NDLI: Support vector machine in application of modeling of electromagnetic pulse field coupling on electronic devices

Content Provider	IEEE Xplore Digital Library
Author	Yang Nan Wei Ming Chen Xiang
Copyright Year	2010
Description	Author affiliation: National Key Laboratory of High Electromagnetic Field Environment Simulation & Protection Technology, Ordnance Engineering College Shijiazhuang, China (Yang Nan; Wei Ming; Chen Xiang)
Abstract	The vulnerability of electronic devices to EMP (Electromagnetic Pulse) has been increased, and the assessment of EMP effects is the key to solving such problems. Furthermore, the simulation of EMP effects on electronic devices is an important means of assessing their effects. Targeting the universally existing complex computing process problems in mechanism modeling algorithm ubiquity, it have been researched that SVM (Support Vector Machine) in application of modeling algorithm of EMP field coupling on electronic devices. First of all, through the CST (Computer Simulation Technology) microwave studio the simulation data of the small monopole antenna in the 4ns rectangular pulse and Gaussian pulse field radiation are obtained, and SVR (Support Vector Regression) modeling of transfer function of energy coupling is used. Then through the established model the coupling voltage and current of the small monopole antenna in the types of fields are simulated and predicted. By comparing the two important parameters of regression capacity of characterized model — — the GOF(Goodness of Fit) and the MSE(Mean Square Error), the result shows, compared with the ARX system identification, SVR with CST simulation data can obtain a higher GOF and proves to be an effective means of engineering simulation modeling with a smaller MSE and simplified computing process.
File Size	398500
File Format	PDF
ISBN	9781424468928
e-ISBN	9781424468935
DOI	10.1109/ICSPS.2010.5555668
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2010-07-05
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Couplings Support vector machines Dipole antennas Predictive models Bilinear Grid Search EMP CST Simulation Data models SVM Mathematical model Kernel
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in