Hard Disk Failure Prediction on Highly Imbalanced Data using LSTM Network

Mapping Intimacies ◽

10.1109/bigdata52589.2021.9671555 ◽

2021 ◽

Author(s):

Cahyadi ◽

Matthew Forshaw

Keyword(s):

Imbalanced Data ◽

Failure Prediction ◽

Hard Disk ◽

Lstm Network ◽

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Hard Disk Failure Prediction Based on Lightgbm with CID

10.1109/iscc53001.2021.9631504 ◽

2021 ◽

Author(s):

Hengrui Wang ◽

Yahui Yang ◽

Hongzhang Yang

Keyword(s):

Failure Prediction ◽

Hard Disk ◽

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Tree-Based Model with Advanced Data Preprocessing for Large Scale Hard Disk Failure Prediction

Communications in Computer and Information Science - Large-Scale Disk Failure Prediction ◽

10.1007/978-981-15-7749-9_9 ◽

2020 ◽

pp. 85-99

Author(s):

Qi Wu ◽

Weilong Chen ◽

Wei Bao ◽

Jipeng Li ◽

Peikai Pan ◽

...

Keyword(s):

Large Scale ◽

Failure Prediction ◽

Hard Disk ◽

Data Preprocessing ◽

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ECONOMIC MODEL FOR EVALUATING EFFICIENCY OF HARD DISK FAILURE PREDICTION ALGORITHMS

Far East Journal of Mathematical Sciences (FJMS) ◽

10.17654/ms100111941 ◽

2016 ◽

Vol 100 (11) ◽

pp. 1941-1949

Author(s):

A. V. Vladimirov ◽

A. N. Lipatov

Keyword(s):

Economic Model ◽

Failure Prediction ◽

Hard Disk ◽

Prediction Algorithms ◽

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A Practical Approach to Hard Disk Failure Prediction in Cloud Platforms: Big Data Model for Failure Management in Datacenters

2016 IEEE Second International Conference on Big Data Computing Service and Applications (BigDataService) ◽

10.1109/bigdataservice.2016.10 ◽

2016 ◽

Author(s):

Sandipan Ganguly ◽

Ashish Consul ◽

Ali Khan ◽

Brian Bussone ◽

Jacqueline Richards ◽

...

Keyword(s):

Big Data ◽

Failure Prediction ◽

Hard Disk ◽

Practical Approach ◽

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Hard Disk Failure Prediction via Transfer Learning

Communications in Computer and Information Science - Big Data and Security ◽

10.1007/978-981-16-3150-4_43 ◽

2021 ◽

pp. 522-536

Author(s):

Rui Zhao ◽

Donghai Guan ◽

Yuanfeng Jin ◽

Hui Xiao ◽

Weiwei Yuan ◽

...

Keyword(s):

Transfer Learning ◽

Failure Prediction ◽

Hard Disk ◽

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A disk failure prediction method based on LSTM network due to its individual specificity

Procedia Computer Science ◽

10.1016/j.procs.2020.09.074 ◽

2020 ◽

Vol 176 ◽

pp. 791-799

Author(s):

Lihan Hu ◽

Lixin Han ◽

Zhenyuan Xu ◽

Tianming Jiang ◽

Huijun Qi

Keyword(s):

Failure Prediction ◽

Prediction Method ◽

Lstm Network ◽

Individual Specificity ◽

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Multi-instance deep learning based on attention mechanism for failure prediction of unlabeled hard disk drives

IEEE Transactions on Instrumentation and Measurement ◽

10.1109/tim.2021.3068180 ◽

2021 ◽

pp. 1-1

Author(s):

Guochao Wang ◽

Yu Wang ◽

Xiaojie Sun

Keyword(s):

Deep Learning ◽

Hard Disk Drives ◽

Failure Prediction ◽

Hard Disk ◽

Attention Mechanism ◽

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Hard disk Drive Failure Prediction Challenges in Machine Learning for Multi-variate Time Series

Proceedings of the 2019 3rd International Conference on Advances in Image Processing ◽

10.1145/3373419.3373437 ◽

2019 ◽

Author(s):

Jie Yu

Keyword(s):

Machine Learning ◽

Time Series ◽

Hard Disk Drive ◽

Failure Prediction ◽

Hard Disk ◽

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Hard disk drive failure prediction using SMART attribute

Materials Today Proceedings ◽

10.1016/j.matpr.2021.03.229 ◽

2021 ◽

Author(s):

Vikas Tomer ◽

Vedna Sharma ◽

Sonali Gupta ◽

Devesh Pratap Singh

Keyword(s):

Hard Disk Drive ◽

Failure Prediction ◽

Hard Disk ◽

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Toward Adaptive Disk Failure Prediction via Stream Mining

2020 IEEE 40th International Conference on Distributed Computing Systems (ICDCS) ◽

10.1109/icdcs47774.2020.00044 ◽

2020 ◽

Author(s):

Shujie Han ◽

Patrick P. C. Lee ◽

Zhirong Shen ◽

Cheng He ◽

Yi Liu ◽

...

Keyword(s):

Failure Prediction ◽

Stream Mining ◽

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