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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2016
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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 |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-5134465 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT kimeunyi wheelchairnavigationsystemfordisabledandelderlypeople |