[an error occurred while processing this directive] [an error occurred while processing this directive] [an error occurred while processing this directive]
[an error occurred while processing this directive]
Academic article

Joint Detection and Estimation with Hybrid Low-Bit Quantizated Signals

  • JIANG Xiayu , 1, 2, 3 ,
  • MI Xiaolin 1, 2, 3, 4 ,
  • JIANG Xinyue 5 ,
  • LI Ximin 6 ,
  • YANG Shixing , 6, 7, *
Expand
  • 1 Shanghai Radio Equipment Research Institute,Shanghai 201109,China
  • 2 National Key Laboratory of Scattering and Radiation,Shanghai 200438,China
  • 3 Shanghai Key Laboratory of Electromagnetic Environmental Effects for Aerospace Vehicle,Shanghai 200438,China
  • 4 Key Laboratory of Information Science of Electromagnetic Waves,Fudan University,Shanghai 200433,China
  • 5 Hangzhou Institute of Technology,Xidian University,Hangzhou 311231,Zhejiang,China
  • 6 School of Electronic Engineering,Xidian University,Xian 710071,Shaanxi,China
  • 7 National Key Laboratory of Radar Signal Processing,Xidian University,Xian 710071,Shaanxi,China

Received date: 2025-02-22

  Online published: 2026-01-24

Abstract

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.

Cite this article

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

[an error occurred while processing this directive]
[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.

SHI C G, TANG Z C, ZHOU J J, et al. Joint collaborative radar selection and transmit resource allocation in multiple distributed radar networks with imperfect detection performance[J]. Journal of Radars, 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.

YI W, YUAN Y, LIU G H, et al. Recent advances in multi-radar collaborative surveillance:Cognitive tracking and resource scheduling algorithms[J]. Journal of Radars, 2023, 12(3):471-499.

[3]
REIBMAN A R, NOLTE L. Optimal detection and performance of distributed sensor systems[J]. IEEE Transactions on Aerospace and Electronic Systems, 1987,(1):24-30.

[4]
ZHOU S, ZHAO M, XU X, et al. Distributed wireless communication system:a new architecture for future public wireless access[J]. IEEE Communications Magazine, 2003, 41(3):108-113.

[5]
CHAKRABARTY K, IYENGAR S S, QI H, et al. Grid coverage for surveillance and target location in distributed sensor networks[J]. IEEE Transaction on Computers, 2002, 51(2):1448-1453.

DOI

[6]
KAPLAN L M. Global node selection for localization in a distributed sensor network[J]. IEEE Transactions on Aerospace and Electronic Systems, 2006, 42(1):113-135.

DOI

[7]
CHEN P, ZHENG L, WANG X, et al. Moving target detection using colocated MIMO radar on multiple distributed moving platforms[J]. IEEE Transactions on Signal Processing, 2017, 65(17):4670-4683.

DOI

[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.

XING M D, LIN H, CHEN J L, et al. A review of imaging algorithms in multi-platform-borne synthetic aperture radar[J]. Journal of Radars, 2019, 8(6):732-757.

[9]
RIBEIRO A, GIANNAKIS G B. Bandwidth-constrained distributed estimation for wireless sensor networks-part I:Gaussian case[J]. IEEE Transactions on Signal Processing, 2006, 54(3):1131-1143.

DOI

[10]
CIUONZO D, JAVADI S H, MOHAMMADI A, et al. Bandwidth constrained decentralized detection of an unknown vector signal via multisensor fusion[J]. IEEE Transactions on Signal and Information Processing over Networks, 2020,6:744-758.

[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.

ZHANG G X, YI W, KONG L J. Direct position determination for massive MIMO system with one-bit quantization[J]. Journal of Radars, 2021, 10(6):970-981.

[12]
FANG J, LIU Y, LI H. et al. One-bit quantizer design for multisensor GLRT fusion[J]. IEEE Communications Letters, 2013, 20(3):257-260.

[13]
PAPADOPOULOS H C, WORNELL G W, OPPENHEIM A V. Sequential signal encoding from noisy measurements using quantizers with dynamic bias control[J]. IEEE Transactions on Information Theory, 2001, 47(3):978-1002.

DOI

[14]
GAO F, GUO L, LI H, et al. Quantizer design for distributed GLRT detection of weak signal in wireless sensor networks[J]. IEEE Transactions on Wireless Communications, 2015, 14(14):2032-2042.

DOI

[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.

YANG S X, ZHANG G X, LIANG Y F, et al. Moving targets detection with low-bit quantization in distributed radar on moving platforms[J]. Journal of Radars, 2024, 13(3):584-600.

[16]
YANG S, LAI Y, JAKOBSSON A, et al. Hybrid quantized signal detection with a bandwidth-constrained distributed radar system[J]. IEEE Transactions on Aerospace and Electronic Systems, 2023, 59(6):7835-7850.

DOI

[17]
CHONG C Y, KUMAR S P. Sensor networks:evolution,opportunities,and challenges[J] Proceedings of the IEEE, 2003, 91(8):1247-1256.

DOI

[18]
LI W, MIAO Q, YUAN Y, et al. Automotive radar multi-frame track-before-detect algorithm considering self-positioning errors[J]. IEEE Transactions on Intelligent Transportation Systems, 2025, 26(9):13506-13521.

DOI

[19]
RICHARDS M A. Fundamentals of radar signal processing[M], 2nd ed.NY, USA: Tata McGraw-Hill Education,2014:89-179.

[20]
WANG Z, HE Q, BIUM R S. Target detection using quantized cloud MIMO radar measurements[J]. IEEE Transactions on Signal Processing, 2021,70:1-16.

[21]
YANG S, YI W, JAKOBSSON A. Weak signal detection with low-bit quantization in colocated MIMO radar[J]. IEEE Transactions on Signal Processing, 2023,71:447-460.

[22]
KAY S, ZHU Z. The complex parameter Rao test[J] IEEE Transactions on Signal Processing, 2016, 64(24):6580-6588.

DOI

[23]
PRICE K, STORN R M,LAMPINEN J A. Differential evolution:a practical approach to global optimization[M]. Berlin/Heidelberg: Germany Springer Science & Business Media,2006:37-137.

[24]
CIUONZO D, CAROTENUTO V, MAIO A D. On multiple covariance equality testing with application to SAR change detection[J]. IEEE Transactions on Signal Processing, 2017, 65(19):5078-5091.

DOI

[25]
YI W, YUAN Y, HOSEINNEZHAD R, et al. Resource scheduling for distributed multi-target tracking in netted colocated MIMO radar systems[J]. IEEE Transactions on Signal Processing, 2020,68:1602-1617.

[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.

ZHANG Z, CHEN B X, SHANG S, et al. Research on the method of Beidou satellite signals based on 1-bit sampling as external radiation sources for target localization[J]. Space Electronic Technology, 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.

DOI

Outlines

/

[an error occurred while processing this directive]