一种基于前缀和算法的低复杂度目标检测技术

IF 0.7 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC
Li Zhang, Hai Lin, Ke Wang, Feng Zhang
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引用次数: 0

摘要

传统的 FMCW 毫米波雷达目标检测技术对所有测距-多普勒单元采用二维(2D)单元平均恒定误报率(CA-CFAR)检测器,以抑制噪声和杂波。然而,这种二维 CA-CFAR 方法有很大的缺点,特别是由于需要大量的加法,计算成本很高,导致时间复杂度为 O(n4)。为了在保证检测精度的同时降低计算复杂度,本文提出了一种基于前缀和算法的新型 CA-CFAR 技术,其复杂度为 O(n2)。仿真验证了所提方法的可行性。与传统和最先进的优化 CA-CFAR 技术相比,所提出的方法减少了 95% 的加法运算次数,降低了约 0.5 dB 的 CFAR 损失,并在固定误报率为 10-6 的情况下提高了约 20% 的优点系数 (FOM)。这一先进技术为雷达应用提供了显著的计算效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

A Low-Complexity Target Detection Technique Using the Prefix Sum Algorithm

A Low-Complexity Target Detection Technique Using the Prefix Sum Algorithm

A conventional target detection technique for FMCW millimeter-wave radar applies a two-dimensional (2D) cell-averaging constant false alarm rate (CA-CFAR) detector to all range-doppler cells in order to suppress noise and clutter. However, this 2D CA-CFAR method has significant drawbacks, particularly its high computational cost due to the large number of additions required, resulting in a time complexity of O(n4). To decrease the computational complexity while ensuring the detection accuracy, a novelty CA-CFAR technique based on the prefix sum algorithm with a complexity O(n2) is proposed in this article. Simulations verify the feasibility of the proposed method. Compared to both conventional and state-of-the-art optimized CA-CFAR techniques, the proposed method reduces the number of addition operations by 95%, lowers CFAR loss by approximately 0.5 dB, and improves the figure of merit (FOM) by about 20% at a fixed false alarm rate of 10−6. This advanced technique offers significant computational efficiency for radar applications.

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来源期刊
Electronics Letters
Electronics Letters 工程技术-工程:电子与电气
CiteScore
2.70
自引率
0.00%
发文量
268
审稿时长
3.6 months
期刊介绍: Electronics Letters is an internationally renowned peer-reviewed rapid-communication journal that publishes short original research papers every two weeks. Its broad and interdisciplinary scope covers the latest developments in all electronic engineering related fields including communication, biomedical, optical and device technologies. Electronics Letters also provides further insight into some of the latest developments through special features and interviews. Scope As a journal at the forefront of its field, Electronics Letters publishes papers covering all themes of electronic and electrical engineering. The major themes of the journal are listed below. Antennas and Propagation Biomedical and Bioinspired Technologies, Signal Processing and Applications Control Engineering Electromagnetism: Theory, Materials and Devices Electronic Circuits and Systems Image, Video and Vision Processing and Applications Information, Computing and Communications Instrumentation and Measurement Microwave Technology Optical Communications Photonics and Opto-Electronics Power Electronics, Energy and Sustainability Radar, Sonar and Navigation Semiconductor Technology Signal Processing MIMO
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