DESIGN OF FALL DETECTION SYSTEM: A DYNAMIC PATTERN APPROACH WITH FUZZY LOGIC AND MOTION ESTIMATION

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REZAEE KHOSRO; HADDADNIA JAVAD

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Journal: Journal of Information Systems and Telecommunication Year:2014 | Volume:2 | Issue:3 (7) Page(s): 181-187

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Title

DESIGN OF FALL DETECTION SYSTEM: A DYNAMIC PATTERN APPROACH WITH FUZZY LOGIC AND MOTION ESTIMATION

Author(s)

REZAEE KHOSRO | HADDADNIA JAVAD | Issue Writer Certificate

Keywords

VIDEO PROCESSING

GAUSSIAN MIXTURE MODEL

HSV CONVERSION

THE ELDERLY’S FALLS

FUZZY INFERENCE SYSTEM

MOTION ESTIMATION

Abstract

Every year thousands of the elderly suffer serious damages such as articular fractures, broken bones and even death due to their fall. Automatic detection of the abnormal walking in people, especially such accidents as the falls in the elderly, based on image processing techniques and computer vision can help develop an efficient system that its implementation in various contexts enables us to monitor people’s movements. This paper proposes a new algorithm, which drawing on fuzzy rules in classification of movements as well as the implementation of the MOTION ESTIMATION, allows the rapid processing of the input data. At the testing stage, a large number of video frames received from CASIA, CAVAIR databases and the samples of THE ELDERLY’S FALLS in Sabzevar’s Mother Nursing Home containing the falls of the elderly were used. The results show that the mean absolute percent error (MAPE), root-mean-square deviation (RMSD) and standard deviation error (SDE) were at an acceptable level. The main shortcoming of other systems is that the elderly need to wear bulky clothes and in case they forget to do so, they will not be able to declare their situation at the time of the fall. Compared to the similar techniques, the implementation of the proposed system in nursing homes and residential areas allow the real time and intelligent monitoring of the people.

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APA: Copy

REZAEE, KHOSRO, & HADDADNIA, JAVAD. (2014). DESIGN OF FALL DETECTION SYSTEM: A DYNAMIC PATTERN APPROACH WITH FUZZY LOGIC AND MOTION ESTIMATION. JOURNAL OF INFORMATION SYSTEMS AND TELECOMMUNICATION (JIST), 2(3 (7)), 181-187. SID. https://sid.ir/paper/332646/en

Vancouver: Copy

REZAEE KHOSRO, HADDADNIA JAVAD. DESIGN OF FALL DETECTION SYSTEM: A DYNAMIC PATTERN APPROACH WITH FUZZY LOGIC AND MOTION ESTIMATION. JOURNAL OF INFORMATION SYSTEMS AND TELECOMMUNICATION (JIST)[Internet]. 2014;2(3 (7)):181-187. Available from: https://sid.ir/paper/332646/en

IEEE: Copy

KHOSRO REZAEE, and JAVAD HADDADNIA, “DESIGN OF FALL DETECTION SYSTEM: A DYNAMIC PATTERN APPROACH WITH FUZZY LOGIC AND MOTION ESTIMATION,” JOURNAL OF INFORMATION SYSTEMS AND TELECOMMUNICATION (JIST), vol. 2, no. 3 (7), pp. 181–187, 2014, [Online]. Available: https://sid.ir/paper/332646/en

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