Improved Pedestrian Dead-Reckoning-Based Indoor Positioning by RSSI-Based Heading Correction
Autor: | Liew Lin Shen, Wallace Wong Shung Hui |
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Rok vydání: | 2016 |
Předmět: |
Heading (navigation)
business.industry Computer science 010401 analytical chemistry 020206 networking & telecommunications 02 engineering and technology Pedestrian 01 natural sciences 0104 chemical sciences Dead reckoning 0202 electrical engineering electronic engineering information engineering Trajectory Computer vision Artificial intelligence Electrical and Electronic Engineering business Instrumentation Simulation |
Zdroj: | IEEE Sensors Journal. 16:7762-7773 |
ISSN: | 2379-9153 1530-437X |
Popis: | A novel indoor positioning method is proposed, enhancing the conventional pedestrian dead-reckoning (PDR) with the received signal strength indicator (RSSI)-based heading correction. PDR is reliable for steadily accurate positioning if its heading error can be rectified. Upon detecting a long straight trajectory estimated by PDR, the PDR-estimated headings shall be updated by headings derived based on RSSI data and linear regression. The proposed method had been tested in real complex indoor environments with varying density and availability of RSSI sources, and benchmarked against some existing methods in terms of positioning accuracy. The experiment results are presented to demonstrate the feasibility of the proposed method. |
Databáze: | OpenAIRE |
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