基于贝叶斯估计的相机传感器网络定位覆盖

Liang Liu, Xi Zhang, Huadong Ma
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引用次数: 6

摘要

目标跟踪和定位是相机传感器网络中的重要应用。尽管覆盖是无线传感器网络中一个非常重要的研究课题,并且针对目标检测的覆盖问题已经得到了广泛的研究,但是很少有人从目标定位的角度考虑覆盖问题。本文从目标定位的角度研究了相机传感器网络的覆盖问题。本文首先提出了一种基于摄像机透视投影的定位感知模型。在此基础上,提出了定位覆盖(简称l -覆盖)的概念。我们假设所有的相机传感器在现场进行独立的测量,并且这些相机传感器可以相互协作以准确估计目标的位置。此外,本文还讨论了l -覆盖、2-覆盖与相机传感器密度之间的关系。结果表明,该模型可以有效地应用于多种实际场景。
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Localization-oriented coverage based on Bayesian estimation in camera sensor networks
Target tracking and localization are important applications in camera sensor networks. Although coverage is a very important research topic in wireless sensor networks, and the coverage problem for target detection has been intensively studied, few considers the coverage problem from the perspective of target localization. In this paper, we investigate the coverage problem from the perspective of target localization for camera sensor networks. We first propose a novel localization-oriented sensing model based on the perspective projection of camera. Then, we propose a new notion of localization-oriented coverage (L-coverage for short). We assume that all camera sensors make the measurements independent of other in the field, and these camera sensors can cooperate to make an accurate estimation for the location of the target. In addition, the relationships among L-coverage, 2-coverage, and the density of camera sensors are also discussed in this paper. The obtained results show that our model can be effectively deployed in many practical scenarios.
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