首页|基于改进LANDMARC定位算法的人员定位技术研究

基于改进LANDMARC定位算法的人员定位技术研究

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在万物互联时代,通过定位系统完成人员定位监督成为了可能,同时该项技术也日益完善.当前,基于RFID无线视频技术的局域网人员定位被广泛应用于智慧园区员工管控、重点人员监管等方面.提出了一种基于RFID的局域网人员定位算法,通过优化LANDMARC算法,对采集到的信号分别引入高斯平滑滤波器和卡尔曼滤波器,去除影响信号强度的噪声,提升定位算法的稳定性;针对LANDMARC定位算法定位精度受K值影响较大的问题,引入Logistic回归模型,以提升算法定位的准确度,有效解决了RFID在有金属、水等障碍物情况下定位精度误差大的问题,降低了外界干扰,可为人员的精准定位提供技术手段.
Research on Personnel Positioning Technology Based on Improved LANDMARC Positioning Algorithm
In the era of the Internet of Everything,it has become possible to complete personnel positioning supervision through positioning systems,and this technology is also becoming increasingly improved.Cur-rently,local area network personal positioning based on RFID wireless video technology is widely used in employee control,key personnel supervision,and other aspects of smart park.A local area network person-nel positioning algorithm based on RFID is proposed.By optimizing the LANDMARC algorithm,Gaussian smoothing filters and Kalman filters are introduced into the collected signals to remove noise that affects signal strength and improve the stability of the positioning algorithm.In response to the problem that the positioning accuracy of the LANDMARC positioning algorithm is greatly affected by the K value,a logistic regression model is introduced into improve the positioning accuracy of the algorithm,effectively solving the problem of large positioning accuracy errors in RFID in metal,water,and other obstacles,reducing ex-ternal interference,and providing technical means for precise positioning of personnel.

RFID technologyLANDMARC positioning algorithmpersonnel positioning

谭超、朱荣钊

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厦门华天涉外职业技术学院 信息技术学院,福建 厦门 361102

湖北大学 计算机与信息工程学院,武汉 430062

RFID技术 LANDMARC定位算法 人员定位

福建省教育厅课题

JA13457

2024

长春工程学院学报(自然科学版)
长春工程学院

长春工程学院学报(自然科学版)

影响因子:0.328
ISSN:1009-8984
年,卷(期):2024.25(1)
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