Abstract
In this paper we describe a Modular Neural Network (MNN) with fuzzy integration for face, fingerprint and voice recognition. The proposed MNN architecture defined in this paper consists of three modules; face, fingerprint and voice. Each of the mentioned modules is divided again into three sub modules. The same information is used as input to train the sub modules. Once we have trained and tested the MNN modules, we proceed to integrate these modules with a fuzzy integrator. In this paper we demonstrate that using MNNs for face, fingerprint and voice recognition integrated with a fuzzy integrator is a good option to solve pattern recognition problems.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Artificial neural networks fundamentals, models and applications (December 2008), http://www.monografias.com/trabajos12/redneur/redneur.shtml
Connectionist systems (December 2008), http://carpanta.dc.fi.udc.es/~cipenedo/cursos/scx/archivospdf/Tema1-0.pdf
Artificial neural networks (December 2008), http://es.wikipedia.org/wiki/Red_neuronal_artificial
Modularity (January 2009), http://es.wikipedia.org/wiki/Modularidad
Kuri, F.: Neural Networks and Genetic Algorithms. PDF document
Jang, J.S.R., Sun, C.T., Mizutani, E.: Neuro-Fuzzy and Soft Computing. Prentice Hall, New Jersey (1997)
Ripley, B.D.: Pattern Recognition and Neural Networks. Cambridge University Press, Cambridge (1996)
Morales, G.: Introduction to Fuzzy Logic, Research center and Advanced studies of the IPN, http://delta.cs.cinvestav.mx/~gmorales/ldifll/node1.html
Castro, J.R.: Tutorial Type-2 Fuzzy Logic: Theory and Applications. UABC University and Tijuana Institute of Technology, Tijuana México (2006)
Fuzzy Logic: Introduction and basic concepts (January 2009), http://members.tripod.com/jesus_alfonso_lopez/FuzzyIntro2.html
Fundamentals of Fuzzy Logic (January 2009), http://www.itq.edu.mx/vidatec/espacio/aiee/fuzzy.ppt
Genetic Algorithms (December 2008), http://es.wikipedia.org/wiki/Algoritmo_gen%C3%A9tico
Golberg, D.: Genetic Algorithms in search, optimization and machine learning. Addison Wesley, Reading (1989)
Langari, R.: A Framework for analysis and synthesis of fuzzy linguistic control systems. Ph.D. thesis. University of California, Berkeley (1990)
Alvarado, J.M.: Recognition of the person through his face and fingerprint using modular neural networks and wavelet transform, Tijuana Institute of Technology, Tijuana México (2006)
Ramos, J.: Neural networks applied to speaker identification by voice using feature extraction, Tijuana Institute of Technology, Tijuana México (2006)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this chapter
Cite this chapter
Muñoz, R., Castillo, O., Melin, P. (2009). Face, Fingerprint and Voice Recognition with Modular Neural Networks and Fuzzy Integration. In: Melin, P., Kacprzyk, J., Pedrycz, W. (eds) Bio-inspired Hybrid Intelligent Systems for Image Analysis and Pattern Recognition. Studies in Computational Intelligence, vol 256. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-04516-5_4
Download citation
DOI: https://doi.org/10.1007/978-3-642-04516-5_4
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-04515-8
Online ISBN: 978-3-642-04516-5
eBook Packages: EngineeringEngineering (R0)