通过联合卡尔曼滤波器改善使用超宽带传感器进行室内定位时的非视距情况

Mehmet Nasuhcan Türker, Taner Arsan
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引用次数: 0

摘要

超宽带 (UWB) 技术因其在快速数据传输和精确定位方面的卓越性能而闻名于世。然而,当被标记物体不在视线范围内时,超宽带技术就会面临灵敏度方面的挑战,从而导致定位不准确。本研究应用联合卡尔曼滤波器(FKF),重点研究如何在 UWB 技术中减少非视线(NLOS)情况下引起的位置偏差。在非视距场景中使用 FKF 已证明可显著减少位置偏差。本研究使用 FKF 分析室内环境中视线 (LOS) 和 NLOS 条件下的测量结果。本研究的成果为未来 UWB 技术领域的研究工作奠定了良好的基础,强调了在具有挑战性的操作环境中提高性能和精度的潜力。
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Improving non-line-of-sight situations in indoor positioning with ultra-wideband sensors via federated Kalman filter
Ultra-wideband (UWB) technology is renowned for its exceptional performance in fast data transmission and precise positioning. However, it faces sensitivity challenges when the tagged object is not in direct line of sight, resulting in position inaccuracies. Applying the federated Kalman filter (FKF), this research focuses on mitigating position deviation induced by non-line-of-sight (NLOS) scenarios in UWB technology. The utilization of the FKF in NLOS scenarios has demonstrated a noteworthy reduction in position deviation. This study uses the FKF to analyze measurements taken under line-of-sight (LOS) and NLOS conditions within indoor settings. The outcomes of this study provide a promising foundation for future research endeavors in the field of UWB technology, emphasizing the potential for improved performance and accuracy in challenging operational environments.
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来源期刊
CiteScore
2.90
自引率
0.00%
发文量
782
期刊介绍: The aim of Indonesian Journal of Electrical Engineering and Computer Science (formerly TELKOMNIKA Indonesian Journal of Electrical Engineering) is to publish high-quality articles dedicated to all aspects of the latest outstanding developments in the field of electrical engineering. Its scope encompasses the applications of Telecommunication and Information Technology, Applied Computing and Computer, Instrumentation and Control, Electrical (Power), Electronics Engineering and Informatics which covers, but not limited to, the following scope: Signal Processing[...] Electronics[...] Electrical[...] Telecommunication[...] Instrumentation & Control[...] Computing and Informatics[...]
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