雷达处理
通过结合使用 Deep Learning Toolbox™ 和 Radar Toolbox,将深度学习应用于雷达系统。有关信号处理应用,请参阅信号处理。
精选示例
From ADC to AI: A Radar Data Deep Learning Tutorial
Implement a full deep learning workflow for a radar system, including how to process raw ADC data, create a labeled dataset, and train a neural network on radar data.
(Radar Toolbox)
- 自 R2025a 起
Improving Weather Radar Moment Estimation with Convolutional Neural Networks
Train and evaluate convolutional neural networks (CNN) to improve weather radar moment estimation.
(Radar Toolbox)
- 自 R2024b 起
LPI Radar Waveform Classification Using Time-Frequency CNN
Train a time-frequency convolutional neural network (CNN) to classify received radar waveforms based on their modulation scheme.
(Phased Array System Toolbox)
Generate Novel Radar Waveforms Using GAN
Generate new radar waveforms using a Wasserstein generative adversarial network with a gradient penalty (WGAN-GP).
(Radar Toolbox)
- 自 R2024a 起
Hand Gesture Classification Using Radar Signals and Deep Learning
Classify ultra-wideband impulse radar signal data using a MISO convolutional neural network.
Human Health Monitoring Using Continuous Wave Radar and Deep Learning
Reconstruct electrocardiogram signals using a bidirectional long short-term memory network and wavelet multiresolution analysis.
Maritime Clutter Suppression with Neural Networks
Train and evaluate a convolutional neural network to remove clutter returns from maritime radar PPI images using the Deep Learning Toolbox™.
(Radar Toolbox)
- 自 R2022b 起
Pedestrian and Bicyclist Classification Using Deep Learning
Classify pedestrians and bicyclists based on their micro-Doppler characteristics using deep learning and time-frequency analysis.
(Radar Toolbox)
Label Radar Signals with Signal Labeler
Label the time and frequency features of pulse radar signals with added noise.
(Radar Toolbox)
Radar Target Classification Using Machine Learning and Deep Learning
Classify radar returns using machine and deep learning approaches.
(Radar Toolbox)
Radar and Communications Waveform Classification Using Deep Learning
Classify radar and communications waveforms using the Wigner-Ville distribution (WVD) and a deep convolutional neural network (CNN).
(Radar Toolbox)
SAR Target Classification Using Deep Learning
Create and train a simple convolution neural network to classify SAR targets using deep learning.
(Radar Toolbox)
- 自 R2021b 起
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