Intermodulation Interference Suppression Based on Adaptive Multiple Linear Kalman Notch

ZHENG Jian-yong; WEI Guang-hui

doi:10.12263/DZXB.20211322

您当前的位置：

首页 >

文章列表页 >

Intermodulation Interference Suppression Based on Adaptive Multiple Linear Kalman Notch

PAPERS | 更新时间：2025-12-08

- Intermodulation Interference Suppression Based on Adaptive Multiple Linear Kalman Notch
- ACTA ELECTRONICA SINICA Vol. 51, Issue 4, Pages: 1030-1038(2023)
- 作者机构：
  
  陆军工程大学石家庄校区电磁环境效应重点实验室，河北石家庄 050003
- 作者简介：
- 基金信息：
- DOI：10.12263/DZXB.20211322
  CLC： O441;TM937;TN92
- Received：28 September 2021，
  
  Revised：2022-09-22，
  
  Published：25 April 2023
- 稿件说明：
移动端阅览
郑建拥,魏光辉.基于自适应多重线性卡尔曼陷波的互调干扰抑制[J].电子学报,2023,51(04):1030-1038.

ZHENG Jian-yong,WEI Guang-hui.Intermodulation Interference Suppression Based on Adaptive Multiple Linear Kalman Notch[J].ACTA ELECTRONICA SINICA,2023,51(04):1030-1038.
郑建拥,魏光辉.基于自适应多重线性卡尔曼陷波的互调干扰抑制[J].电子学报,2023,51(04):1030-1038. DOI： 10.12263/DZXB.20211322.

ZHENG Jian-yong,WEI Guang-hui.Intermodulation Interference Suppression Based on Adaptive Multiple Linear Kalman Notch[J].ACTA ELECTRONICA SINICA,2023,51(04):1030-1038. DOI： 10.12263/DZXB.20211322.

摘要

针对环境中复杂多变的电磁辐射所引起的互调干扰问题，提出了一种基于自适应多重线性卡尔曼陷波（Adaptive Multiple Linear Kalman Notch Filter，AMLKNF）的互调干扰抑制方法.利用电磁环境效应试验建立的二阶互调低频阻塞干扰预测模型，在AMLKNF中设计一个自适应逻辑，根据干扰预测模型来调整陷波频率和深度，以抑制二阶互调低频阻塞干扰.最后通过仿真分析了该方法的性能，与传统陷波滤波方法相比，AMLKNF使信号损耗降低了30%以上，响应时间减少了1 ms，证明了该方法可以抑制至少40 dB的二阶互调低频阻塞干扰.

Abstract

For electronic devices with communication function

the intermodulation interference caused by complex and changeable electromagnetic radiation in the environment has always been a difficult problem to overcome. An intermodulation interference suppression method based on adaptive multiple linear Kalman notch filter (AMLKNF) is proposed. An adaptive logic is designed using the second-order intermodulation low-frequency blocking interference prediction model established by the electromagnetic environment effect test in AMLKNF

and the notch frequency and depth are adjusted according to the interference prediction model to suppress the second-order intermodulation low-frequency blocking interference. Finally

the performance of this method is simulated and analyzed. Compared with the traditional notch filtering method

AMLKNF reduces the signal loss by more than 30% and the response time by 1 ms

which proves that this method can suppress the second-order intermodulation low-frequency blocking interference by at least 40 dB.

关键词

Keywords

references

JIANG J , LI T J , MA X F , et al . A nonlinear equivalent circuit method for analysis of passive intermodulation of mesh reflectors [J ] . Chinese Journal of Aeronautics , 2014 , 27 ( 4 ): 924 - 929 .

BAI H , CUI W Z . Simulation of PIM generated on the mesh reflector [C ] // 2015 European Microwave Conference (EuMC) . Piscataway : IEEE , 2015 : 602 - 605 .

ANDERSON R E , CAHILL S P , DELAHANTY D L . Differences in the type and sequence order of self-defense behaviors during a high-risk victimization scenario: Impact of prior sexual victimization [J ] . Psychology of Violence , 2018 , 8 ( 3 ): 339 - 348 .

ZHAO P , ZHANG X P , YANG D C . Analysis of passive intermodulation generated by broadband signals [J ] . Electronics Letters , 2016 , 52 ( 7 ): 564 - 566 .

潘晓东 , 魏光辉 , 万浩江 , 等 . 用频装备带内双频窄谱电磁辐射阻塞干扰效应预测模型 [J ] . 电波科学学报 , 2020 , 35 ( 3 ): 377 - 385 .

PAN X D , WEI G H , WAN H J , et al . Prediction model of blocking interference effects for electronic equipment under the condition of the dual-frequency narrow spectrum in-band electromagnetic radiation [J ] . Chinese Journal of Radio Science , 2020 , 35 ( 3 ): 377 - 385 . (in Chinese)

王雅平 , 魏光辉 , 李伟 , 等 . 接收机带内双频阻塞干扰机理建模与验证 [J ] . 北京理工大学学报 , 2018 , 38 ( 7 ): 709 - 714 .

WANG Y P , WEI G H , LI W , et al . Mechanism modeling and verification of receiver with in-band dual-frequency blocking jamming [J ] . Transactions of Beijing Institute of Technology , 2018 , 38 ( 7 ): 709 - 714 . (in Chinese)

MIAO X Q , TIAN L . Digital cancellation scheme and hardware implementation for high-order passive intermodulation interference based on Hammerstein model [J ] . China Communications , 2019 , 16 ( 9 ): 165 - 176 .

MAALI M , KıLıÇ M , AYDıN A C . Experimental behaviour of bolted connections with stiffeners [J ] . Steel Construction , 2019 , 12 ( 2 ): 105 - 113 .

TIAN L , HAN H C , CAO W H , et al . Adaptive suppression of passive intermodulation in digital satellite transceivers [J ] . Chinese Journal of Aeronautics , 2017 , 30 ( 3 ): 1154 - 1160 .

HENRIE J , CHRISTIANSON A , CHAPPELL W J . Cancellation of passive intermodulation distortion in microwave networks [C ] // 2008 38th European Microwave Conference . Piscataway : IEEE , 2008 : 1153 - 1156 .

LEDERER C , HUEMER M . Simplified complex LMS algorithm for the cancellation of second-order TX intermodulation distortions in homodyne receivers [C ] // 2011 Conference Record of the Forty Fifth Asilomar Conference on Signals, Systems and Computers (ASILOMAR) . Pacific Grove : IEEE , 2011 : 533 - 537 .

GERZAGUET R , ROS L , BELVÈZE F , et al . Performance of a digital transmitter leakage LMS-based cancellation algorithm for multi-standard radio-frequency transceivers [J ] . Digital Signal Processing , 2016 , 51 : 35 - 46 .

KEEHR E A , HAJIMIRI A . Successive regeneration and adaptive cancellation of higher order intermodulation products in RF receivers [J ] . IEEE Transactions on Microwave Theory and Techniques , 2011 , 59 ( 5 ): 1379 - 1396 .

OU J , TIAN L , LIU J C , et al . Passive intermodulation interference suppression through sparse discrete fractional Fourier transform [J ] . Journal of Physics: Conference Series , 2018 , 1060 : 012002 .

JANG B , IM S , KIM C , et al . Third-order passive intermodulation distortion cancellation using a cubic Volterra filter for wireless relay systems [J ] . Nonlinear Theory and Its Applications, IEICE , 2020 , 11 ( 2 ): 224 - 231 .

LIU X J , ZHANG D L , WANG W Y , et al . Adaptive charge-compensation-based variable on-time control to improve input current distortion for CRM boost PFC converter [J ] . Energies , 2022 , 15 ( 11 ): 4021 .

LU Z K , LI Z R , NI S J , et al . The difference analysis on the effect of third-order intermodulation between single antenna and antenna arrays anti-jamming [C ] // China Satellite Navigation Conference . Singapore : Springer , 2018 : 175 - 187 .

PAIREDER T , MOTZ C , SADJINA S , et al . A robust mixed-signal cancellation approach for even-order intermodulation distortions in LTE-A/5G-transceivers [J ] . IEEE Transactions on Circuits and Systems II: Express Briefs , 2021 , 68 ( 3 ): 923 - 927 .

魏光辉 , 郑建拥 , 赵宏泽 , 等 . 用频设备二阶互调低频阻塞效应建模评估方法 [J ] . 北京理工大学学报 , 2021 , 41 ( 10 ): 1095 - 1102 .

WEI G H , ZHENG J Y , ZHAO H Z , et al . Modeling and evaluating method of second-order intermodulation LF blocking effect for spectrum-dependent equipment [J ] . Transactions of Beijing Institute of Technology , 2021 , 41 ( 10 ): 1095 - 1102 . (in Chinese)

YUAN J , DURRA A AL , EL-SAADANY E . Adaptive digital notch filter based on online grid impedance estimation for grid-tied LCL filter systems [J ] . Electric Power Systems Research , 2019 , 172 : 183 - 192 .

ZHANG J N , SU Q X , TANG B , et al . DPSNet: Multitask learning using geometry reasoning for scene depth and semantics [J ] . IEEE Transactions on Neural Networks and Learning Systems , 2021 , 34529576 : 1 - 12 .

WARMERDAM G J J , VULLINGS R , SCHMITT L , et al . A fixed-lag Kalman smoother to filter power line interference in electrocardiogram recordings [J ] . IEEE Transactions on Biomedical Engineering , 2017 , 64 ( 8 ): 1852 - 1861 .

LAGERBLAD U , WENTZEL H , KULACHENKO A . Study of a fixed-lag Kalman smoother for input and state estimation in vibrating structures [J ] . Inverse Problems in Science and Engineering , 2021 , 29 ( 9 ): 1260 - 1281 .

KIM S Y , KANG C , PARK C G . Multiple frequency tracking and mitigation based on RSPWVD and adaptive multiple linear Kalman Notch filter [J ] . International Journal of Control Automation and Systems , 2020 , 18 ( 5 ): 1139 - 1149 .

GOLESTAN S , GUERRERO J M , VASQUEZ J C . Steady-state linear Kalman filter-based PLLs for power applications: A second look [J ] . IEEE Transactions on Industrial Electronics , 2018 , 65 ( 12 ): 9795 - 9800 .

KANG C H , KIM S Y , PARK C G . Global navigation satellite system interference tracking and mitigation based on an adaptive fading Kalman filter [J ] . IET Radar , Sonar & Navigation, 2015 , 9 ( 8 ): 1030 - 1039 .

RIGATOS G . Control and disturbances compensation in underactuated robotic systems using the derivative-free nonlinear Kalman filter [J ] . Robotica , 2017 , 35 ( 3 ): 687 - 711 .

KUDINTSEVA I G , NICKOLAENKO A P , RYCROFT M J , et al . AC and DC global electric circuit properties and the height profile of atmospheric conductivity [J ] . Annals of Geophysics , 2016 , 59 ( 5 ): A0545 .

MUNOZ-MARTIN J F , MIGUELEZ N , CASTELLA R , et al . 3Cat-4: Combined GNSS-R, L-band radiometer with RFI mitigation, and AIS receiver for a I-unit cubesat based on software defined radio [C ] // 2018 IEEE International Geoscience and Remote Sensing Symposium . Piscataway : IEEE , 2018 : 1063 - 1066 .

Views

下载量

CSCD

Alert me when the article has been cited

提交

Tools

Publicity Resources

Self-Supervised Monocular Depth Estimation for Traffic Scenes Based on Dual Attention Mechanism and Adaptive Cost Volume

An Adaptive Touchscreen Based Continuous Authentication Scheme for Smart Phones

Adaptive and Iterative Training Algorithm of Least Square Support Vector Machine Regression

Adaptive Immune Clonal Selection Cultural Algorithm

Related Author

WU Gang

LIU Wei

HU Jun

CHENG Shuai

YANG Wen-xing

SUN Ling-kui

JIANG Qi

WEN Yue

Related Institution

College of Information Science and Engineering,Northeastern University

Reachauto

College of Computer Science and Engineering, Northeastern University

Henan Key Laboratory of Network Cryptography Technology

School of Cyber Engineering, Xidian University

⁰