Soft Computing for Intelligent Control and Mobile Robotics / Edition 1

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More About This Textbook

Overview

This book describes in a detailed fashion the application of hybrid intelligent systems using soft computing techniques for intelligent control and mobile robotics. Soft Computing (SC) consists of several intelligent computing paradigms, including fuzzy logic, neural networks, and bio-inspired optimization algorithms, which can be used to produce powerful hybrid intelligent systems. The prudent combination of SC techniques can produce powerful hybrid intelligent systems that are capable of solving real-world problems. This is illustrated in this book with a wide range of applications, with particular emphasis in intelligent control and mobile robotics. The book is organized in five main parts, which contain a group of papers around a similar subject. The first part consists of papers with the main theme of theory and algorithms, which are basically papers that propose new models and concepts, which can be the basis for achieving intelligent control and mobile robotics. The second part contains papers with the main theme of intelligent control, which are basically papers using bio-inspired techniques, like evolutionary algorithms and neural networks, for achieving intelligent control of non-linear plants. The third part contains papers with the theme of optimization of fuzzy controllers, which basically consider the application of bio-inspired optimization methods to automate the de-sign process of optimal type-1 and type-2 fuzzy controllers. The fourth part contains papers that deal with the application of SC techniques in times series prediction and intelligent agents. The fifth part contains papers with the theme of computer vision and robotics, which are papers considering soft computing methods for applications related to vision and robotics.

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Product Details

  • ISBN-13: 9783642155338
  • Publisher: Springer Berlin Heidelberg
  • Publication date: 10/10/2010
  • Series: Studies in Computational Intelligence Series , #318
  • Edition description: 2011
  • Edition number: 1
  • Pages: 484
  • Product dimensions: 6.30 (w) x 9.30 (h) x 1.40 (d)

Table of Contents

Part I Theory and Algorithms

Applying Intelligent Systems for Modeling Students' Learning Styles Used for Mobile and Web-Based Systems Ramón Zatarain Lucia Barrón-Estrada Carlos Alberto Reyes-García Orion Fausto Reyes-Galaviz 3

Towards a Fuzzy Model for RAMSET: Role Assignment Methodology for Software Engineering Teams Luis G. Martínez Juan R. Castro Guillermo Licea Antonio Rodríguez-Díaz Carlos Álvarez 23

Academic Timetabling Design Using Hyper-Heuristics Soria-Alcaraz Jorge A. Carpio-Valadez J. Martin Terashima-Marin Hugo 43

Logistics Optimization Service Improved with Artificial Intelligence Alberto Ochoa Yazmani Garcia Javier Yañez 57

Accelerometer-Based Hand Gesture Recognition Using Artificial Neural Networks Francisco Arce José Mario García Valdez 67

Part II Intelligent Control

Direct and Indirect Neural Identification and Control of a Continuous Bioprocess via Marquardt Learning Ieroham Baruch Carlos-Roman Mariaca-Gaspar Josefina Barrera-Cortes Oscar Castillo 81

Simple Tuning of Type-2 Fuzzy Controllers Eduardo Gómez-Ramírez Patricia Melin Oscar Castillo 103

Increasing Energy Efficiency of a Preamble Sampling MAC Protocol for Wireless Sensor Networks Using a Fuzzy Logic Approach Leocundo Aguilar Oscar Castillo J. Antonio García-Macías Guillermo Licea 125

Multi-Agent System Based on Psychological Models for Mobile Robots Arnulfo Alanis Garza Oscar Castillo José Mario García Valdez 143

Fuzzy Control for Dynamical Parameter Adaptation in a Parallel Evolutionary Method Combining Particle Swarm Optimization and Genetic Algorithms Fevrier Valdez Patricia Melin Oscar Castillo 161

Part III Optimization of Fuzzy Controllers

Optimization of Type-2 Fuzzy Logic Controllers Using PSO Applied to Linear Plants Ricardo Martinez Oscar Castillo Luis T. Aguilar Antonio Rodriguez 181

Optimization of Membership Functions for an Incremental Fuzzy PD Control Based on Genetic Algorithms Yazmín Maldonado Oscar Castillo Patricia Melin 195

Design of a Fuzzy System for the Longitudinal Control of an F-14 Airplane Leticia Cervantes Oscar Castillo 213

A Fuzzy Reactive Controller of a Mobile Robot Abraham Meléndez Oscar Castillo Arnulfo Alanis Garza 225

Multi-Agent System with Personality Profiles and Preferences and Learning for Autonomous Mobile Robot with Fuzzy Logic Support Arnulfo Alanis Garza Oscar Castillo José Mario García Valdez 233

Part IV Time Series Prediction and Intelligent Agents

Composite Recurrent Neural Networks for Long-Term Prediction of Highly-Dynamic Time Series Supported by Wavelet Decomposition Pilar Gomez-Gil Angel Garcia-Pedrero Juan Manuel Ramirez-Cortes 253

An Interval Type-2 Fuzzy Neural Network for Chaotic Time Series Prediction with Cross-Validation and Akaike Test Juan R. Castro Oscar Castillo Patricia Melin Olivia Mendoza Antonio Rodríguez-Díaz 269

Chaotic Time Series Prediction Using Ensembles of ANFIS Jesus Soto Oscar Castillo José Soria 287

Modeling Facial Expression of Intelligent Virtual Agents María Lucila Morales-Rodríguez Fabián Medellín-Martínez Juan J. González B. 303

Agent Communication Using Semantic Networks Iván Espinoza-Hernández Dora-Luz Flores Antonio Rodríguez-Díaz Manuel Castañón-Puga Carelia Gaxiola 315

Fuzzy Cellular Model for Predator-Prey Interaction Applied to the Control of Plagues in a Peppers Cropping Cecilia Leal-Ramirez Oscar Castillo Antonio Rodriguez-Diaz 329

Part V Vision and Robotics

Using Gaussian Copulas in Supervised Probabilistic Classification Rogelio Salinas-Gutiérrez Arturo Hernández-Aguirre Mariano J.J. Rivera-Meraz Enrique R. Villa-Diharce 355

Subjective Colocalization Analysis with Fuzzy Predicates Pablo Rivas-Perea Jose Gerardo Rosiles Wei Qian 373

Iterated Local Search Algorithm for the Linear Ordering Problem with Cumulative Costs (LOPCC) Jesús David Terán Villanueva Héctor Joaquín Fraire Huacuja Rodolfo Pazos Rangel Juan Martín Carpio Valadez Héctor José Puga Soberanes Juan Javier González Barbosa 395

An Observer for the Type-1 Fuzzy Control of a Servomechanism with Backlash Using Only Motor Measurements Nohe R. Cazarez-Castro Luis T. Aguilar Oscar Castillo 405

Neuro-Fuzzy Based Output Feedback Controller Design for Biped Robot Walking Selene L. Cardenas-Maciel Oscar Castillo Luis T. Aguilar 423

Fuzzy System to Control the Movement of a Wheeled Mobile Rabot Oscar Montiel Ross Jesús Camacho Roberto Sepúlveda Oscar Castillo 445

Embedding a Fuzzy Locomotion Pose Controller for a Wheeled Mobile Robot into an FPGA Oscar Montiel Jesús Camacho Roberto Sepúlveda Oscar Castillo 465

Author Index 483

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