Soft computing applications in optimization, control, and recognition /

Saved in:
Bibliographic Details
Imprint:Heidelberg ; New York : Springer, ©2013.
Description:1 online resource.
Language:English
Series:Studies in fuzziness and soft computing ; 294
Studies in fuzziness and soft computing ; v. 294.
Subject:
Format: E-Resource Book
URL for this record:http://pi.lib.uchicago.edu/1001/cat/bib/11077785
Hidden Bibliographic Details
Other authors / contributors:Melin, Patricia, 1962-
Castillo, Oscar, 1959-
ISBN:9783642353239
3642353231
3642353223
9783642353222
Notes:Includes bibliographical references and index.
Print version record.
Summary:Soft computing includes several intelligent computing paradigms, like fuzzy logic, neural networks, and bio-inspired optimization algorithms. This book describes the application of soft computing techniques to intelligent control, pattern recognition, and optimization problems. The book is organized in four main parts. The first part deals with nature-inspired optimization methods and their applications. Papers included in this part propose new models for achieving intelligent optimization in different application areas. The second part discusses hybrid intelligent systems for achieving control. Papers included in this part make use of nature-inspired techniques, like evolutionary algorithms, fuzzy logic and neural networks, for the optimal design of intelligent controllers for different kind of applications. Papers in the third part focus on intelligent techniques for pattern recognition and propose new methods to solve complex pattern recognition problems. The fourth part discusses new theoretical concepts and methods for the application of soft computing to many different areas, such as natural language processing, clustering and optimization.
Other form:Print version: Soft computing applications in optimization, control, recognition. [S.l.] : Springer, 2013 3642353223
Table of Contents:
  • Optimization Methods and Applications
  • Optimization of Type-2 and Type-1 Fuzzy Tracking Controllers for an Autonomous Mobile Robot under Perturbed Torques by Means of a Chemical Optimization Paradigm / Leslie Astudillo, Patricia Melin, Oscar Castillo
  • A Genetic Algorithm for the Problem of Minimal Brauer Chains for Large Exponents / Arturo Rodriguez-Cristerna, Jose Torres-Jimenez
  • Cellular Processing Algorithms / J. David Terán-Villanueva, Héctor Joaquín Fraire Huacuja, Juan Martín Carpio Valadez
  • Soft Computing in Intelligent Control Applications
  • Hierarchical Genetic Optimization of the Fuzzy Integrator for Navigation of a Mobile Robot / Abraham Meléndez, Oscar Castillo
  • Particle Swarm Optimization for Multi-objective Control Design Using AT2-FLC in FPGA Device / Yazmin Maldonado, Oscar Castillo, Patricia Melin
  • Genetic Optimization of Modular Type-1 Fuzzy Controllers for Complex Control Problems / Leticia Cervantes, Oscar Castillo
  • Soft Computing in Pattern Recognition Applications
  • Multi-Objective Hierarchical Genetic Algorithm for Modular Granular Neural Network Optimization / Daniela Sánchez, Patricia Melin
  • Type-2 Fuzzy Weight Adjustment for Backpropagation in Prediction Time Series and Pattern Recognition / Fernando Gaxiola, Patricia Melin, Fevrier Valdez
  • Brain Computer Interface Development Based on Recurrent Neural Networks and ANFIS Systems / Emanuel Morales-Flores, Juan Manuel Ramírez-Cortés, Pilar Gómez-Gil
  • Soft Computing: Theory and New Models
  • An Analysis of the Relationship between the Size of the Clusters and the Principle of Justifiable Granularity in Clustering Algorithms / Mauricio A. Sanchez, Oscar Castillo, Juan R. Castro
  • Type-2 Fuzzy Logic Grammars in Language Evolution / Juan Paulo Alvarado-Magaña, Antonio Rodríguez-Díaz, Juan R. Castro, Oscar Castillo
  • Methodology of Design: A Novel Generic Approach Applied to the Course Timetabling Problem / Soria-Alcaraz Jorge A., Carpio Martin, Puga Héctor, Terashima-Marin Hugo
  • High-Performance Architecture for the Modified NSGA-II / Josué Domínguez, Oscar Montiel-Ross, Roberto Sepúlveda.