

    5. Optimizing Communication Data Streams in Edge Computing Systems Using Bayesian Algorithms

      • Nerea Gómez Larrakoetxea, Borja Sanz Urquijo, Iker Pastor López, Jon García Barruetabeña, Pablo García Bringas
      Pages 122-131

  4. Temporal Data Analysis

    1. Front Matter

      Pages 133-133
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    2. Time Series Forecasting of Gold Prices with the Help of Its Decomposition and Multivariate Adaptive Regression Splines

      • Fernando Sánchez Lasheras, Paulino José García Nieto, Esperanza García-Gonzalo, Gregorio Fidalgo Valverde, Alicja Krzemień
      Pages 135-144

    3. Time Series Analysis for the COMEX Gold Spot Price Forecasting by Using NARX DE/SVR and DE/GPR Techniques

      • Esperanza García-Gonzalo, Paulino José García Nieto, Gregorio Fidalgo Valverde, Pedro Riesgo Fernández, Fernando Sánchez Lasheras
      Pages 145-154

    4. Data Mines in Real Estate Web Pages: Investigation of Changes in the Czech Real Estate Market Based on Elasticity and on Modified Price Volume Indicator

      • Alena Pozdílková, Jaroslav Marek
      Pages 155-164

  5. Soft Computing Applications

    1. Front Matter

      Pages 165-165
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  1. 16th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2021)

Keywords

About this book

This book of Advances in Intelligent and Soft Computing contains accepted papers presented at SOCO 2021 conference held in the beautiful and historic city of Bilbao (Spain), in September 2021.

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 through peer-review process, the 16th SOCO 2021 International Program Committee selected 78 papers which are published in these conference proceedings and represents an acceptance rate of 48%. In this relevant edition, a special emphasis is put on the organization of special sessions. Seven special sessions are organized related to relevant topics as follows: applications of machine learning in computer vision; soft computing applied to autonomous robots and renewable energy systems; optimization, modeling, and control by soft computing techniques (OMCS);  challenges and new approaches toward artificial intelligence deployments in real-world scenarios; time series forecasting in industrial and environmental applications (TSF); soft computing methods in manufacturing and management systems and applied machine learning.

The selection of papers was extremely rigorous in order to maintain the high quality of the conference, and we would like to thank the members of the program committees for their hard work in the reviewing process. This is a crucial process to the creation of a high standard conference, and the SOCO conference would not exist without their help.

Editors and Affiliations

  • Faculty of Engineering, University of Deusto, Bilbao, Spain

    Hugo Sanjurjo González, Iker Pastor López, Pablo García Bringas

  • Department of Industrial Engineering, University of A Coruña, Ferrol, Spain

    Héctor Quintián

  • BISITE Research Group, University of Salamanca, Salamanca, Spain

    Emilio Corchado

Bibliographic Information

  • Book Title: 16th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2021)

  • Editors: Hugo Sanjurjo González, Iker Pastor López, Pablo García Bringas, Héctor Quintián, Emilio Corchado

  • Series Title: Advances in Intelligent Systems and Computing

  • DOI: https://doi.org/10.1007/978-3-030-87869-6

  • Publisher: Springer Cham

  • eBook Packages: Intelligent Technologies and Robotics, Intelligent Technologies and Robotics (R0)

  • Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2022

  • Softcover ISBN: 978-3-030-87868-9Published: 23 September 2021

  • eBook ISBN: 978-3-030-87869-6Published: 22 September 2021

  • Series ISSN: 2194-5357

  • Series E-ISSN: 2194-5365

  • Edition Number: 1

  • Number of Pages: XXIV, 832

  • Number of Illustrations: 69 b/w illustrations, 239 illustrations in colour

  • Topics: Computational Intelligence, Industrial and Production Engineering

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