LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection

1 July 2016

Papers citing "LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection"

50 / 205 papers shown

Title
Anomaly Detection for Non-stationary Time Series using Recurrent Wavelet Probabilistic Neural Network Pu Yang J. A. Barria AI4TS 14 0 0 16 May 2025
An Explainable Anomaly Detection Framework for Monitoring Depression and Anxiety Using Consumer Wearable Devices Yuezhou Zhang A. Folarin Callum Stewart H. Sankesara Yatharth Ranjan Pauline Conde Akash Roy Choudhury Shaoxiong Sun Zulqarnain Rashid Richard J. B. Dobson 19 0 0 05 May 2025
CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series Tian-Shing Lan Yifei Gao Yimeng Lu Chen Zhang 56 0 0 01 May 2025
M $^2$ AD: Multi-Sensor Multi-System Anomaly Detection through Global Scoring and Calibrated Thresholding Sarah Alnegheimish Zelin He Matthew Reimherr Akash Chandrayan Abhinav Pradhan Luca DÁngelo 37 0 0 21 Apr 2025
Anomaly Detection in Time Series Data Using Reinforcement Learning, Variational Autoencoder, and Active Learning Bahareh Golchin Banafsheh Rekabdar AI4TS 30 0 0 03 Apr 2025
RoCA: Robust Contrastive One-class Time Series Anomaly Detection with Contaminated Data Xudong Mou Rui Wang Bo Li Tianyu Wo Jie Sun Han Wang Xudong Liu AI4TS 50 1 0 24 Mar 2025
Graph-Augmented LSTM for Forecasting Sparse Anomalies in Graph-Structured Time Series Sneh Pillai AI4TS 65 0 0 05 Mar 2025
An Expert Ensemble for Detecting Anomalous Scenes, Interactions, and Behaviors in Autonomous Driving Tianchen Ji Neeloy Chakraborty Andre Schreiber Katherine Rose Driggs-Campbell 194 1 0 23 Feb 2025
Federated Learning with Reservoir State Analysis for Time Series Anomaly Detection Keigo Nogami Tamura Hiroto Gouhei Tanaka FedML 85 0 0 17 Feb 2025
Empirical likelihood for Fréchet means on open books Karthik Bharath Huiling Le A. Wood Xi Yan 123 0 0 25 Dec 2024
Leveraging A New GAN-based Transformer with ECDH Crypto-system for Enhancing Energy Theft Detection in Smart Grid Yang Yang Xun Yuan Arwa Alromih A. Pasikhani P. Gope Biplab Sikdar 69 0 0 27 Nov 2024
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Quan Zhou Changhua Pei Fei Sun Jing Han Zhengwei Gao Dan Pei Haiming Zhang Gaogang Xie Jianhui Li AI4TS 70 4 0 01 Nov 2024
MIXAD: Memory-Induced Explainable Time Series Anomaly Detection Minha Kim K. Bhaumik A. Ali Simon S. Woo AI4TS 39 1 0 30 Oct 2024
Abnormality Forecasting: Time Series Anomaly Prediction via Future Context Modeling Sinong Zhao Wenrui Wang Hongzuo Xu Zhaoyang Yu Qingsong Wen Gang Wang Xiaoguang Liu Guansong Pang AI4TS 30 0 0 16 Oct 2024
Trajectory Anomaly Detection with Language Models Jonathan Mbuya Dieter Pfoser Antonios Anastasopoulos 21 0 0 18 Sep 2024
Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions Lucas Correia Jan-Christoph Goos Philipp Klein Thomas Bäck Anna V. Kononova AI4TS 54 3 0 07 Aug 2024
Enhanced Anomaly Detection in Automotive Systems Using SAAD: Statistical Aggregated Anomaly Detection Dacian Goina Eduard Hogea George Matieş 34 0 0 11 Jun 2024
USD: Unsupervised Soft Contrastive Learning for Fault Detection in Multivariate Time Series Hong Liu Xiuxiu Qiu Yiming Shi Z. Zang 34 0 0 25 May 2024
Large language models can be zero-shot anomaly detectors for time series? Sarah Alnegheimish Linh Nguyen Laure Berti-Equille K. Veeramachaneni AI4TS 30 12 0 23 May 2024
An Attention-Based Deep Generative Model for Anomaly Detection in Industrial Control Systems Mayra Alexandra Macas Carrasco Chunming Wu Walter Fuertes 23 1 0 03 May 2024
Accurate and fast anomaly detection in industrial processes and IoT environments Simone Tonini Andrea Vandin Francesca Chiaromonte Daniele Licari Fernando Barsacchi 18 0 0 27 Apr 2024
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Zahra Zamanzadeh Darban Yiyuan Yang Geoffrey I. Webb Charu C. Aggarwal Qingsong Wen Shirui Pan Mahsa Salehi 60 0 0 17 Apr 2024
Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting Muyao Wang Wenchao Chen Bo Chen 32 2 0 08 Mar 2024
Towards efficient deep autoencoders for multivariate time series anomaly detection Marcin Pietroñ Dominik Zurek Kamil Faber Roberto Corizzo 37 0 0 04 Mar 2024
TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection Models Haotian Si Changhua Pei Hang Cui Jingwen Yang Yongqian Sun ... Haiming Zhang Jing Han Dan Pei Jianhui Li Gaogang Xie AI4TS 32 6 0 16 Feb 2024
OIL-AD: An Anomaly Detection Framework for Sequential Decision Sequences Chen Wang S. Erfani T. Alpcan Christopher Leckie OffRL 38 2 0 07 Feb 2024
DACR: Distribution-Augmented Contrastive Reconstruction for Time-Series Anomaly Detection Lixu Wang Shichao Xu Xinyu Du Qi Zhu 27 1 0 20 Jan 2024
MTAD: Tools and Benchmarks for Multivariate Time Series Anomaly Detection Jinyang Liu Wen-Cheng Gu Zhuangbin Chen Yichen Li Yuxin Su Michael R. Lyu AI4TS 22 2 0 10 Jan 2024
Weakly Augmented Variational Autoencoder in Time Series Anomaly Detection Zhangkai Wu LongBing Cao Qi Zhang Junxian Zhou Hui Chen 41 3 0 07 Jan 2024
When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly Detection Dongmin Kim S. Park Jaegul Choo AI4TS OOD 19 13 0 19 Dec 2023
Label-Free Multivariate Time Series Anomaly Detection Qihang Zhou Shibo He Haoyu Liu Jiming Chen Wenchao Meng AI4TS 27 10 0 17 Dec 2023
MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly Detection Junho Song Keonwoo Kim Jeonglyul Oh Sungzoon Cho AI4TS 26 25 0 05 Dec 2023
Selective Inference for Changepoint detection by Recurrent Neural Network Tomohiro Shiraishi Daiki Miwa Vo Nguyen Le Duy Ichiro Takeuchi 20 4 0 25 Nov 2023
Set Features for Anomaly Detection Niv Cohen Issar Tzachor Yedid Hoshen 35 0 0 24 Nov 2023
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Daesoo Lee Sara Malacarne Erlend Aune AI4TS 42 9 0 21 Nov 2023
Unsupervised Sim-to-Real Adaptation of Soft Robot Proprioception using a Dual Cross-modal Autoencoder Chaeree Park Hyunkyu Park Jung Kim 28 0 0 21 Oct 2023
Open-Set Multivariate Time-Series Anomaly Detection Thomas Lai Thi Kieu Khanh Ho Narges Armanfard AI4TS 45 3 0 18 Oct 2023
FMM-Head: Enhancing Autoencoder-based ECG anomaly detection with prior knowledge Giacomo Verardo Magnus Boman Samuel Bruchfeld Marco Chiesa Sabine Koch Gerald Q. Maguire Dejan Kostić 15 1 0 06 Oct 2023
An Attentional Recurrent Neural Network for Occlusion-Aware Proactive Anomaly Detection in Field Robot Navigation Jihun Han Tianchen Ji Yoonsang Lee Katherine Driggs-Campbell 27 3 0 28 Sep 2023
Disruption Detection for a Cognitive Digital Supply Chain Twin Using Hybrid Deep Learning Mahmoud Ashraf Amr Eltawil Islam Ali 21 6 0 25 Sep 2023
Generative Pre-Training of Time-Series Data for Unsupervised Fault Detection in Semiconductor Manufacturing Sewoong Lee JinKyou Choi Min Su Kim AI4TS 22 0 0 20 Sep 2023
Practical Anomaly Detection over Multivariate Monitoring Metrics for Online Services Jinyang Liu Tianyi Yang Zhuangbin Chen Yuxin Su Cong Feng Zengyin Yang Michael R. Lyu 15 7 0 19 Aug 2023
CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly Detection Zahra Zamanzadeh Darban Geoffrey I. Webb Shirui Pan Charu C. Aggarwal Mahsa Salehi AI4TS 38 18 0 18 Aug 2023
Beyond Sharing: Conflict-Aware Multivariate Time Series Anomaly Detection Haotian Si Changhua Pei Zhihan Li Yadong Zhao Jingjing Li Haiming Zhang Zulong Diao Jianhui Li Gaogang Xie Dan Pei AI4TS 28 4 0 17 Aug 2023
Sparse Binary Transformers for Multivariate Time Series Modeling Matt Gorbett Hossein Shirazi I. Ray AI4TS 32 13 0 09 Aug 2023
Detection of Anomalies in Multivariate Time Series Using Ensemble Techniques A. Iliopoulos John Violos Christos Diou Iraklis Varlamis AI4TS 16 1 0 06 Aug 2023
A Novel DDPM-based Ensemble Approach for Energy Theft Detection in Smart Grids Xun Yuan Yang Yang Asif Iqbal P. Gope Biplab Sikdar DiffM 11 1 0 30 Jul 2023
Prior Based Online Lane Graph Extraction from Single Onboard Camera Image Y. Can Alexander Liniger D. Paudel Luc Van Gool 31 2 0 25 Jul 2023
Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection Yu Zheng Huan Yee Koh Ming Jin Lianhua Chi Khoa T. Phan Shirui Pan Yi-Ping Phoebe Chen Wei Xiang AI4TS 26 25 0 17 Jul 2023
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions Peng Yan Ahmed Abdulkadir Paul-Philipp Luley Matthias Rosenthal Gerrit A. Schatte Benjamin Grewe Thilo Stadelmann AI4TS 36 58 0 11 Jul 2023