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Wheelchair Navigation System for Disabled and Elderly People
- Source :
- Sensors (Basel, Switzerland), Sensors; Volume 16; Issue 11; Pages: 1806, Scopus-Elsevier, Sensors, Vol 16, Iss 11, p 1806 (2016)
- Publication Year :
- 2016
- Publisher :
- MDPI, 2016.
-
Abstract
- 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.
- Subjects :
- Adult
Male
0209 industrial biotechnology
Engineering
Occupancy grid mapping
Poison control
intelligent robots
image analysis
object recognition
assistive technology
computational intelligence
Computational intelligence
02 engineering and technology
lcsh:Chemical technology
Biochemistry
Article
Analytical Chemistry
020901 industrial engineering & automation
Wheelchair
Human–computer interaction
0202 electrical engineering, electronic engineering, information engineering
Image Processing, Computer-Assisted
Elderly people
Humans
lcsh:TP1-1185
Disabled Persons
Electrical and Electronic Engineering
Instrumentation
Simulation
Aged
business.industry
Cognitive neuroscience of visual object recognition
Navigation system
Robotics
Middle Aged
Atomic and Molecular Physics, and Optics
Wheelchairs
Obstacle
020201 artificial intelligence & image processing
Female
business
Algorithms
Subjects
Details
- Language :
- English
- ISSN :
- 14248220
- Volume :
- 16
- Issue :
- 11
- Database :
- OpenAIRE
- Journal :
- Sensors (Basel, Switzerland)
- Accession number :
- edsair.doi.dedup.....81bd9c697ebc98c49dbadeb0adad8e34