International Journal of Computational Intelligence Systems

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Volume 5, Issue 2, April 2012, Pages 368 - 386

Automatic Laser Pointer Detection Algorithm for Environment Control Device Systems Based on Template Matching and Genetic Tuning of Fuzzy Rule-Based Systems

Authors
F. Chávez, F. Fernández, M.J. Gacto, R. Alcalá
Corresponding Author
F. Chávez
Received 15 December 2010, Accepted 1 June 2011, Available Online 1 April 2012.
DOI
10.1080/18756891.2012.685327How to use a DOI?
Keywords
Interaction Systems, Fuzzy Rule-Based Systems, Genetic Fuzzy Systems, Laser Pointer Detection, Domotic Control Systems
Abstract

In this paper we propose a new approach for laser-based environment device control systems based on the automatic design of a Fuzzy Rule-Based System for laser pointer detection. The idea is to improve the success rate of the previous approaches decreasing as much as possible the false offs and increasing the success rate in images with laser spot, i.e., the detection of a false laser spot (since this could lead to dangerous situations). To this end, we propose to analyze both, the morphology and color of a laser spot image together, thus developing a new robust algorithm. Genetic Fuzzy Systems have also been employed to improve the laser spot system detection by means of a fine tuning of the involved membership functions thus reducing the system false offs, which is the main objective in this problem. The system presented in this paper, makes use of a Fuzzy Rule-Based System adjusted by a Genetic Algorithm, which, based on laser morphology and color analysis, shows a better success rate than previous approaches.

Copyright
© 2017, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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<Previous Article In Issue
Next Article In Issue>
Journal
International Journal of Computational Intelligence Systems
Volume-Issue
5 - 2
Pages
368 - 386
Publication Date
2012/04/01
ISSN (Online)
1875-6883
ISSN (Print)
1875-6891
DOI
10.1080/18756891.2012.685327How to use a DOI?
Copyright
© 2017, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

risenwbib
TY  - JOUR
AU  - F. Chávez
AU  - F. Fernández
AU  - M.J. Gacto
AU  - R. Alcalá
PY  - 2012
DA  - 2012/04/01
TI  - Automatic Laser Pointer Detection Algorithm for Environment Control Device Systems Based on Template Matching and Genetic Tuning of Fuzzy Rule-Based Systems
JO  - International Journal of Computational Intelligence Systems
SP  - 368
EP  - 386
VL  - 5
IS  - 2
SN  - 1875-6883
UR  - https://doi.org/10.1080/18756891.2012.685327
DO  - 10.1080/18756891.2012.685327
ID  - Chávez2012
ER  -