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18th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2023)

Salamanca, Spain, September 5–7, 2023, Proceedings, Volume 1

  • Conference proceedings
  • © 2023

Overview

Editors:
  1. Pablo García Bringas

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

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  2. Hilde Pérez García

    1. School of Industrial, Computer, University of Leon, León, Spain

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  3. Francisco Javier Martínez de Pisón

    1. Department of Mechanical Engineering, University of La Rioja, Logroño, Spain

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  4. Francisco Martínez Álvarez

    1. Data Science and Big Data Lab, Pablo de Olavide University, Seville, Spain

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  5. Alicia Troncoso Lora

    1. Data Science and Big Data Lab, Pablo de Olavide University, Seville, Spain

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  6. Álvaro Herrero

    1. Applied Computational Intelligence, University of Burgos, Burgos, Spain

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  7. José Luis Calvo Rolle

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

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  8. Héctor Quintián

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

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  9. Emilio Corchado

    1. Faculty of Science, University of Salamanca, Salamanca, Spain

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  • Includes the latest research on soft computing models in industrial and environmental applications
  • Provides outcomes of 18th International Conference on Soft Computing Models in Industrial and Environmental Applications
  • Presents new applications of computational intelligence and soft computing

Part of the book series: Lecture Notes in Networks and Systems (LNNS, volume 749)

Included in the following conference series:

Conference proceedings info: SOCO 2023.

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Table of contents (27 papers)

  1. Front Matter

    Pages i-xviii
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  2. Deep Learning, Fuzzy Logic and Evolutionary Computation

    1. Front Matter

      Pages 1-1
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    2. Text Classification for Automatic Distribution of Review Notes in Movie Production

      • Diego Garcés, Matilde Santos, David Fernández-Llorca
      Pages 3-12

    3. Extended Rank-Based Ant Colony Optimization Algorithm for Traveling Salesman Problem

      • Sara Pérez-Carabaza, Akemi Gálvez, Andrés Iglesias
      Pages 13-23

    4. Multi-scale Neural Model for Tool-Narayanaswamy-Moynihan Model Parameter Extraction

      • Marek Pakosta, Petr Dolezel, Roman Svoboda, Bruno Baruque Zanón
      Pages 24-33

    5. Application of Fuzzy Logic to the Risk Assessment of Production Machines Failures

      • Dagmara Łapczyńska, Anna Burduk
      Pages 34-45

    6. First Approach of an Intelligent Automatic System for Aircraft Flap/Slat Positioning

      • Elías Plaza, Matilde Santos, Jesús Enrique Sierra-García
      Pages 46-55

    7. Fuzzy Aggregators in Practice: Meta-Model and Implementation

      • Paolo Fosci, Giuseppe Psaila
      Pages 56-68

  3. Machine Learning and Data Mining

    1. Front Matter

      Pages 69-69
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    2. Model-Based Design of the IMO-NMPC Strategy: Real-Time Implementation

      • Mikel Larrea, Eloy Irigoyen, Fernando Artaza, Vicente Gómez-Garay
      Pages 71-81

    3. Hyperspectral Technology for Oil Spills Detection by Using Artificial Neural Network Classifier

      • María Gema Carrasco-García, María Inmaculada Rodríguez-García, Javier González-Enrique, Paloma Rocío Cubillas-Fernández, Juan Jesús Ruiz-Aguilar, Ignacio José Turias-Domínguez
      Pages 82-91

    4. Neuron Characterization in Complex Cultures Using a Combined YOLO and U-Net Segmentation Approach

      • Paula Puerta, Berke Öztürk, Samad Barri Khojasteh, Víctor M. González, José R. Villar, Esther Serrano-Pertierra et al.
      Pages 92-101

    5. Effectiveness of Quantum Computing in Image Processing for Burr Detection

      • Santiago Merino-Bajo, Lidia Sánchez-González, Virginia Riego, Vicente Matellán
      Pages 102-111

    6. Categorization of CoAP DoS Attack Based on One-Class Boundary Methods

      • Míriam Timiraos, Álvaro Michelena, Antonio Díaz-Longueira, Esteban Jove, Jose Aveleira-Mata, Isaías García-Rodiguez et al.
      Pages 112-121

    7. TinyNARM: Simplifying Numerical Association Rule Mining for Running on Microcontrollers

      • Iztok Fister Jr., Iztok Fister, Akemi Galvez, Andres Iglesias
      Pages 122-131

    8. Fault Detection in Biological Methanation Process Using Machine Learning: A Comparative Study of Different Algorithms

      • Juan C. Acosta-Pavas, David Griol, Zoraida Callejas, David Camilo Corrales, Carlos E. Robles-Rodríguez, Jérôme Morchain et al.
      Pages 132-142

  4. Soft Computing Applications

    1. Front Matter

      Pages 143-143
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    2. Comparative Study of Regression Models Applied to the Prediction of Energy Generated by a Micro Wind Turbine

      • Antonio Díaz-Longueira, Míriam Timiraos, Álvaro Michelena, Francisco Zayas-Gato, José-Luis Casteleiro-Roca, Esteban Jove et al.
      Pages 145-154

    3. Comparative Study of Wastewater Treatment Plant Feature Selection for COD Prediction

      • Míriam Timiraos, Antonio Díaz-Longueira, Álvaro Michelena, Francisco Zayas-Gato, José-Luis Casteleiro-Roca, Esteban Jove et al.
      Pages 155-164

    4. Machine Learning Based System for Detecting Battery State-of-Health

      • Álvaro Michelena, Antonio Díaz-Longueira, Míriam Timiraos, Francisco Zayas-Gato, Héctor Quintián, Natalia Prieto Fernández et al.
      Pages 165-173
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Other volumes

  1. 18th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2023)

  2. 18th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2023)

Keywords

About this book

This book of Advances in Intelligent and Soft Computing contains accepted papers presented at SOCO 2023 conference held in the beautiful and historic city of Salamanca (Spain) in September 2023.

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 18th SOCO 2023 International Program Committee selected 61 papers which are published in these conference proceedings and represents 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 to relevant topics such as: Time Series Forecasting in Industrial and Environmental Applications, Technological Foundations and Advanced Applications of Drone Systems, Soft Computing Methods in Manufacturing and Management Systems, Efficiency and Explainability in Machine Learning and Soft Computing, Machine Learning and Computer Vision in Industry 4.0, Genetic and Evolutionary Computation in Real World and Industry, and Soft Computing and Hard Computing for a Data Science Process Model.

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 their hard work during the reviewing process. This is a crucial process for creating a high-standard conference; the SOCO conference would not exist without their help.

Editors and Affiliations

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

    Pablo García Bringas

  • School of Industrial, Computer, University of Leon, León, Spain

    Hilde Pérez García

  • Department of Mechanical Engineering, University of La Rioja, Logroño, Spain

    Francisco Javier Martínez de Pisón

  • Data Science and Big Data Lab, Pablo de Olavide University, Seville, Spain

    Francisco Martínez Álvarez, Alicia Troncoso Lora

  • Applied Computational Intelligence, University of Burgos, Burgos, Spain

    Álvaro Herrero

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

    José Luis Calvo Rolle, Héctor Quintián

  • Faculty of Science, University of Salamanca, Salamanca, Spain

    Emilio Corchado

Bibliographic Information

  • Book Title: 18th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2023)

  • Book Subtitle: Salamanca, Spain, September 5–7, 2023, Proceedings, Volume 1

  • Editors: Pablo García Bringas, Hilde Pérez García, Francisco Javier Martínez de Pisón, Francisco Martínez Álvarez, Alicia Troncoso Lora, Álvaro Herrero, José Luis Calvo Rolle, Héctor Quintián, … Emilio Corchado

  • Series Title: Lecture Notes in Networks and Systems

  • DOI: https://doi.org/10.1007/978-3-031-42529-5

  • 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 2023

  • Softcover ISBN: 978-3-031-42528-8Published: 31 August 2023

  • eBook ISBN: 978-3-031-42529-5Published: 30 August 2023

  • Series ISSN: 2367-3370

  • Series E-ISSN: 2367-3389

  • Edition Number: 1

  • Number of Pages: XVIII, 292

  • Number of Illustrations: 20 b/w illustrations, 83 illustrations in colour

  • Topics: Computational Intelligence, Industrial and Production Engineering

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