基于模板匹配的室内人体检测与定位多径鬼魂识别与抑制方法

IF 8.9 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Xiaopeng Yang;Haoyu Meng;Xiaodong Qu;Weicheng Gao;Feiyang Liu
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引用次数: 0

摘要

室内人体检测与定位是物联网中的一个重要研究领域,利用雷达技术可以有效实现。然而,电磁波会被墙体反射,导致雷达图像出现多径鬼影,导致误报率增加,目标定位精度下降。为了解决这一问题,本文提出了一种基于模板匹配的多路径幽灵识别与抑制方法。证明了鬼影的形状可以建模为椭圆,并且鬼影的长轴和旋转角度与目标不同。计算并利用两个不同的特征来实现鬼识别,并进一步生成鬼掩模。仿真和实验结果验证了该方法的有效性和鲁棒性。特别地,该方法不依赖于建筑布局信息,不需要几何布局。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multipath Ghost Recognition and Suppression Method Based on Template Matching for Indoor Human Detection and Location
Indoor human detection and location is a prominent research area within the Internet of Things, which can be effectively realized using radar technology. However, the electromagnetic waves will be reflected by the wall, leading to multipath ghosts in radar image, resulting in increased false alarm rates and degraded target location accuracy. In order to address this challenge, a multipath ghost recognition and suppression method based on template matching is proposed in this article. It is proved that the shape can be modeled as ellipse and the major axis and rotation angle of ghost is different from that of target. Two distinct features are calculated and used to achieve ghost recognition, and ghost mask is generated further. The effectiveness and robustness of the proposed method are validated through simulations and experimental results. Particularly, the proposed method does not depend on the information of building layout and is geometry-layout-free.
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来源期刊
IEEE Internet of Things Journal
IEEE Internet of Things Journal Computer Science-Information Systems
CiteScore
17.60
自引率
13.20%
发文量
1982
期刊介绍: The EEE Internet of Things (IoT) Journal publishes articles and review articles covering various aspects of IoT, including IoT system architecture, IoT enabling technologies, IoT communication and networking protocols such as network coding, and IoT services and applications. Topics encompass IoT's impacts on sensor technologies, big data management, and future internet design for applications like smart cities and smart homes. Fields of interest include IoT architecture such as things-centric, data-centric, service-oriented IoT architecture; IoT enabling technologies and systematic integration such as sensor technologies, big sensor data management, and future Internet design for IoT; IoT services, applications, and test-beds such as IoT service middleware, IoT application programming interface (API), IoT application design, and IoT trials/experiments; IoT standardization activities and technology development in different standard development organizations (SDO) such as IEEE, IETF, ITU, 3GPP, ETSI, etc.
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