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 ◽

Disk Failure

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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 ◽

Disk Failure

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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 ◽

Disk Failure

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Minority Disk Failure Prediction Based on Transfer Learning in Large Data Centers of Heterogeneous Disk Systems

IEEE Transactions on Parallel and Distributed Systems ◽

10.1109/tpds.2020.2985346 ◽

2020 ◽

Vol 31 (9) ◽

pp. 2155-2169

Author(s):

Ji Zhang ◽

Ke Zhou ◽

Ping Huang ◽

Xubin He ◽

Ming Xie ◽

...

Keyword(s):

Transfer Learning ◽

Data Centers ◽

Failure Prediction ◽

Large Data ◽

Disk Failure

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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 ◽

Disk Failure

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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 ◽

Cited By ~ 10

Author(s):

Sandipan Ganguly ◽

Ashish Consul ◽

Ali Khan ◽

Brian Bussone ◽

Jacqueline Richards ◽

...

Keyword(s):

Big Data ◽

Data Model ◽

Failure Prediction ◽

Hard Disk ◽

Practical Approach ◽

Disk Failure

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Transfer Learning for Bayesian Networks with Application on Hard Disk Drives Failure Prediction

2017 Brazilian Conference on Intelligent Systems (BRACIS) ◽

10.1109/bracis.2017.64 ◽

2017 ◽

Cited By ~ 1

Author(s):

Francisco Lucas Falcao Pereira ◽

Fernando Dione dos Santos Lima ◽

Lucas Goncalves de Moura Leite ◽

Joao Paulo Pordeus Gomes ◽

Javam de Castro Machado

Keyword(s):

Bayesian Networks ◽

Transfer Learning ◽

Hard Disk Drives ◽

Failure Prediction ◽

Hard Disk ◽

Disk Drives

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Hard Disk Failure Prediction on Highly Imbalanced Data using LSTM Network

10.1109/bigdata52589.2021.9671555 ◽

2021 ◽

Author(s):

Cahyadi ◽

Matthew Forshaw

Keyword(s):

Imbalanced Data ◽

Failure Prediction ◽

Hard Disk ◽

Lstm Network ◽

Disk Failure

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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 ◽

Disk Drives

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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 ◽

Disk Drive

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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 ◽

Disk Drive

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