Fully Learnable Deep Wavelet Transform for Unsupervised Monitoring of
High-Frequency Time Series

Fully Learnable Deep Wavelet Transform for Unsupervised Monitoring of High-Frequency Time Series

3 May 2021

Gaetan Frusque

Papers citing "Fully Learnable Deep Wavelet Transform for Unsupervised Monitoring of High-Frequency Time Series"

11 / 11 papers shown

Title
Time Series Embedding Methods for Classification Tasks: A Review Yasamin Ghahremani Vangelis Metsis AI4TS 36 0 0 23 Jan 2025
A Comparison of Deep Learning Architectures for Spacecraft Anomaly Detection Daniel Lakey Tim Schlippe 35 2 0 19 Mar 2024
Smart filter aided domain adversarial neural network for fault diagnosis in noisy industrial scenarios Baorui Dai Gaëtan Frusque Tianfu Li Qi Li Olga Fink AI4CE 27 0 0 04 Jul 2023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 57 21 0 04 Feb 2023
WavSpA: Wavelet Space Attention for Boosting Transformers' Long Sequence Learning Ability Yufan Zhuang Zihan Wang Fangbo Tao Jingbo Shang ViT AI4TS 35 3 0 05 Oct 2022
TFN: An Interpretable Neural Network with Time-Frequency Transform Embedded for Intelligent Fault Diagnosis Qian Chen Xingjian Dong Guowei Tu Dong Wang Baoxuan Zhao Zhike Peng AI4CE 8 66 0 05 Sep 2022
Learning Informative Health Indicators Through Unsupervised Contrastive Learning Katharina Rombach Gabriel Michau Wilfried Bürzle Stefan Koller Olga Fink SSL 8 2 0 28 Aug 2022
Robust Time Series Denoising with Learnable Wavelet Packet Transform Gaetan Frusque Olga Fink OOD AI4TS 32 23 0 13 Jun 2022
TCCT: Tightly-Coupled Convolutional Transformer on Time Series Forecasting Li Shen Yangzhu Wang AI4TS 30 92 0 29 Aug 2021
MIMII Dataset: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection Harsh Purohit Ryo Tanabe K. Ichige Takashi Endo Yuki Nikaido Kaori Suefusa Y. Kawaguchi 73 302 0 20 Sep 2019
Convolutional Neural Networks Analyzed via Convolutional Sparse Coding V. Papyan Yaniv Romano Michael Elad 56 284 0 27 Jul 2016