DOA estimation with anti-jitter based on DMA heterogeneous codebook cyclic Kalman filtering

LIU Wuding; YI Ming; JIN Liang; JIAO Shiheng; ZHANG Bingqi; LYU Haoyu

doi:10.11959/j.issn.1000-0801.2025044

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DOA estimation with anti-jitter based on DMA heterogeneous codebook cyclic Kalman filtering

Research and Development | 更新时间：2025-04-24

- DOA estimation with anti-jitter based on DMA heterogeneous codebook cyclic Kalman filtering
- Telecommunications Science Vol. 41, Issue 3, Pages: 142-153(2025)
- 作者机构：
  
  1.信息工程大学，河南郑州 450000
  2.郑州大学，河南郑州 450001
- 作者简介：
- 基金信息：
  
  The National Natural Science Foundation of China(U22A2001);Independent Research Program “Research on Single-Channel Direction Finding and Localization Technology Based on Intelligent Reflecting Surfaces”(a8709)
- DOI：10.11959/j.issn.1000-0801.2025044
  CLC： TP928
- Received：19 November 2024，
  
  Revised：2025-01-07，
  
  Published：20 March 2025
- 稿件说明：
移动端阅览
刘武锭,易鸣,金梁等.基于DMA异构码本循环卡尔曼滤波的抗抖动DOA估计[J].电信科学,2025,41(03):142-153.

LIU Wuding,YI Ming,JIN Liang,et al.DOA estimation with anti-jitter based on DMA heterogeneous codebook cyclic Kalman filtering[J].Telecommunications Science,2025,41(03):142-153.
刘武锭,易鸣,金梁等.基于DMA异构码本循环卡尔曼滤波的抗抖动DOA估计[J].电信科学,2025,41(03):142-153. DOI： 10.11959/j.issn.1000-0801.2025044.

LIU Wuding,YI Ming,JIN Liang,et al.DOA estimation with anti-jitter based on DMA heterogeneous codebook cyclic Kalman filtering[J].Telecommunications Science,2025,41(03):142-153. DOI： 10.11959/j.issn.1000-0801.2025044.

摘要

动态超表面天线（dynamic metasurface antenna，DMA）已成为空基平台波达方向（direction of arrival，DOA）估计的优选技术，但其性能易受平台抖动的影响。针对空基平台在DOA估计中面临的角度随机抖动问题，提出了一种基于DMA异构码本循环卡尔曼滤波的抗抖动DOA估计算法。首先，针对角度随机抖动导致的接收端数据非线性问题，提出了一种非线性误差分离方案，将接收数据中的抖动误差转化为易于分离的线性分量，便于后续的抖动分量滤除。其次，为了使接收数据与卡尔曼滤波算法相匹配，提出了一种异构码本循环方案，通过在长时间尺度上构建相同的DMA码字，以支持卡尔曼滤波算法利用累积的时间信息来识别和滤除抖动误差。最后，卡尔曼滤波处理后的数据通过原子范数方法恢复出稀疏信号，并采用基于Hankel矩阵分解的多信号分类（multiple signal classification，MUSIC）方法进行空间谱估计。仿真结果证实，在相同信噪比（signal-to-noise ratio，SNR）条件下，所提方案相较于传统的多次估计平均方案，估计精度提升了48%，估计结果更接近无抖动的理想状态。

Abstract

The dynamic metasurface antenna (DMA) has become an innovative technology designed to estimate the direction of arrival (DOA) for airborne platforms. However

its performance can be significantly impacted by platform jitter. To address the issue of random angular jitter in airborne DOA estimation

an anti-jitter DOA estimation algorithm based on DMA heterogeneous codebook cyclic Kalman filtering was proposed. Firstly

a scheme for addressing the nonlinearity in received data due to random angular jitter was proposed. This method transformed jitter-induced errors into linear components

facilitating the subsequent filtering of jitter components. Secondly

a heterogeneous codebook cycling scheme was proposed to ensure compatibility between received data and the Kalman filtering algorithm. This involved constructing identical DMA codewords over extended time scales

enabling the Kalman filter to leverage accumulated temporal information for jitter error identification and filtration. Finally

the data processed by the Kalman filter was restored to sparse signals using the atomic norm method. Furthermore

spatial spectrum estimation was performed using the multiple signal classification (MUSIC) algorithm based on Hankel matrix decomposition. The simulation results confirm that

under the exact signal-to-noise ratio (SNR) conditions

the proposed method improves the estimation accuracy by 48% compared to the traditional approach of averaging multiple estimates. It refines the estimation results to approximate the ideal jitter-free state.

关键词

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references

JAIN I K , KUMAR R , PANWAR S S . The impact of mobile blockers on millimeter wave cellular system [J ] . IEEE J. Sel. Areas in Communications , 2019 , 37 ( 4 ): 854 - 868 .

LIN X Q , YAJNANARAYANA V , MURUGANATHAN S D , et al . The sky is not the limit: LTE for unmanned aerial vehicles [J ] . IEEE Communications Magazine , 2018 , 56 ( 4 ): 204 - 210 .

ZHANG C Y , ZHANG W Z , WANG W , et al . Research challenges and opportunities of UAV millimeter-wave communications [J ] . IEEE Wireless Communications , 2019 , 26 ( 1 ): 58 - 62 .

LIU C X , LEE J , QUEK T Q S . Safeguarding UAV communications against full-duplex active eavesdropper [J ] . IEEE Transactions on Wireless Communications , 2019 , 18 ( 6 ): 2919 - 2931 .

ZHANG J W , ZENG Y , ZHANG R . Multi-antenna UAV data harvesting: joint trajectory and communication optimization [J ] . Journal of Communications and Information Networks , 2020 , 5 ( 1 ): 86 - 99 .

虞湘宾 , 于凯 , 钱盼盼 . 面向6G移动通信的可重构智能反射表面技术研究综述 [J ] . 南京航空航天大学学报 , 2023 , 55 ( 5 ): 745 - 756 .

YU X B , YU K , QIAN P P . Overview of reconfigurable intelligent surface for 6G mobile communication [J ] . Journal of Nanjing University of Aeronautics and Astronautics , 2023 , 55 ( 5 ): 745 - 756 .

ZHANG P , ZHANG J Y , XIAO H H , et al . RIS-aided 6G communication system with accurate traceable user mobility [J ] . IEEE Transactions on Vehicular Technology , 2023 , 72 ( 2 ): 2718 - 2722 .

MINOVICH A , MIROSHNICHENKO A , BYKOV A , et al . Functional and nonlinear optical metasurfaces [J ] . Laser & Photonics Reviews , 2015 , 9 ( 2 ): 195 - 213 .

HOLLOWAY C L , KUESTER E F , GORDON J A , et al . An overview of the theory and applications of metasurfaces: The two-dimensional equivalents of metamaterials [J ] . IEEE Antennas and Propagation Magazine , 2012 , 54 ( 2 ): 10 - 35 .

李哲 , 徐勇军 , 杨龙 , 等 . RIS辅助通感一体化波束赋形技术综述 [J ] . 无线电工程 , 2025 : 1 - 13 .

LI Z , XU Y J , YANG L , et al . A survey on RIS-assisted integrated sensing and communication beamforming technology [J ] . Radio Engineering , 2025 : 1 - 13 .

张晓茜 , 徐勇军 . 面向零功耗物联网的反向散射通信综述 [J ] . 通信学报 , 2022 , 43 ( 11 ): 199 - 212 .

ZHANG X Q , XU Y J . A survey on backscatter communication for zero-power Internet of things [J ] . Journal on Communications , 2022 , 43 ( 11 ): 199 - 212 .

WAN Z , HUANG K , XU X , et al . RIS-assisted integration of communications and security: protocol, prototyping, and field trials [J ] . IEEE Internet of Things Journal , 2024 , 11 ( 16 ): 26877 - 26887 .

XU Y , XIE H , WU Q , et al . Robust Max-Min energy efficiency for RIS-aided HetNets with distortion noises [J ] . IEEE Transactions on Communications , 2022 , 70 ( 2 ): 1457 - 1471 .

LI Z , LAO M , PHANG S , et al . Development and design methodology of an anti-vibration system on micro-UAVs [C ] // Proceedings of the 2017 International Micro Air Vehicle Conference and Flight Competition (IMAV) . Piscataway : IEEE Press , 2017 : 223 - 228 .

BANAGAR M , DHILLON H S , MOLISCH A F . Impact of UAV wobbling on the air-to-ground wireless channel [J ] . IEEE Transactions on Vehicular Technology , 2020 , 69 ( 11 ): 14025 - 14030 .

WU B , WANG L . Learning from UAV experimental results for performance modeling of reconfigurable intelligent surface flying platform [C ] // Proceedings of the 2021 30th Wireless and Optical Communications Conference (WOCC) . Piscataway : IEEE Press , 2021 .

YUAN W , LIU C , LIU F , et al . Learning-based predictive beamforming for UAV communications with jittering [J ] . IEEE Wireless Communications Letters , 2020 , 9 ( 11 ): 1970 - 1974 .

张赛 . 无人机毫米波系统中的波束成形技术研究 [D ] . 西安 : 西安电子科技大学 , 2021 .

ZHANG S . Research on beamforming technology in UAV millimeter wave systems [D ] . Xi’an : Xidian University , 2021 .

CHEN T , HU X J , GUO M . Joint parameter estimation algorithm for polarization-sensitive channel compression arrays based on atomic norm minimization [J ] . AEU-International Journal of Electronics and Communications , 2024 , 183 : 155371 .

AKHLAGHI S , ZHOU N , HUANG Z Y . Adaptive adjustment of noise covariance in kalman filter for dynamic state estimation [C ] // Proceedings of the 2017 IEEE Power and Energy Conference (PES) General Meeting . Piscataway : IEEE Press , 2017 : 1 - 5 .

ZHENG L , LOPS M , WANG X D . Adaptive interference removal for uncoordinated radar/communication coexistence [J ] . IEEE Journal of Selected Topics in Signal Processing , 2018 , 12 ( 1 ): 45 - 60 .

LIAO W J , FAN A . MUSIC for single-snapshot spectral estimation: stability and super-resolution [J ] . Applied and Computational Harmonic Analysis , 2016 , 40 ( 1 ): 33 - 67 .

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