Hybrid laser pointer detection algorithm based on template matching and fuzzy rule-based systems for domotic control in real home environments

A fundamental problem for disabled or elderly people is to manage their homes while carrying out an almost normal life, which implies using and interacting with a number of home devices. Recent studies in smart homes have proposed methods to use a laser pointer for interacting with home devices, whi...

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Vydané v:	Applied intelligence (Dordrecht, Netherlands) Ročník 36; číslo 2; s. 407 - 423
Hlavní autori:	Chávez, F., Fernández, F., Alcalá, R., Alcalá-Fdez, J., Olague, G., Herrera, F.
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Boston Springer US 01.03.2012 Springer Nature B.V
Predmet:	Algorithms Artificial Intelligence Cameras Computer Science Dangerous Devices Disability Fuzzy Fuzzy logic Fuzzy set theory Home environment Industrialized nations Lasers Machines Manufacturing Mechanical Engineering Older people People with disabilities Processes Smart houses Success Template matching Disabled people Fuzzy rule based systems Laser pointer detection Domotic control systems Template matching
ISSN:	0924-669X, 1573-7497
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Abstract	A fundamental problem for disabled or elderly people is to manage their homes while carrying out an almost normal life, which implies using and interacting with a number of home devices. Recent studies in smart homes have proposed methods to use a laser pointer for interacting with home devices, which represents a more user-friendly and less expensive home device control environment. However, detecting the laser spot on the original non-filtered images, using standard and non-expensive cameras, and considering real home environments with varying conditions, is currently an open problem. This paper proposes a hybrid technique, where a classic technique used in image detection processes, such as Template Matching, has been combined with a Fuzzy Rule Based System for detecting a laser spot in real home environments. The idea is to use this new approach to improve the success rate of the previous algorithms used for detecting the laser spot, decreasing as much as possible the false offs of the system, because, the detection of a false laser spot could lead to dangerous situations. Using this new hybrid technique a better success rate has been obtained, eliminating almost completely the possibility of dangerous situations that may occur due to incorrect detection of the laser spot in real home environments.
AbstractList	A fundamental problem for disabled or elderly people is to manage their homes while carrying out an almost normal life, which implies using and interacting with a number of home devices. Recent studies in smart homes have proposed methods to use a laser pointer for interacting with home devices, which represents a more user-friendly and less expensive home device control environment. However, detecting the laser spot on the original non-filtered images, using standard and non-expensive cameras, and considering real home environments with varying conditions, is currently an open problem. This paper proposes a hybrid technique, where a classic technique used in image detection processes, such as Template Matching, has been combined with a Fuzzy Rule Based System for detecting a laser spot in real home environments. The idea is to use this new approach to improve the success rate of the previous algorithms used for detecting the laser spot, decreasing as much as possible the false offs of the system, because, the detection of a false laser spot could lead to dangerous situations. Using this new hybrid technique a better success rate has been obtained, eliminating almost completely the possibility of dangerous situations that may occur due to incorrect detection of the laser spot in real home environments. A fundamental problem for disabled or elderly people is to manage their homes while carrying out an almost normal life, which implies using and interacting with a number of home devices. Recent studies in smart homes have proposed methods to use a laser pointer for interacting with home devices, which represents a more user-friendly and less expensive home device control environment. However, detecting the laser spot on the original non-filtered images, using standard and non-expensive cameras, and considering real home environments with varying conditions, is currently an open problem. This paper proposes a hybrid technique, where a classic technique used in image detection processes, such as Template Matching, has been combined with a Fuzzy Rule Based System for detecting a laser spot in real home environments. The idea is to use this new approach to improve the success rate of the previous algorithms used for detecting the laser spot, decreasing as much as possible the false offs of the system, because, the detection of a false laser spot could lead to dangerous situations. Using this new hybrid technique a better success rate has been obtained, eliminating almost completely the possibility of dangerous situations that may occur due to incorrect detection of the laser spot in real home environments.[PUBLICATION ABSTRACT] A fundamental problem for disabled or elderly people is to manage their homes while carrying out an almost normal life, which implies using and interacting with a number of home devices. Recent studies in smart homes have proposed methods to use a laser pointer for interacting with home devices, which represents a more user-friendly and less expensive home device control environment. However, detecting the laser spot on the original non-filtered images, using standard and non-expensive cameras, and considering real home environments with varying conditions, is currently an open problem. This paper proposes a hybrid technique, where a classic technique used in image detection processes, such as Template Matching, has been combined with a Fuzzy Rule Based System for detecting a laser spot in real home environments. The idea is to use this new approach to improve the success rate of the previous algorithms used for detecting the laser spot, decreasing as much as possible the false offs of the system, because, the detection of a false laser spot could lead to dangerous situations. Using this new hybrid technique a better success rate has been obtained, eliminating almost completely the possibility of dangerous situations that may occur due to incorrect detection of the laser spot in real home environments.
Author	Chávez, F. Alcalá, R. Olague, G. Alcalá-Fdez, J. Fernández, F. Herrera, F.
Author_xml	– sequence: 1 givenname: F. surname: Chávez fullname: Chávez, F. email: fchavez@unex.es organization: Department of Computer Science, University of Extremadura – sequence: 2 givenname: F. surname: Fernández fullname: Fernández, F. organization: Department of Computer Science, University of Extremadura – sequence: 3 givenname: R. surname: Alcalá fullname: Alcalá, R. organization: Department of Computer Science and Artificial Intelligence, Research Center on Information and Communications Technology, University of Granada – sequence: 4 givenname: J. surname: Alcalá-Fdez fullname: Alcalá-Fdez, J. organization: Department of Computer Science and Artificial Intelligence, Research Center on Information and Communications Technology, University of Granada – sequence: 5 givenname: G. surname: Olague fullname: Olague, G. organization: Department of Computer Science, CICESE Research Center – sequence: 6 givenname: F. surname: Herrera fullname: Herrera, F. organization: Department of Computer Science and Artificial Intelligence, Research Center on Information and Communications Technology, University of Granada
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CitedBy_id	crossref_primary_10_1109_TFUZZ_2014_2370677 crossref_primary_10_1109_TFUZZ_2015_2426212 crossref_primary_10_1080_18756891_2012_685327 crossref_primary_10_1038_s41598_022_19070_2
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Keywords	Disabled people Fuzzy rule based systems Laser pointer detection Domotic control systems Template matching
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Snippet	A fundamental problem for disabled or elderly people is to manage their homes while carrying out an almost normal life, which implies using and interacting...
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SubjectTerms	Algorithms Artificial Intelligence Cameras Computer Science Dangerous Devices Disability Fuzzy Fuzzy logic Fuzzy set theory Home environment Industrialized nations Lasers Machines Manufacturing Mechanical Engineering Older people People with disabilities Processes Smart houses Success Template matching
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Title	Hybrid laser pointer detection algorithm based on template matching and fuzzy rule-based systems for domotic control in real home environments
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