Dynamic visible light positioning based on enhanced visual target tracking

IF 3.1 3区 计算机科学 Q2 TELECOMMUNICATIONS China Communications Pub Date : 2023-10-01 DOI:10.23919/jcc.ea.2021-0765.202302
Xiangyu Liu, Jingyu Hao, Lei Guo, Song Song
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Abstract

In visible light positioning systems, some scholars have proposed target tracking algorithms to balance the relationship among positioning accuracy, real-time performance, and robustness. However, there are still two problems: (1) When the captured LED disappears and the uncertain LED reappears, existing tracking algorithms may recognize the landmark in error; (2) The receiver is not always able to achieve positioning under various moving statuses. In this paper, we propose an enhanced visual target tracking algorithm to solve the above problems. First, we design the lightweight recognition/demodulation mechanism, which combines Kalman filtering with simple image preprocessing to quickly track and accurately demodulate the landmark. Then, we use the Gaussian mixture model and the LED color feature to enable the system to achieve positioning, when the receiver is under various moving statuses. Experimental results show that our system can achieve high-precision dynamic positioning and improve the system's comprehensive performance.
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基于增强视觉目标跟踪的动态可见光定位
在可见光定位系统中,一些学者提出了目标跟踪算法来平衡定位精度、实时性和鲁棒性之间的关系。然而,仍然存在两个问题:(1)当捕获的LED消失,不确定的LED重新出现时,现有的跟踪算法可能会识别出错误的地标;(2)接收机在各种运动状态下并非总能实现定位。本文提出了一种增强的视觉目标跟踪算法来解决上述问题。首先,我们设计了轻量化的识别/解调机制,将卡尔曼滤波与简单的图像预处理相结合,快速跟踪和准确解调地标。然后,我们利用高斯混合模型和LED颜色特征,使系统能够在接收机处于各种运动状态时实现定位。实验结果表明,该系统能够实现高精度的动态定位,提高了系统的综合性能。
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来源期刊
China Communications
China Communications 工程技术-电信学
CiteScore
8.00
自引率
12.20%
发文量
2868
审稿时长
8.6 months
期刊介绍: China Communications (ISSN 1673-5447) is an English-language monthly journal cosponsored by the China Institute of Communications (CIC) and IEEE Communications Society (IEEE ComSoc). It is aimed at readers in industry, universities, research and development organizations, and government agencies in the field of Information and Communications Technologies (ICTs) worldwide. The journal's main objective is to promote academic exchange in the ICTs sector and publish high-quality papers to contribute to the global ICTs industry. It provides instant access to the latest articles and papers, presenting leading-edge research achievements, tutorial overviews, and descriptions of significant practical applications of technology. China Communications has been indexed in SCIE (Science Citation Index-Expanded) since January 2007. Additionally, all articles have been available in the IEEE Xplore digital library since January 2013.
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