Simultaneous Position and Orientation Estimation for Reconfigurable Intelligent Surfaces-Assisted Visible Light Communications

IF 7.1 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Vehicular Technology Pub Date : 2024-09-06 DOI:10.1109/TVT.2024.3455571
Shiwu Xu;Yi Wu;Longteng Zhang;Song Xing;Fen Wei
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Abstract

This work investigates the problem of simultaneously positioning and orientating (SPAO) the user equipment (UE) with reconfigurable intelligent surface (RIS)-assisted visible light communications (VLCs). In the proposed system model, the utilization of RISs effectively helps to address the SPAO problem of the UE in situations when there are insufficient light-emitting diode (LED) transmitters. Firstly, the channel gain between LED and UE and the one between RIS and UE are obtained through signal separation, followed by formulating an objective optimization function for the SPAO problem. A closed-form Cramer-Rao lower bound (CRLB) is then derived, representing the theoretical lower limit of positioning and orientating errors. Consequently, using CRLB as a benchmark for the SPAO performance, a fuzzy distance-based particle swarm optimization (FDPSO) is proposed to minimize the deviations between SPAO estimation errors and CRLBs. The proposed FDPSO algorithm adaptively adjusts the parameters and mutation operations to balance local exploitation and global exploration. Simulation results demonstrate that the proposed FDPSO algorithm achieves an asymptotic tightness with CRLB and performs better than the other five related iterative algorithms in terms of the cumulative distribution functions (CDFs) of positioning errors (PEs) and orientating errors (OEs).
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可重构智能表面辅助可见光通信的同步位置和方向估计
本文研究了可重构智能表面(RIS)辅助可见光通信(vlc)的用户设备(UE)同时定位和定向(SPAO)问题。在所提出的系统模型中,RISs的利用有效地解决了在LED发射机不足的情况下UE的SPAO问题。首先,通过信号分离得到LED和UE之间以及RIS和UE之间的信道增益,然后针对SPAO问题制定了目标优化函数。然后导出了一个封闭形式的Cramer-Rao下界(CRLB),表示定位和定向误差的理论下限。因此,以CRLB作为SPAO性能的基准,提出了一种基于模糊距离的粒子群优化算法(FDPSO),以最小化SPAO估计误差与CRLB之间的偏差。提出的FDPSO算法自适应调整参数和突变操作,以平衡局部开发和全局探索。仿真结果表明,该算法实现了与CRLB的渐近紧密性,并且在定位误差(PEs)和定向误差(OEs)的累积分布函数(CDFs)方面优于其他5种相关迭代算法。
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来源期刊
CiteScore
6.00
自引率
8.80%
发文量
1245
审稿时长
6.3 months
期刊介绍: The scope of the Transactions is threefold (which was approved by the IEEE Periodicals Committee in 1967) and is published on the journal website as follows: Communications: The use of mobile radio on land, sea, and air, including cellular radio, two-way radio, and one-way radio, with applications to dispatch and control vehicles, mobile radiotelephone, radio paging, and status monitoring and reporting. Related areas include spectrum usage, component radio equipment such as cavities and antennas, compute control for radio systems, digital modulation and transmission techniques, mobile radio circuit design, radio propagation for vehicular communications, effects of ignition noise and radio frequency interference, and consideration of the vehicle as part of the radio operating environment. Transportation Systems: The use of electronic technology for the control of ground transportation systems including, but not limited to, traffic aid systems; traffic control systems; automatic vehicle identification, location, and monitoring systems; automated transport systems, with single and multiple vehicle control; and moving walkways or people-movers. Vehicular Electronics: The use of electronic or electrical components and systems for control, propulsion, or auxiliary functions, including but not limited to, electronic controls for engineer, drive train, convenience, safety, and other vehicle systems; sensors, actuators, and microprocessors for onboard use; electronic fuel control systems; vehicle electrical components and systems collision avoidance systems; electromagnetic compatibility in the vehicle environment; and electric vehicles and controls.
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