Hybrid Positioning Approach for Context-Aware Indoor Navigation of Visually Impaired People

Author:

Rathnayake Sachintha M.1,Wimalaratne Prasad2,Silva Chathurika S.3

Affiliation:

1. University of Colombo School of Computing , UCSC Building Complex, 35 Reid Avenue, Colombo 00700 , Sri Lanka

2. University of Colombo School of Computing Department of Communication and Media Technologies, , UCSC Building Complex, 35 Reid Avenue, Colombo 00700 , Sri Lanka

3. University of Colombo Faculty of Technology, , Mahenwatta, Pitipana, Homagama 00700 , Sri Lanka

Abstract

Abstract Indoor localization for visually impaired persons is an open research problem, and individual localization approaches have failed to provide accurate results in the literature. Therefore, this paper presents a context-aware navigation approach for visually impaired persons using a hybrid localization approach. The proposed approach consists of four main modules, indoor localization, context detection, wayfinding, and feedback. The hybrid localization approach is based on the geomagnetic fields and Bluetooth low energy (BLE). Contextual information such as nearby locations and landmarks were obtained using geolocation-based augmented reality with a pre-deployed map and point of interest (POI). Voice and tactile were used to give feedback. Usability evaluation of the overall proof of concept (POC) prototype has shown promising results in context detection, wayfinding, and navigation. The average distance error of the hybrid localization algorithm has given an average 2.72 m distance error. Evaluation of the way findings give the average hit rate is 75.19%, and the miss rate is 24.81%. Usability evaluation results show that the proposed algorithm improves the context-awareness of the visually impaired indoor navigation.

Publisher

ASME International

Reference18 articles.

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2. Computer Vision based Assistive Technology for Blind and Visually Impaired People;Darsan,2016

3. Indoor Magnetic Navigation for the Blind;Riehle,2012

4. Study on an Indoor Positioning System Using Earth's Magnetic Field;Yeh;IEEE Trans. Instrum. Meas.,2020

5. An Evaluation of a Smartphone-Based Blind Indoor Navigation Assistant With Semantic Features in a Large-Scale Environment;Sato,2017

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