• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于粒子滤波辅助单 LED 可见光定位和惯性融合的车辆定位方案。

Vehicle positioning scheme based on particle filter assisted single LED visible light positioning and inertial fusion.

出版信息

Opt Express. 2023 Feb 27;31(5):7742-7752. doi: 10.1364/OE.469104.

DOI:10.1364/OE.469104
PMID:36859899
Abstract

Visible light positioning (VLP) can provide high positioning accuracy based on existing lighting facilities, which gives it great potential for intelligent transportation system (ITS). However, in real scenarios, the performance of visible light positioning is limited by outage problem caused by the sparse distribution of light emitting diode (LED) and time cost of the positioning algorithm. In this paper, a particle filter (PF) assisted single LED VLP (SL-VLP) and inertial fusion positioning scheme is proposed and experimentally demonstrated. It improves the robustness of VLP in sparse LED scenarios. In addition, the time cost and the positioning accuracy at different outage rates and speeds are investigated. The experimental results show that, by using the proposed vehicle positioning scheme, it can achieve the mean positioning error is 0.09 m, 0.11 m, 0.15 m and 0.18 m at 0, 5.5%, 11% and 22% of SL-VLP outage rate, respectively.

摘要

可见光定位(VLP)可以利用现有的照明设施提供高精度的定位,这使其在智能交通系统(ITS)中具有很大的潜力。然而,在实际场景中,由于发光二极管(LED)的稀疏分布和定位算法的时间成本,可见光定位的性能受到限制。在本文中,提出了一种基于粒子滤波(PF)辅助的单个 LED VLP(SL-VLP)和惯性融合定位方案,并进行了实验验证。该方案提高了 VLP 在稀疏 LED 场景中的鲁棒性。此外,还研究了不同中断率和速度下的时间成本和定位精度。实验结果表明,采用所提出的车辆定位方案,在 SL-VLP 中断率分别为 0、5.5%、11%和 22%的情况下,平均定位误差分别为 0.09m、0.11m、0.15m 和 0.18m。

相似文献

1
Vehicle positioning scheme based on particle filter assisted single LED visible light positioning and inertial fusion.基于粒子滤波辅助单 LED 可见光定位和惯性融合的车辆定位方案。
Opt Express. 2023 Feb 27;31(5):7742-7752. doi: 10.1364/OE.469104.
2
Vehicle positioning scheme based on visible light communication using a CMOS camera.基于使用CMOS相机的可见光通信的车辆定位方案
Opt Express. 2021 Aug 16;29(17):27278-27290. doi: 10.1364/OE.433485.
3
A High-Precision, Real-Time, and Robust Indoor Visible Light Positioning Method Based on Mean Shift Algorithm and Unscented Kalman Filter.基于均值漂移算法和无迹卡尔曼滤波的高精度、实时、鲁棒的室内可见光定位方法。
Sensors (Basel). 2019 Mar 4;19(5):1094. doi: 10.3390/s19051094.
4
Single LED positioning scheme based on angle sensors in robotics.机器人技术中基于角度传感器的单发光二极管定位方案
Appl Opt. 2021 Jul 20;60(21):6275-6287. doi: 10.1364/AO.425744.
5
Visible light positioning system using a smartphone's built-in ambient light sensor and inertial measurement unit.使用智能手机内置环境光传感器和惯性测量单元的可见光定位系统。
Opt Lett. 2024 Apr 15;49(8):2105-2108. doi: 10.1364/OL.519674.
6
Hybrid indoor localization scheme with image sensor-based visible light positioning and pedestrian dead reckoning.基于图像传感器的可见光定位与行人航位推算的混合室内定位方案
Appl Opt. 2019 Apr 20;58(12):3214-3221. doi: 10.1364/AO.58.003214.
7
Indoor receiving signal strength based visible light positioning enabled with equivalent virtual lamps.基于等效虚拟灯的室内接收信号强度可见光定位
Appl Opt. 2023 Jun 10;62(17):4583-4590. doi: 10.1364/AO.482797.
8
Experimental investigation of environmental interference mitigation and blocked LEDs using a memory-artificial neural network in 3D indoor visible light positioning systems.三维室内可见光定位系统中使用记忆人工神经网络减轻环境干扰和受阻发光二极管的实验研究
Opt Express. 2021 Oct 11;29(21):33937-33953. doi: 10.1364/OE.441540.
9
Real-Time Indoor Visible Light Positioning (VLP) Using Long Short Term Memory Neural Network (LSTM-NN) with Principal Component Analysis (PCA).使用带有主成分分析(PCA)的长短期记忆神经网络(LSTM-NN)的实时室内可见光定位(VLP)
Sensors (Basel). 2024 Aug 22;24(16):5424. doi: 10.3390/s24165424.
10
Indoor 3D NLOS VLP using a binocular camera and a single LED.使用双目摄像头和单个发光二极管的室内三维非视距可见光定位
Opt Express. 2022 Sep 26;30(20):35431-35443. doi: 10.1364/OE.470391.

引用本文的文献

1
Image Sensor-Based Three-Dimensional Visible Light Positioning for Various Environments.适用于各种环境的基于图像传感器的三维可见光定位
Sensors (Basel). 2025 Aug 1;25(15):4741. doi: 10.3390/s25154741.