信号处理、音频与无线技术
加速信号处理、音频处理、无线通信及雷达处理应用
通过将 Parallel Computing Toolbox™ 与 Signal Processing Toolbox™、Wavelet Toolbox™、Audio Toolbox™、Communications Toolbox™、5G Toolbox™、Antenna Toolbox™ 和 Radar Toolbox 结合使用,利用并行计算来加速信号处理、音频处理、无线通信和雷达处理应用。
App
主题
信号处理
- Classify ECG Signals Using Long Short-Term Memory Networks with GPU Acceleration (Signal Processing Toolbox)
Classify heartbeat electrocardiogram data using deep learning and signal processing with GPU acceleration. (自 R2022b 起) - Accelerate Signal Feature Extraction and Classification Using a GPU (Signal Processing Toolbox)
Use a graphical processing unit (GPU) to extract signal multidomain features for bearing fault detection. (自 R2024b 起) - GPU Acceleration of Scalograms for Deep Learning (Wavelet Toolbox)
Use your GPU to accelerate feature extraction for signal classification. - Wavelet Time Scattering with GPU Acceleration — Spoken Digit Recognition (Wavelet Toolbox)
Extract features on your GPU for signal classification.
音频
- Extract Features from Audio Data Sets (Audio Toolbox)
Use different methods of extracting features from an audio data set. - Accelerate Audio Machine Learning Workflows Using a GPU (Audio Toolbox)
This example shows how to use GPU computing to accelerate machine learning workflows for audio, speech, and acoustic applications. (自 R2024a 起) - Accelerate Audio Deep Learning Using GPU-Based Feature Extraction (Audio Toolbox)
Leverage GPUs for feature extraction to decrease the time required to train an audio deep learning model.
通信
- Accelerate Simulation Using GPUs (Communications Toolbox)
Speed up your communications system simulation using GPUs. - Simulation Acceleration Using MATLAB Coder and Parallel Computing Toolbox (Communications Toolbox)
Ways to accelerate the simulation of communications algorithms in MATLAB. - BER Simulations with Parallel Computing Toolbox (Communications Toolbox)
Improve the execution speed of communication systems involving BER simulations.
5G
- Accelerate 5G Simulation Using GPU (5G Toolbox)
Use GPU arrays in a simplified PDSCH link simulation to speed up execution time. (自 R2025a 起) - NR PDSCH Throughput (5G Toolbox)
Measure PDSCH throughput of the 5G NR downlink. - Accelerate Link-Level Simulations with Parallel Processing (5G Toolbox)
Accelerate link-level simulations using a cluster of workers from a parallel pool. (自 R2024a 起)
天线
- Accelerate Ray Tracing Analysis Using GPU (Antenna Toolbox)
Perform accelerated ray tracing analysis using a GPU. (自 R2025a 起)
雷达
- Acceleration of Clutter Simulation Using GPU and Code Generation (Radar Toolbox)
Simulate clutter on a graphical processing unit (GPU) or through code generation (MEX). (自 R2021a 起)
相关信息
- 支持
gpuArray的函数 (Signal Processing Toolbox) - 支持
gpuArray的函数 (Wavelet Toolbox) - 支持
gpuArray的函数 (Audio Toolbox) - 支持
gpuArray的函数 (Communications Toolbox) - 支持
gpuArray的函数 (5G Toolbox) - 支持
gpuArray的函数 (Antenna Toolbox) - 支持
gpuArray的函数 (Radar Toolbox)


