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정밀 위치 확인을 위한 레이더 기반 실내 위치추적 시스템 설계에 관한 연구A Study on the design of a Radar-Based Indoor Positioning System for Precise Positioning

Authors
이한솔전주현
Issue Date
Feb-2022
Publisher
한국조명.전기설비학회
Keywords
InDoor location detecting; Kalman filter; Long short term memory; Machine learning; Radar based location detecting
Citation
조명.전기설비학회논문지, v.36, no.2, pp 14 - 21
Pages
8
Journal Title
조명.전기설비학회논문지
Volume
36
Number
2
Start Page
14
End Page
21
URI
https://scholarworks.bwise.kr/cau/handle/2019.sw.cau/55551
ISSN
1229-4691
2287-5034
Abstract
As the use of smart devices increases, the importance of the IoT(Internet of Things) and AR(Augmented Reality) is growing. This leads increasing demand for accurate location-based services, but tracking indoor location using existed way is difficult and expensive. This paper devises a new method to address these shortcomings. The radar based method process conjoined four-directed beacons’ BLE(Bluetooth Low Energy) RSSI(Received Signal Strength Indicator) values to find out the direction and distance of the target. During the process Kalman filter is applied to reduce noise of RSSI caused by unpredictable radio propagation characteristics in various indoor environments, also using LSTM(Long Short Term Memory) to track the exact location.
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교양대학 (교양대학)
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