Fault Diagnosis in Condition of Sample Type Incompleteness Using Support Vector Data Description

المؤلفون المشاركون

Yi, Hui
Mao, Zehui
Luo, Hui
Liu, Yufang
Bo, Cuimei
Jiang, Bin

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-10، 10ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2015-06-08

دولة النشر

مصر

عدد الصفحات

10

التخصصات الرئيسية

هندسة مدنية

الملخص EN

Faulty samples are much harder to acquire than normal samples, especially in complicated systems.

This leads to incompleteness for training sample types and furthermore a decrease of diagnostic accuracy.

In this paper, the relationship between sample-type incompleteness and the classifier-based diagnostic accuracy is discussed first.

Then, a support vector data description-based approach, which has taken the effects of sample-type incompleteness into consideration, is proposed to refine the construction of fault regions and increase the diagnostic accuracy for the condition of incomplete sample types.

The effectiveness of the proposed method was validated on both a Gaussian distributed dataset and a practical dataset.

Satisfactory results have been obtained.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Yi, Hui& Mao, Zehui& Jiang, Bin& Bo, Cuimei& Liu, Yufang& Luo, Hui. 2015. Fault Diagnosis in Condition of Sample Type Incompleteness Using Support Vector Data Description. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1073829

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Yi, Hui…[et al.]. Fault Diagnosis in Condition of Sample Type Incompleteness Using Support Vector Data Description. Mathematical Problems in Engineering No. 2015 (2015), pp.1-10.
https://search.emarefa.net/detail/BIM-1073829

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Yi, Hui& Mao, Zehui& Jiang, Bin& Bo, Cuimei& Liu, Yufang& Luo, Hui. Fault Diagnosis in Condition of Sample Type Incompleteness Using Support Vector Data Description. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1073829

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1073829