This example presents a workflow for performing radar target classification using machine and deep learning techniques. Although this example used synthesized data to do training and testing, it can be easily extended to accommodate real radar returns. Because of the signal characteristics, wavel...
It has been shown that a target's high resolution range profile (HRRP) is sparse in time corresponding to few scatterers that can be associated with target geometry. The recognition system is tested using real radar data of commercial aircraft models. Classification ...
The first part of the work focuses on 10-class radar target classification on standard MSTAR dataset. For avoiding overfitting, I fulfilled 96*96 SAR target classification with data augmentation using random cropping, proving that it can easily outperformtraditional machine learning methods. ...
Radar target classification using fusion of compressively sensed backscatter The radar returns examined represent the backscatter from four commercial aircraft models at various azimuth positions. The data may be corrupted by additive ... I Jouny - Conference on Automatic Target Recognition 被引量: 0发...
This paper presents experimental results of extracting features in the Radar Target Classification process using the J frequency band pulse radar. The feature extraction is based on frequency analysis methods, the discrete-time Fourier Transform (DFT) and Multiple Signal Characterisation (MUSIC), based ...
Radar target classification performance of neural networks is evaluated. Time-domain and frequency-domain target features are considered. The sensitivity o... I Jouny,Garber, F.D. - 《IEEE Transactions on Aerospace & Electronic Systems》 被引量: 120发表: 1993年 Methods and apparatus for detection...
The main goal for this classification fr... S Rahman,AB Vattulainen,DA Robertson - IET Radar, Sonar & Navigation (Wiley-Blackwell) 被引量: 0发表: 2024年 Intelligent Target Classification Algorithm for 77G Radar Based on Correction Data Set Traffic participant classification is crucial in ...
1) radar target classification 雷达目标分类2) radar multitarget resolving 雷达多目标分辨 1. Combined with the basic principle and method of the radar multitarget resolving,the application of time frequency analysis is discussed for nonrigid multitarget resolving. 从雷达多目标分辨的基本原理和方法...
[IEEE IEEE International Conference on Radar - Arlington, VA, USA (7-10 May 1990)] IEEE International Conference on Radar - Radar detection sensitivity as a function of target dimensionality [IEEE IEEE International Conference on Radar - Arlington, VA, USA (7-10 May 1990)] IEEE International ...
In this paper, we propose a method to classify the human and vehicle objects by combining a support vector machine (SVM) and the deep learning model, you only look once (YOLO), in a high-resolution automotive radar system. To enhance the classification performance, the boundaries of targets ...