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lighting-zhu's Projects

deep-compressed-sensing icon deep-compressed-sensing

Deep Learning/Deep neural network-based Image/Video (Quantized) Compressed/Compressive Sensing (Coding)

deepcom icon deepcom

a CNN based end to end communication systems

deeprmsa icon deeprmsa

For more details, see paper: DeepRMSA: A Deep Reinforcement Learning Framework for Routing, Modulation and Spectrum Assignment in Elastic Optical Networks

density-evolution-awgn icon density-evolution-awgn

Density evolution for LDPC codes construction under AWGN-channel: reciprocal-channel approximation (RCA), Gaussian Evolution, Covariance Evolution

design-of-routing-protocol-for-underwater-wireless-sensor-network icon design-of-routing-protocol-for-underwater-wireless-sensor-network

All routing protocol performs specific task in underwater wireless sensor network(UWSN). Routing is responsible for networking problems. The main design issues of the routing protocols for UWSN are Bandwidth capacity, problem related to low energy, node mobility and high propagation delays. In this project Dynamic route discovery, Cluster and depth based and Location based routing protocols are proposed.

diffusion-gradient-descent-tls icon diffusion-gradient-descent-tls

MATLAB code for [R. Arablouei, S. Werner, and K. Doğançay, “Diffusion-based distributed adaptive estimation utilizing gradient-descent total least-squares,” in Proc. Int. Conf. Acoust., Speech Signal Process., Vancouver, Canada, May 2013, pp. 5308-5312.]

dl_cs_ecg icon dl_cs_ecg

Effect of sparse Dictionary learning on the quality of recovery in Compressive sensing

dnn_detection_via_keras icon dnn_detection_via_keras

This is the simplest implementation of Power of Deep Learning for Channel Estimation and Signal Detection in OFDM Systems using keras.

drl icon drl

Deep Reinforcement Learning

dslms icon dslms

Impulse-Noise-Tolerant Data-Selective LMS Algorithm

dynamic-systems-dl icon dynamic-systems-dl

Collection of resources that combine dynamic systems, control with deep learning.

dynamicmultichannelrl icon dynamicmultichannelrl

Contains Implementation of Paper " S Wang, H Liu, P H Gomes, and B Krishnamachari ; Deep Reinforcement Learning for Dynamic Multichannel Access in Wireless Networks"

end2end_gan icon end2end_gan

Conditional GAN based End-to-End Communication System

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