ARTIFICIAL NEURAL NETWORKS: INTRODUCTION AND USE OF PERCEPTRON ALGORITHM IN BIOSSYSTEMS

Authors

  • Alfredo BONINI NETO Departamento de Matemática - Faculdades de Dracena/UNIFADRA
  • Carolina dos Santos Batista BONINI Faculdades de Engenharia de Ilha Solteira - UNESP

DOI:

https://doi.org/10.18011/bioeng2010v4n2p87-95

Keywords:

Artificial neuron, Classification of groups, Learning, Operation

Abstract

Artificial Neural Networks are computational model inspired by way living organisms manipulate the information received, and with that, presents learning capability, adaptability and generalization of knowledge. Moreover, the operation of an Artificial Neural Network is based on parallelism, resembling as the brain deals with information received by the neurons. The present work describes the study of artificial neural network Perceptron as a linear classifier to distinguish two types of fruits (orange (citrus sinensis Osbeck) and tangerine 'Ponkan' (citrus reticulate Blanco)) using two basic processes performed by an artificial neural network, the phases of training or learning and operation phase. The main objective is to show the functioning of these phases.

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References

Haykin S., Neural Networks: a comprehensive foundation. New York: MacMillan. College Publishing Co., 1999.

BRAGA, A. de P.; CARVALHO, A. P. de L. F. de; LUDERMIR, T. B. Redes Neurais Artificiais – Teoria e Aplicações. 2.ed. Rio de Janeiro: LTC, 2007. p. 1-20

Mcculloch W. S. e Pitts, W. A. Logical Calculus of the Ideas Immanent in Nervous Activity, Bulletin of Mathematical Biophysics, 1943, No. 9, pp. 127-147.

Minussi C. R. Redes Neurais: Introdução e principais conceitos. Faculdade de Engenharia de Ilha Solteira. Notas de aula – UNESP. 2003.

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Published

2010-11-21
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How to Cite

BONINI NETO, A., & BONINI, C. dos S. B. (2010). ARTIFICIAL NEURAL NETWORKS: INTRODUCTION AND USE OF PERCEPTRON ALGORITHM IN BIOSSYSTEMS. Revista Brasileira De Engenharia De Biossistemas, 4(2), 87–95. https://doi.org/10.18011/bioeng2010v4n2p87-95

Issue

Vol. 4 No. 2 (2010)

Section

Regular Section

License

Copyright (c) 2014 Alfredo BONINI NETO, Carolina dos Santos Batista BONINI

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