Hybrid Intelligent Systems Based on Extensions of Fuzzy Logic, Neural Networks and Metaheuristics 9783031289996, 9783031289989
In this book, recent theoretical developments on fuzzy logic, neural networks and optimization algorithms, as well as th
225 116 81MB
English Pages 489 Year 2023
- Author / Uploaded
- Oscar Castillo
- Patricia Melin
Table of contents :
Contents
Neural Networks
A Decision-Making Approach Based on Multiple Neural Networks for Clustering and Prediction of Time Series
Martha Ramirez and Patricia Melin
Approximation of Physicochemical Properties Based on a Message Passing Neural Network Approach
Leonardo Velazquez-Ruiz, Graciela Ramirez-Alonso, Fernando Gaxiola, Javier Camarillo-Cisneros, Daniel Espinobarro and Alain Manzo-Martinez
Convolutional Neural Networks for Multiclass Classification of Masks
Alexis Campos, Patricia Melin and Daniela Sánchez
Quanvolutional Neural Network Applied to MNIST
Daniel Alejandro Lopez, Oscar Montiel, Miguel Lopez-Montiel, Moisés Sánchez-Adame and Oscar Castillo
Traffic Sign Recognition Using Fuzzy Preprocessing and Deep Neural Networks
Cesar Torres, Claudia I. Gonzalez and Gabriela E. Martinez
Optimization
Fuzzy Dynamic Adaptation of an Artificial Fish Swarm Algorithm for the Optimization of Benchmark Functions
Leticia Amador-Angulo, Patricia Ochoa, Cinthia Peraza and Oscar Castillo
Particle Swarm Optimization Algorithm with Improved Opposition-Based Learning (IOBL-PSO) to Solve Continuous Problems
Miguel Á. García-Morales, Héctor J. Fraire-Huacuja, José A. Brambila-Hernández, Juan Frausto-Solís, Laura Cruz-Reyes, Claudia G. Gómez-Santillán and Juan M. Carpio-Valadez
Study on the Effect of Chaotic Maps in the Formation of New Universes in the Multiverse Optimizer Algorithm
Lucio Amézquita, Oscar Castillo, José Soria and Prometeo Cortes-Antonio
Performance Comparative of Surrogate Models as Fitness Functions for Metaheuristic Algorithms
David Bolaños-Rojas, Jorge A. Soria-Alcaraz, Andrés Espinal and Marco A. Sotelo-Figueroa
A New Continuous Mycorrhiza Optimization Nature-Inspired Algorithm
Hector Carreon-Ortiz, Fevrier Valdez and Oscar Castillo
Optimal Tuning of an Active Disturbance Rejection Controller Using a Particle Swarm Optimization Algorithm
Olga L. Jiménez Morales, Diego Tristán Rodríguez, Rubén Garrido and Efrén Mezura-Montes
Fuzzy Logic
Optimization of Fuzzy Controllers Using Distributed Bioinspired Methods with Random Parameters
Alejandra Mancilla, Oscar Castillo and Mario García-Valdez
Application of Compensatory Fuzzy Logic in Diabetes Problem Using Pima-Indians Dataset
José Fernando Padrón-Tristán, Laura Cruz-Reyes, Rafael A. Espin-Andrade, Claudia Guadalupe Gómez Santillán and Carlos Eric Llorente-Peralta
Comparison of the Effect of Parameter Adaptation in Bio-inspired CS Algorithm Using Type-2 Fuzzy Logic
Maribel Guerrero, Fevrier Valdez and Oscar Castillo
Interpretability of an Archimedean Compensatory Fuzzy Logic in Data Analytics: Some Case Studies
Carlos Eric Llorente-Peralta, Laura Cruz-Reyes, Rafael Alejandro Espín-Andrade and José Fernando Padron-Tristan
A New Selection and Class Prediction Using Type-1 Fuzzy Logic Applied to a Convolutional Neural Network
Yutzil Poma and Patricia Melin
Relaxed Differential Evolution Algorithm
Prometeo Cortés-Antonio, Arturo Téllez-Velázquez, Raúl Cruz-Barbosa and Oscar Castillo
Optimization: Theory and Applications
Automatic Characterization of Time Series Using Metaheuristic Algorithms for Epidemics Spread Analysis
Valentín Calzada-Ledesma and Andrés Espinal
Comparative Study of Heuristics for the One-Dimensional Bin Packing Problem
Jessica González-San-Martín, Laura Cruz-Reyes, Claudia Gómez-Santillán, Héctor Fraire, Nelson Rangel-Valdez, Bernabé Dorronsoro and Marcela Quiroz-Castellanos
Experimental Evaluation of Adaptive Operators Selection Methods for the Dynamic Multiobjective Evolutionary Algorithm Based on Decomposition (DMOEA/D)
José A. Brambila-Hernández, Miguel Á. García-Morales, Héctor J. Fraire-Huacuja, Armando Becerra del Angel, Eduardo Villegas-Huerta and Ricardo Carbajal-López
Automated Machine Learning to Improve Stock-Market Forecasting Using PSO and LSTM Networks
Francisco J. Pedroza-Castro, Alfonso Rojas-Domínguez and Martín Carpio
Evolutionary Gaussian-Gradient: A New Optimization Algorithm for the Electromechanical Design of Gravitational Batteries
Juan de Anda-Suárez, Felipe J. Flores-Calva, Daniel Jiménez-Mendoza and Germán Pérez-Zúñiga
A Comparison Between Selection Operators Heuristics of Perturbation in CSP
Lucero Ortiz-Aguilar, Hernández-Aguirre Yeovanna, M. Benitez, Sergio Rodriguez-Miranda and Fernando Mendoza-Vazquez
Hybrid Intelligent Systems
Trajectory Tracking Control of Wheeled Mobile Robots Using Neural Networks and Feedback Control Techniques
Victor D. Cruz, Jesus A. Rodriguez, Luis T. Aguilar and Roger Miranda Colorado
An Evolutionary Bilevel Optimization Approach for Neuroevolution
Rocío Salinas-Guerra, Jesús-Adolfo Mejía-Dios, Efrén Mezura-Montes and Aldo Márquez-Grajales
Recovering from Population Extinction in the Animal Life Cycle Algorithm (ALCA)
J. C. Felix-Saul and Mario Garcia Valdez
Multi-objective Optimization Through Coevolution and Outranking Methods with Uncertainty Management
Lorena Rosas-Solórzano, Claudia Gomez-Santillan, Nelson Rangel-Valdez, Eduardo Fernández, Laura Cruz-Reyes, Lucila Morales-Rodriguez and Hector Fraire-Huacuja
Experimental Proposal with Mallows Distribution Applied to the Mixed No-Idle Permutation Flowshop Scheduling Problem
E. M. Sánchez Márquez, M. Ornelas-Rodríguez, H. J. Puga-Soberanes, Pérez-Rodríguez, Ricardo and Martin Carpio
Interval Type-3 Fuzzy Decision Making in Material Surface Quality Control
Oscar Castillo and Patricia Melin
Interval Type-3 Fuzzy Decision Making in Quality Evaluation for Speaker Manufacturing
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