Fault Detection and Diagnosis Using Support Vector Machines - A SVC and SVR Comparison

Davi L. de Souza; Matheus H. Granzotto; Gustavo M. de Almeida; Luís C. Oliveira-Lopes

doi:10.5923/j.safety.20140301.03

Fault Detection and Diagnosis Using Support Vector Machines - A SVC and SVR Comparison

Journal of Safety Engineering ◽

10.5923/j.safety.20140301.03 ◽

2014 ◽

Vol 3 (1) ◽

pp. 18-29 ◽

Cited By ~ 12

Author(s):

Davi L. de Souza ◽

Matheus H. Granzotto ◽

Gustavo M. de Almeida ◽

Luís C. Oliveira-Lopes

Keyword(s):

Support Vector Machines ◽

Fault Detection ◽

Fault Detection And Diagnosis ◽

Support Vector ◽

Vector Machines ◽

Detection And Diagnosis

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Fault detection and diagnosis for spacecraft using principal component analysis and support vector machines

2012 7th IEEE Conference on Industrial Electronics and Applications (ICIEA) ◽

10.1109/iciea.2012.6361054 ◽

2012 ◽

Cited By ~ 5

Author(s):

Yu Gao ◽

Tianshe Yang ◽

Nan Xing ◽

Minqiang Xu

Keyword(s):

Principal Component Analysis ◽

Support Vector Machines ◽

Fault Detection ◽

Principal Component ◽

Component Analysis ◽

Fault Detection And Diagnosis ◽

Support Vector ◽

Vector Machines ◽

Detection And Diagnosis

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Fault detection and diagnosis in process data using one-class support vector machines

Journal of Process Control ◽

10.1016/j.jprocont.2009.07.011 ◽

2009 ◽

Vol 19 (10) ◽

pp. 1627-1639 ◽

Cited By ~ 203

Author(s):

Sankar Mahadevan ◽

Sirish L. Shah

Keyword(s):

Support Vector Machines ◽

Fault Detection ◽

Fault Detection And Diagnosis ◽

Support Vector ◽

Process Data ◽

Vector Machines ◽

Detection And Diagnosis

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ARX model based fault detection and diagnosis for chillers using support vector machines

Energy and Buildings ◽

10.1016/j.enbuild.2014.05.049 ◽

2014 ◽

Vol 81 ◽

pp. 287-295 ◽

Cited By ~ 64

Author(s):

Ke Yan ◽

Wen Shen ◽

Timothy Mulumba ◽

Afshin Afshari

Keyword(s):

Support Vector Machines ◽

Fault Detection ◽

Fault Detection And Diagnosis ◽

Support Vector ◽

Arx Model ◽

Model Based ◽

Vector Machines ◽

Detection And Diagnosis

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Rolling bearing fault detection and diagnosis based on composite multiscale fuzzy entropy and ensemble support vector machines

Mechanical Systems and Signal Processing ◽

10.1016/j.ymssp.2016.09.010 ◽

2017 ◽

Vol 85 ◽

pp. 746-759 ◽

Cited By ~ 141

Author(s):

Jinde Zheng ◽

Haiyang Pan ◽

Junsheng Cheng

Keyword(s):

Support Vector Machines ◽

Fault Detection ◽

Rolling Bearing ◽

Fault Detection And Diagnosis ◽

Fuzzy Entropy ◽

Support Vector ◽

Bearing Fault ◽

Bearing Fault Detection ◽

Vector Machines ◽

Detection And Diagnosis

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A nonlinear support vector machine‐based feature selection approach for fault detection and diagnosis: Application to the Tennessee Eastman process

AIChE Journal ◽

10.1002/aic.16497 ◽

2019 ◽

Vol 65 (3) ◽

pp. 992-1005 ◽

Cited By ~ 14

Author(s):

Melis Onel ◽

Chris A. Kieslich ◽

Efstratios N. Pistikopoulos

Keyword(s):

Support Vector Machine ◽

Feature Selection ◽

Fault Detection ◽

Fault Detection And Diagnosis ◽

Support Vector ◽

Tennessee Eastman Process ◽

Selection Approach ◽

Detection And Diagnosis ◽

Feature Selection Approach ◽

Nonlinear Support

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Fault detection and isolation in wind turbines using support vector machines and observers

2013 American Control Conference ◽

10.1109/acc.2013.6580527 ◽

2013 ◽

Cited By ~ 9

Author(s):

Nida Sheibat-Othman ◽

Sami Othman ◽

Mohamed Benlahrache ◽

Peter F. Odgaard

Keyword(s):

Support Vector Machines ◽

Fault Detection ◽

Wind Turbines ◽

Fault Detection And Isolation ◽

Support Vector ◽

Vector Machines

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Artificial neural networks and support vector machines with genetic algorithm for bearing fault detection

Engineering Applications of Artificial Intelligence ◽

10.1016/j.engappai.2003.09.006 ◽

2003 ◽

Vol 16 (7-8) ◽

pp. 657-665 ◽

Cited By ~ 286

Author(s):

B. Samanta ◽

K.R. Al-Balushi ◽

S.A. Al-Araimi

Keyword(s):

Genetic Algorithm ◽

Neural Networks ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Fault Detection ◽

Support Vector ◽

Bearing Fault ◽

Bearing Fault Detection ◽

Vector Machines ◽

Artificial Neural

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Complete protection scheme for fault detection, classification and location estimation in HVDC transmission lines using support vector machines

IET Science Measurement & Technology ◽

10.1049/iet-smt.2016.0244 ◽

2017 ◽

Vol 11 (3) ◽

pp. 279-287 ◽

Cited By ~ 42

Author(s):

Jenifer Mariam Johnson ◽

Anamika Yadav

Keyword(s):

Support Vector Machines ◽

Fault Detection ◽

Transmission Lines ◽

Location Estimation ◽

Support Vector ◽

Complete Protection ◽

Hvdc Transmission ◽

Protection Scheme ◽

Vector Machines ◽

Hvdc Transmission Lines

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A Comparative Study on Fault Detection Using Twin Support Vector Machines for Wireless Sensor Networks

10.1007/978-981-16-0275-7_22 ◽

2021 ◽

pp. 261-273

Author(s):

Jyotsana Singh ◽

Ajay Singh Raghuvanshi ◽

Namrita Shukla ◽

Shashank Gavel

Keyword(s):

Wireless Sensor Networks ◽

Sensor Networks ◽

Support Vector Machines ◽

Fault Detection ◽

Comparative Study ◽

Wireless Sensor ◽

Support Vector ◽

Twin Support Vector Machines ◽

Vector Machines

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Support vector machine based fault detection and diagnosis for HVAC systems

International Journal of Intelligent Systems Technologies and Applications ◽

10.1504/ijista.2019.097752 ◽

2019 ◽

Vol 18 (1/2) ◽

pp. 204 ◽

Cited By ~ 2

Author(s):

Jiaming Li ◽

Ying Guo ◽

Josh Wall ◽

Sam West

Keyword(s):

Support Vector Machine ◽

Fault Detection ◽

Hvac Systems ◽

Fault Detection And Diagnosis ◽

Support Vector ◽

Detection And Diagnosis

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