Title :
Evolutionary learning of a laser pointer detection fuzzy system for an environment control system
Author :
Chávez, Francisco ; Fernández, Francisco ; Alcalá, Rafael ; Alcalá-Fdez, Jesús ; Herrera, Francisco
Author_Institution :
Dept. of Comput. Sci., Univ. of Extremadura, Merida, Spain
Abstract :
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. In this paper we propose a hybrid technique, combining a classic technique used in image detection processes, such as Template Matching, with an evolutionary learning of a Fuzzy Rule Based Systems for the laser spot detection system in real home environments. This proposal improves the success rate in images without laser spot of the previous classical and non-classical algorithms used for detecting the laser spot in previous works, decreasing the detection of the false offs which could lead to dangerous situations. Experimental results on a real home environment show the effectiveness of the proposed approach.
Keywords :
environmental factors; evolutionary computation; fuzzy systems; home automation; image matching; image recognition; knowledge based systems; laser beam applications; learning (artificial intelligence); environment control system; evolutionary learning; fuzzy rule based system; home device control environment; image detection process; laser pointer detection fuzzy system; nonexpensive camera; nonfiltered image; template matching; Cameras; Genetic algorithms; Genetics; Heuristic algorithms; Laser tuning; Pragmatics; Domotic Control Systems; Fuzzy rule-based systems; Genetic Learning; Interaction Systems; Laser Pointer Detection;
Conference_Titel :
Fuzzy Systems (FUZZ), 2011 IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7315-1
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2011.6007528