New Strategy for Analog Circuit Performance Evaluation under Disturbance and Fault Value
Joint Authors
Wang, Yongchao
Chen, Chen
Zhang, Aihua
Karimi, Hamid Reza
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-02-13
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
Focus on this issue of disturbance and fault value is inevitable in data collection about analog circuit.
A novel strategy is developed for analog circuit online performance evaluation based on fuzzy learning and double weighted support vector machine (DWMK-FSVM).
First, the double weighted support vector regression machine is employed to be the indirect evaluation means, relied on the college analog electronic technology experiment to evaluate analog circuit.
Second, the superiority of fuzzy learning also is addressed to realize active suppression to the fault values and disturbance parameters.
Moreover, the multikernel RBF is employed by support vector regression machine to realize more flexibility online such as the bandwidths tuning.
Numerical results, supported by the college analog circuit experiments, adopted OTL performance eight indexes, which were obtained via precision instrument evaluation in two years to construct training set and are then to be evaluated online based on DWMK-FSVM.
Simulation results presented not only highlight precision of the evaluation strategy derived here but also illustrate its great robustness.
American Psychological Association (APA)
Zhang, Aihua& Wang, Yongchao& Chen, Chen& Karimi, Hamid Reza. 2014. New Strategy for Analog Circuit Performance Evaluation under Disturbance and Fault Value. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-493900
Modern Language Association (MLA)
Zhang, Aihua…[et al.]. New Strategy for Analog Circuit Performance Evaluation under Disturbance and Fault Value. Mathematical Problems in Engineering No. 2014 (2014), pp.1-8.
https://search.emarefa.net/detail/BIM-493900
American Medical Association (AMA)
Zhang, Aihua& Wang, Yongchao& Chen, Chen& Karimi, Hamid Reza. New Strategy for Analog Circuit Performance Evaluation under Disturbance and Fault Value. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-493900
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-493900