Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding

13 February 2018

Papers citing "Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding"

50 / 271 papers shown

Title
Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning Cheng Liang Donghua Yang Zhiyu Liang Hongzhi Wang Zheng Liang Xiyang Zhang Jianfeng Huang AI4TS 235 1 0 09 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
EdgeConvFormer: Dynamic Graph CNN and Transformer based Anomaly Detection in Multivariate Time Series Jie Liu Qilin Li Senjian An Bradley Ezard Ling Li AI4TS 20 1 0 04 Dec 2023
ADT: Agent-based Dynamic Thresholding for Anomaly Detection Xue Yang Enda Howley Micheal Schukat 26 5 0 03 Dec 2023
TransNAS-TSAD: Harnessing Transformers for Multi-Objective Neural Architecture Search in Time Series Anomaly Detection Ijazul Haq Byung Suk Lee Donna M. Rizzo AI4TS 18 6 0 29 Nov 2023
Learning Multi-Pattern Normalities in the Frequency Domain for Efficient Time Series Anomaly Detection Feiyi Chen Yingying Zhang Zhen Qin Lunting Fan Renhe Jiang Keli Zhang Qingsong Wen Shuiguang Deng AI4TS 33 4 0 26 Nov 2023
One Fits All: Universal Time Series Analysis by Pretrained LM and Specially Designed Adaptors Tian Zhou Peisong Niu Xue Wang Liang Sun Rong Jin AI4TS 68 2 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
Correlated Attention in Transformers for Multivariate Time Series Quang Minh Nguyen Lam M. Nguyen Subhro Das AI4TS 21 0 0 20 Nov 2023
Time Series Anomaly Detection using Diffusion-based Models Ioana Pintilie Andrei Manolache Florin Brad DiffM 23 14 0 02 Nov 2023
Nominality Score Conditioned Time Series Anomaly Detection by Point/Sequential Reconstruction Chih-Yu Lai Fan-Keng Sun Zhengqi Gao Jeffrey H. Lang Duane S. Boning AI4TS 31 15 0 24 Oct 2023
Open-Set Multivariate Time-Series Anomaly Detection Thomas Lai Thi Kieu Khanh Ho Narges Armanfard AI4TS 45 3 0 18 Oct 2023
MST-GAT: A Multimodal Spatial-Temporal Graph Attention Network for Time Series Anomaly Detection Chaoyue Ding Shiliang Sun Jing Zhao AI4TS 43 140 0 17 Oct 2023
DDMT: Denoising Diffusion Mask Transformer Models for Multivariate Time Series Anomaly Detection Chaocheng Yang Tingyin Wang Xuanhui Yan DiffM 31 7 0 13 Oct 2023
LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection Feiyi Chen Zhen Qin Yingying Zhang Shuiguang Deng Lunting Fan Guansong Pang Qingsong Wen AI4TS 30 6 0 09 Oct 2023
Unravel Anomalies: An End-to-end Seasonal-Trend Decomposition Approach for Time Series Anomaly Detection Zhenwei Zhang Ruiqi Wang Ran Ding Yuantao Gu 16 3 0 30 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
MadSGM: Multivariate Anomaly Detection with Score-based Generative Models Haksoo Lim Sewon Park Minjung Kim Jaehoon Lee S. Lim Noseong Park 40 3 0 29 Aug 2023
Multivariate Time Series Anomaly Detection: Fancy Algorithms and Flawed Evaluation Methodology M. A. Sehili Zonghua Zhang AI4TS 29 2 0 24 Aug 2023
Adaptive Thresholding Heuristic for KPI Anomaly Detection Ebenezer R. H. P. Isaac Akshat Sharma 25 2 0 21 Aug 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 34 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
Deep Learning Driven Detection of Tsunami Related Internal GravityWaves: a path towards open-ocean natural hazards detection V. Constantinou M. Ravanelli Hamlin Liu J. Bortnik 19 2 0 08 Aug 2023
Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach Chunwei Yang Xiaoxu Chen Lijun Sun Hongyu Yang Yuankai Wu AI4TS 36 3 0 02 Aug 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 Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 46 147 0 07 Jul 2023
FITS: Modeling Time Series with $10k$ Parameters Zhijian Xu Ailing Zeng Qiang Xu AI4TS 30 85 0 06 Jul 2023
Prototypes as Explanation for Time Series Anomaly Detection Bin Li Carsten Jentsch Emmanuel Müller AI4TS 30 2 0 04 Jul 2023
ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection Yuhang Chen C. Zhang Minghua Ma Yudong Liu Ruomeng Ding Bo-wen Li Shilin He Saravan Rajmohan Qingwei Lin Dongmei Zhang DiffM 39 47 0 03 Jul 2023
Computationally Assisted Quality Control for Public Health Data Streams Ananya Joshi Kathryn Mazaitis Roni Rosenfeld Bryan Wilder 19 3 0 29 Jun 2023
Precursor-of-Anomaly Detection for Irregular Time Series Sheo Yon Jhin Jaehoon Lee Noseong Park AI4TS 6 9 0 27 Jun 2023
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection Yiyuan Yang Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 103 119 0 17 Jun 2023
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects Kexin Zhang Qingsong Wen Chaoli Zhang Rongyao Cai Ming Jin ... James Y. Zhang Yuxuan Liang Guansong Pang Dongjin Song Shirui Pan AI4TS 121 103 0 16 Jun 2023
Coupled Attention Networks for Multivariate Time Series Anomaly Detection Feng Xia Xin Chen Shuo Yu Mingliang Hou Mujie Liu Linlin You AI4TS 27 15 0 12 Jun 2023
Auto-Validate by-History: Auto-Program Data Quality Constraints to Validate Recurring Data Pipelines Dezhan Tu Yeye He Weiwei Cui Song Ge Haidong Zhang Shi Han Dong-Yan Zhang S. Chaudhuri 29 5 0 04 Jun 2023
AlerTiger: Deep Learning for AI Model Health Monitoring at LinkedIn Zhentao Xu Ruoying Wang G.N. Balaji Manas Bundele Xiaofei Liu L. Liu Tie Wang VLM 16 4 0 03 Jun 2023
CyPhERS: A Cyber-Physical Event Reasoning System providing real-time situational awareness for attack and fault response Nils Müller Kaibin Bao Jörg Matthes K. Heussen 33 5 0 26 May 2023
Diagnostic Spatio-temporal Transformer with Faithful Encoding Jokin Labaien T. Idé Pin-Yu Chen E. Zugasti Xabier De Carlos 59 2 0 26 May 2023
RoLA: A Real-Time Online Lightweight Anomaly Detection System for Multivariate Time Series Ming-Chang Lee Jia-Chun Lin AI4TS 22 7 0 25 May 2023
AD-NEV: A Scalable Multi-level Neuroevolution Framework for Multivariate Anomaly Detection Marcin Pietroñ Dominik Zurek Kamil Faber Roberto Corizzo 30 3 0 25 May 2023
Evaluation Strategy of Time-series Anomaly Detection with Decay Function Yongwan Gim Kyushik Min 24 0 0 15 May 2023
AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme Yungi Jeong Eu-Hui Yang Jung Hyun Ryu Imseong Park Myung-joo Kang ViT AI4TS 31 28 0 08 May 2023
Efficient pattern-based anomaly detection in a network of multivariate devices Len Feremans B. Cule Bart Goethals AI4TS 13 0 0 07 May 2023
Real-time Safety Assessment of Dynamic Systems in Non-stationary Environments: A Review of Methods and Techniques Zeyi Liu Song Hu Xiao He 31 7 0 25 Apr 2023
Context-aware Domain Adaptation for Time Series Anomaly Detection Kwei-Herng Lai Lan Wang Huiyuan Chen Kaixiong Zhou Fei Wang Hao Yang Xia Hu TTA AI4TS 40 8 0 15 Apr 2023
SCART: Simulation of Cyber Attacks for Real-Time Kfir Girstein Eliron Rahimi A. Mendelson 14 1 0 07 Apr 2023
From Explanation to Action: An End-to-End Human-in-the-loop Framework for Anomaly Reasoning and Management Xueying Ding Nikita Seleznev Senthil Kumar C. Bayan Bruss Leman Akoglu 32 3 0 06 Apr 2023
High-performance Time Series Anomaly Discovery on Graphics Processors M. Zymbler Yana Kraeva AI4TS 12 3 0 04 Apr 2023