clearwater,VNF,detection,anormally

this project is aimed at using tensorflow to analysis the Gaussian distribution abnormal data through cos similiarity

anyway,GAN is used ,generator contact lstm and anencoder, and discriminator is CNN

datasets is clearwater on kaggle

five trained model is provided on the repository, which provide convicing data for my graduate thesis

reference:

W. Wang, C. Liang, Q. Chen, L. Tang, H. Yanikomeroglu and T. Liu, "Dist ributed Online Anomaly Detection for Virtualized Network Slicing Environme nt," in IEEE Transactions on Vehicular Technology, vol. 71, no. 11, pp. 122 35-12249, Nov. 2022, doi: 10.1109/TVT.2022.3193074.

W. Wang, C. Liang, L. Tang, H. Yanikomeroglu and Q. Chen, "Federated Multi-Discriminator BiWGAN-GP Based Collaborative Anomaly Detection for Virtualized Network Slicing," in IEEE Transactions on Mobile Computing, 2022, doi: 10.1109/TMC.2022.3200059.

陈世伟,李静,玄佳兴,石竹玉,乔宇杰,高颖.LSTM-GAN:融合 GAN 和 Bi-LSTM 的无监督时间序列异常检测[J/OL].小型微型计算机系统:1-10[2023-05-01].DOI: 10.20009/j.cnki.21-1106/TP.2022-0338.