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xiaogaogaoxiao's Projects

uav-ddpg icon uav-ddpg

Code for paper "Computation Offloading Optimization for UAV-assisted Mobile Edge Computing: A Deep Deterministic Policy Gradient Approach"

uav-noise-suppression icon uav-noise-suppression

An UAV Wireless Communication Noise Suppression Method Based on OFDM Modulation and Demodulation

uav-pos-2d icon uav-pos-2d

Optimal position in 2D for UAV as a communication relay

uav-ris-drl icon uav-ris-drl

3D-Trajectory Design and Phase-Shift for RIS-Assisted UAV Communication using Deep Reinforcement Learning

uav-trajectory-planning icon uav-trajectory-planning

The first unofficial implementation of a paper with the title of "UAV Trajectory Planning for Data Collection from Time-Constrained IoT Devices" (IEEE Transactions on Wireless Communications 2019)

uav3dbeamforming icon uav3dbeamforming

secure transmission for UAV communication systems based on deep learning

uav_relay_dqn icon uav_relay_dqn

论文UAV relay in VANETs against smart jamming with reinforcement learning DQN版本

ud501 icon ud501

The Python scripts for Udacity Machine Learning for Trading. By Georgia Tech as CS 7646

udke icon udke

Official implementation of Unfolded Deep Kernel Estimation for Blind Image Super-resolution.

udl icon udl

PyTorch code for NeurIPS2021 paper "Uncertainty-Driven Loss for Single Image Super-Resolution"

uma_random_user_activity icon uma_random_user_activity

Matlab codes for Unsourced Multiple Access With Random User Activity by K.-H. Ngo, A. Lancho, G. Durisi, and A. Graell i Amat

umdpsn icon umdpsn

Implementation for DPSN in Applied Soft Computing

underwater-acoustic-target-classification-based-on-dense-convolutional-neural-network icon underwater-acoustic-target-classification-based-on-dense-convolutional-neural-network

In oceanic remote sensing operations, underwater acoustic target recognition is always a difficult and extremely important task of sonar systems, especially in the condition of complex sound wave propagation characteristics. Expensively learning recognition model for big data analysis is typically an obstacle for most traditional machine learning (ML) algorithms, whereas convolutional neural network (CNN), a type of deep neural network, can automatically extract features for accurate classification. In this study, we propose an approach using a dense CNN model for underwater target recognition. The network architecture is designed to cleverly re-use all former feature maps to optimize classification rate under various impaired conditions while satisfying low computational cost. In addition, instead of using time-frequency spectrogram images, the proposed scheme allows directly utilizing original audio signal in time domain as the network input data. Based on the experimental results evaluated on the real-world dataset of passive sonar, our classification model achieves the overall accuracy of 98.85$\%$ at 0 dB signal-to-noise ratio (SNR) and outperforms traditional ML techniques, as well as other state-of-the-art CNN models.

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