JOURNAL ARTICLE

Radar Plot Classification Based on Machine Learning

Zhengcheng LiuYongmei QiXiao Dai

Year: 2021 Journal:   Proceedings of the 2021 5th International Conference on Electronic Information Technology and Computer Engineering Pages: 537-541

Abstract

Clutter is the inherent environment of radar signal detection and processing. On the one hand, too many clutter points will start a false track, on the other hand, clutter plots will be incorrectly associated with the track, resulting in track errors. Therefore, how to further distinguish target plots and clutter plots after target detection is an important and difficult problem in radar data processing. Aiming at the clutter data mixed in the plot data output by signal processing, this paper extracts the multi-dimensional feature parameters of radar plot on the radar measured data set, classifies the radar real target and false target by using the traditional support vector machine, fully connected neural network and convolution neural network respectively, and compares the effects of three different classification methods.

Keywords:
Clutter Radar Computer science Artificial intelligence Stationary target indication Plot (graphics) Constant false alarm rate Signal processing Pattern recognition (psychology) Radar tracker Track-before-detect Artificial neural network Support vector machine Feature (linguistics) Feature extraction Radar imaging Computer vision Continuous-wave radar Mathematics Telecommunications

Metrics

2
Cited By
0.88
FWCI (Field Weighted Citation Impact)
4
Refs
0.67
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Measurement and Detection Methods
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence
Radar Systems and Signal Processing
Physical Sciences →  Engineering →  Aerospace Engineering

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