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Joint Detection and Estimation with Hybrid Low-Bit Quantizated Signals
Received date: 2025-02-22
Online published: 2026-01-24
This paper addresses the target detection problem with distributed radar on moving platforms,where the hardware resources of each node and the transmission bandwidth are limited,and proposes a joint detection and estimation algorithm for hybrid data with adaptive low-bit quantization.Firstly,considering the distributed radar on moving platforms,with each node deploying an adaptive low-bit quantizer according to the resource constraints,we establish the hybrid low-bit quantized signal model,and derive the likelihood functions with respect to (w.r.t.) the unknown multi-dimensional target state,as well as the propagation attenuation.Secondly,we analyze the coupling characteristics among the multi-dimensional unknown parameters due to the non-linear transformation of low-bit quantization,where the objective function w.r.t.the coupled parameters is derived using the hybrid quantized data.Then,we design the joint estimation algorithm of the multi-dimensional parameters based on the designed batch gradient descent-differential evolution algorithm.Finally,following the Generalized Likelihood Ratio Test (GLRT) criterion,we design the hybrid detector for the distributed radar and derive its statistical characteristics,demonstrating the theoretical performance of the system,and then design the Constant False Alarm Ratio (CFAR) detection threshold accordingly.The numerical results of two simulation experiments prove the effectiveness and robustness of the proposed algorithm,and verify that the proposed algorithm has a broad application potentiality.
JIANG Xiayu , MI Xiaolin , JIANG Xinyue , LI Ximin , YANG Shixing . Joint Detection and Estimation with Hybrid Low-Bit Quantizated Signals[J]. Journal of Projectiles, Rockets, Missiles and Guidance, 2025 , 45(6) : 1231 -1239 . DOI: 10.15892/j.cnki.djzdxb.2025.06.034
| [1] |
时晨光, 唐志诚, 周建江, 等. 非理想检测下多雷达网络节点选择与辐射资源联合优化分配算法[J]. 雷达学报, 2024, 13(3):565-583.
|
| [2] |
易伟, 袁野, 刘光宏, 等. 多雷达协同探测技术研究进展:认知跟踪与资源调度算法[J]. 雷达学报, 2023, 12(3):471-499.
|
| [3] |
|
| [4] |
|
| [5] |
|
| [6] |
|
| [7] |
|
| [8] |
邢孟道, 林浩, 陈溅来, 等. 多平台合成孔径雷达成像算法综述[J]. 雷达学报, 2019, 8(6):732-757.
|
| [9] |
|
| [10] |
|
| [11] |
张国鑫, 易伟, 孔令讲. 基于1比特量化的大规模MIMO雷达系统直接定位算法[J]. 雷达学报, 2021, 10(6):970-981.
|
| [12] |
|
| [13] |
|
| [14] |
|
| [15] |
杨诗兴, 张国鑫, 梁雲飞, 等. 动平台分布式雷达系统动目标低比特数据检测算法[J]. 雷达学报, 2024, 13(3):584-600.
|
| [16] |
|
| [17] |
|
| [18] |
|
| [19] |
|
| [20] |
|
| [21] |
|
| [22] |
|
| [23] |
|
| [24] |
|
| [25] |
|
| [26] |
张泽, 陈伯孝, 尚社, 等. 基于 1-bit 的北斗卫星外辐射源目标定位方法研究[J]. 空间电子技术, 2025, 22(2):48-56.
|
| [27] |
HE Q, BLUM R, GODRICH H, et al. Target velocity estimation and antenna placement for MIMO radar with widely separated antennas[J]. IEEE Journal of Selected Topics in Signal Processing, 2010, 4(1):79-100.
|
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