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Wheelchair Navigation System for Disabled and Elderly People

An intelligent wheelchair (IW) system is developed in order to support safe mobility for disabled or elderly people with various impairments. The proposed IW offers two main functions: obstacle detection and avoidance, and situation recognition. First, through a combination of a vision sensor and ei...

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Autor principal: Kim, Eun Yi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5134465/
https://www.ncbi.nlm.nih.gov/pubmed/27801852
http://dx.doi.org/10.3390/s16111806
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author Kim, Eun Yi
author_facet Kim, Eun Yi
author_sort Kim, Eun Yi
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description An intelligent wheelchair (IW) system is developed in order to support safe mobility for disabled or elderly people with various impairments. The proposed IW offers two main functions: obstacle detection and avoidance, and situation recognition. First, through a combination of a vision sensor and eight ultrasonic ones, it detects diverse obstacles and produces occupancy grid maps (OGMs) that describe environmental information, including the positions and sizes of obstacles, which is then given to the learning-based algorithm. By learning the common patterns among OGMs assigned to the same directions, the IW can automatically find paths to prevent collisions with obstacles. Second, it distinguishes a situation whereby the user is standing on a sidewalk, traffic intersection, or roadway through analyzing the texture and shape of the images, which aids in preventing any accidents that would result in fatal injuries to the user, such as collisions with vehicles. From the experiments that were performed in various environments, we can prove the following: (1) the proposed system can recognize different types of outdoor places with 98.3% accuracy; and (2) it can produce paths that avoid obstacles with 92.0% accuracy.
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spelling pubmed-51344652017-01-03 Wheelchair Navigation System for Disabled and Elderly People Kim, Eun Yi Sensors (Basel) Article An intelligent wheelchair (IW) system is developed in order to support safe mobility for disabled or elderly people with various impairments. The proposed IW offers two main functions: obstacle detection and avoidance, and situation recognition. First, through a combination of a vision sensor and eight ultrasonic ones, it detects diverse obstacles and produces occupancy grid maps (OGMs) that describe environmental information, including the positions and sizes of obstacles, which is then given to the learning-based algorithm. By learning the common patterns among OGMs assigned to the same directions, the IW can automatically find paths to prevent collisions with obstacles. Second, it distinguishes a situation whereby the user is standing on a sidewalk, traffic intersection, or roadway through analyzing the texture and shape of the images, which aids in preventing any accidents that would result in fatal injuries to the user, such as collisions with vehicles. From the experiments that were performed in various environments, we can prove the following: (1) the proposed system can recognize different types of outdoor places with 98.3% accuracy; and (2) it can produce paths that avoid obstacles with 92.0% accuracy. MDPI 2016-10-28 /pmc/articles/PMC5134465/ /pubmed/27801852 http://dx.doi.org/10.3390/s16111806 Text en © 2016 by the author; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kim, Eun Yi
Wheelchair Navigation System for Disabled and Elderly People
title Wheelchair Navigation System for Disabled and Elderly People
title_full Wheelchair Navigation System for Disabled and Elderly People
title_fullStr Wheelchair Navigation System for Disabled and Elderly People
title_full_unstemmed Wheelchair Navigation System for Disabled and Elderly People
title_short Wheelchair Navigation System for Disabled and Elderly People
title_sort wheelchair navigation system for disabled and elderly people
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5134465/
https://www.ncbi.nlm.nih.gov/pubmed/27801852
http://dx.doi.org/10.3390/s16111806
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