E-ISSN 1658-8223 | ISSN 1658-645X
 

Original Article 


Improving Outdoor Sound Distance Navigation for Visually Impaired People Using BLSTM and CRF

Mohsen Bakouri.


Abstract
Background and Aims:
This study aims to develop a prototype that utilizes sound-based systems to localize individuals with visual impairments. In this study, the wireless ultrasound network is proposed and used to facilitate autonomous navigation and maneuvering for individuals with visual impairments.

Methods:
In the proposed method, we designed robust algorithms for ultrasonic systems with sound waves of high frequency to detect obstacles in the surrounding environment. The algorithms were developed using voice recognition method, bi-directional long short-term memory (BLSTM), and conditional random fields (CRFs). The proposed system was implemented with the help of assisting hardware instruments, such as an ultrasonic sensor network and a global positioning system (GPS). To analyze different outdoor settings, the Raspberry pi4 was used to locate and store the coordinates (points of interactive latitude and longitude) of four different outdoor places. These including home, mosque, laundry, and supermarket.

Results:
According to our results, the proposed approach was capable of accurately navigating the specific site with an accuracy of 98.5%.

Conclusions:
The proposed method was able to obtain a robust outdoor localization for VIP.

Key words: Visually Impaired People, Outdoor Navigation, Long Short-Term Memory, Bi-directional long short-term memory, Conditional random fields.


 
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How to Cite this Article
Pubmed Style

Mohsen Bakouri. Improving Outdoor Sound Distance Navigation for Visually Impaired People Using BLSTM and CRF. Majmaah J Heal Sci. 2024; 12(2): 53-68. doi:10.5455/mjhs.2024.02.007


Web Style

Mohsen Bakouri. Improving Outdoor Sound Distance Navigation for Visually Impaired People Using BLSTM and CRF. https://www.mjhs-mu.org/?mno=155782 [Access: September 14, 2024]. doi:10.5455/mjhs.2024.02.007


AMA (American Medical Association) Style

Mohsen Bakouri. Improving Outdoor Sound Distance Navigation for Visually Impaired People Using BLSTM and CRF. Majmaah J Heal Sci. 2024; 12(2): 53-68. doi:10.5455/mjhs.2024.02.007



Vancouver/ICMJE Style

Mohsen Bakouri. Improving Outdoor Sound Distance Navigation for Visually Impaired People Using BLSTM and CRF. Majmaah J Heal Sci. (2024), [cited September 14, 2024]; 12(2): 53-68. doi:10.5455/mjhs.2024.02.007



Harvard Style

Mohsen Bakouri (2024) Improving Outdoor Sound Distance Navigation for Visually Impaired People Using BLSTM and CRF. Majmaah J Heal Sci, 12 (2), 53-68. doi:10.5455/mjhs.2024.02.007



Turabian Style

Mohsen Bakouri. 2024. Improving Outdoor Sound Distance Navigation for Visually Impaired People Using BLSTM and CRF. Majmaah Journal of Health Sciences, 12 (2), 53-68. doi:10.5455/mjhs.2024.02.007



Chicago Style

Mohsen Bakouri. "Improving Outdoor Sound Distance Navigation for Visually Impaired People Using BLSTM and CRF." Majmaah Journal of Health Sciences 12 (2024), 53-68. doi:10.5455/mjhs.2024.02.007



MLA (The Modern Language Association) Style

Mohsen Bakouri. "Improving Outdoor Sound Distance Navigation for Visually Impaired People Using BLSTM and CRF." Majmaah Journal of Health Sciences 12.2 (2024), 53-68. Print. doi:10.5455/mjhs.2024.02.007



APA (American Psychological Association) Style

Mohsen Bakouri (2024) Improving Outdoor Sound Distance Navigation for Visually Impaired People Using BLSTM and CRF. Majmaah Journal of Health Sciences, 12 (2), 53-68. doi:10.5455/mjhs.2024.02.007





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