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摘要:
Aiming at the shortcomings of the existing indoor location algorithm, such as low accuracy of positioning, high deployment and maintenance cost, and unstable robustness, this paper proposes a method of indoor location based on the integration of smartphone with WiFi and magnetic field using multi-sensor fusion. In the initial stages of positioning, rough location is achieved by Wi-Fi-RSSI fingerprints which provides an initial location and geomagnetic matching area for indoor positioning based on particle filter magnetic field matching. This paper proposes the use of median filter algorithm to deal with the original magnetic field data and covariance interpolation algorithm to generate magnetic field map, and effectively reduce the interference which caused by geomagnetic fluctuations, thereby it will improves the positioning accuracy. Finally, through conducting comprehensive experiments and tests, the results show that the proposed technique can reliably achieve 0.836 meters precision in current experimental environment.
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篇名 A Study of WiFi-Aided Magnetic Matching Indoor Positioning Algorithm
来源期刊 电脑和通信(英文) 学科 工学
关键词 INDOOR POSITIONING MAGNETIC FIELD PARTICLE FILTER Smartphones
年,卷(期) dnhtxyw_2017,(3) 所属期刊栏目
研究方向 页码范围 91-101
页数 11页 分类号 TP39
字数 语种
DOI
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研究主题发展历程
节点文献
INDOOR
POSITIONING
MAGNETIC
FIELD
PARTICLE
FILTER
Smartphones
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研究分支
研究去脉
引文网络交叉学科
相关学者/机构
期刊影响力
电脑和通信(英文)
月刊
2327-5219
武汉市江夏区汤逊湖北路38号光谷总部空间
出版文献量(篇)
783
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0
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