Signal Processing, Audio, and Wireless

Extend deep learning workflows with signal processing, audio processing, wireless communications, and radar processing applications

Use Deep Learning Toolbox™ to incorporate deep learning in signal processing, audio processing, wireless communications, and radar processing applications.

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Musical Instrument Classification with Joint Time-Frequency Scattering

Classify musical instruments using joint time-frequency features paired with a 3-D convolutional network.

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Classify ECG Signals Using Long Short-Term Memory Networks

Classify heartbeat electrocardiogram data using deep learning and signal processing.

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Waveform Segmentation Using Deep Learning

Segment human electrocardiogram signals using time-frequency analysis and deep learning.

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Generate Synthetic Signals Using Conditional GAN

Use a conditional generative adversarial network to produce synthetic data for model training.

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Audio-Based Anomaly Detection for Machine Health Monitoring

Design an autoencoder neural network to perform anomaly detection for machine sounds using unsupervised learning.

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Classify Time Series Using Wavelet Analysis and Deep Learning

Classify heartbeat electrocardiogram data using deep learning and the continuous wavelet transform.

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OFDM Autoencoder for Wireless Communications

Model an end-to-end orthogonal frequency division modulation (OFDM) communications system with an autoencoder to reliably transmit information bits over a wireless channel.

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Hand Gesture Classification Using Radar Signals and Deep Learning

Classify ultra-wideband impulse radar signal data using a MISO convolutional neural network.

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Detect Anomalies in Signals Using deepSignalAnomalyDetector

Use a learning-based tool to detect abnormal points or segments in time-series data.

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Signal Processing, Audio, and Wireless

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Featured Examples