Design and Implementation of Indoor Positioning System Using Particle Filter Based on Wireless Signal Intensity 


Vol. 47,  No. 4, pp. 433-444, Apr.  2020
10.5626/JOK.2020.47.4.433


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  Abstract

This paper proposes an Indoor Positioning System to track a user’s position indoors by using beacons’ wireless signal intensity. To overcome the non-linearity of an existing indoor positioning scheme using wireless signal intensity, a particle filter is used for a positioning algorithm, so the noise of the wireless signal intensity is not directly reflected on the positioning result. In the observation phase of the particle filter, the distance from a user’s smartphone is estimated based on the wireless signal intensity, and the similarity of each particle with an estimated ground truth is calculated through the predicted distance value. Also, our proposed positioning scheme uses the random walk technique (the Monte Carlo method) to calculate a position estimation value. Additionally, to solve the well-known local minimum problem of the particle filter, the particles estimated closest to the beacons according to the distance prediction values are given proximity weights, so the particles can quickly locate the user. The positioning error on the walking path is also corrected by considering the indoor map.


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  Cite this article

[IEEE Style]

B. Hwang and J. Jeong, "Design and Implementation of Indoor Positioning System Using Particle Filter Based on Wireless Signal Intensity," Journal of KIISE, JOK, vol. 47, no. 4, pp. 433-444, 2020. DOI: 10.5626/JOK.2020.47.4.433.


[ACM Style]

Beom Hwang and Jaehoon Jeong. 2020. Design and Implementation of Indoor Positioning System Using Particle Filter Based on Wireless Signal Intensity. Journal of KIISE, JOK, 47, 4, (2020), 433-444. DOI: 10.5626/JOK.2020.47.4.433.


[KCI Style]

황범, 정재훈, "무선 신호세기 기반 파티클 필터를 이용한 실내 측위 시스템의 설계 및 구현," 한국정보과학회 논문지, 제47권, 제4호, 433~444쪽, 2020. DOI: 10.5626/JOK.2020.47.4.433.


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