Micro-Doppler Shift Compensation for Ballistic Targets Based on Residual Network ResNet50

During the mid-flight of a ballistic target, there are two types of motions: high-speed translational motion and micro-motion. Since the translational motion causes the Doppler curve to be shifted and tilted, the translational component needs to be compensated. In this paper, a new micro-Doppler shift compensation method for ballistic targets based on Residual Network ResNet50 is proposed. The micro-Doppler compensation is converted into a regression analysis of radial motion parameters, and the regression analysis is carried out using ResNet50. According to the results of simulation experiments, the algorithm can realize the compensation of translational components.

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Published
2024-11-22
DOI
https://doi.org/10.1109/icsidp62679.2024.10868542
Primary Topic
Optical Systems and Laser Technology
Type
article
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article

Micro-Doppler Shift Compensation for Ballistic Targets Based on Residual Network ResNet50

Yong Wang, Zhang Rongzheng
Optical Systems and Laser Technology
article

Micro-Doppler Shift Compensation for Ballistic Targets Based on Residual Network ResNet50

Yong Wang, Zhang Rongzheng
article en

Abstract

During the mid-flight of a ballistic target, there are two types of motions: high-speed translational motion and micro-motion. Since the translational motion causes the Doppler curve to be shifted and tilted, the translational component needs to be compensated. In this paper, a new micro-Doppler shift compensation method for ballistic targets based on Residual Network ResNet50 is proposed. The micro-Doppler compensation is converted into a regression analysis of radial motion parameters, and the regression analysis is carried out using ResNet50. According to the results of simulation experiments, the algorithm can realize the compensation of translational components.

Harbin Institute of Technology (CN)
Affordable and clean energy
Openalex Percentile: Top 75%
Optical Systems and Laser Technology
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