Simulation of EMP Inject Effects Based on Improved Elman Network

Zhi Qiang Ji; Ming Wei; Qi Meng Wu; Xiao Le Wu

doi:10.4028/www.scientific.net/AMR.986-987.2019

Paper Titles

Research on the Influence of Closing Resistor inside Circuit Breaker on Magnetizing Inrush Current of UHV Transformer
p.2001

Research on the Methods of Interharmonics and Flicker Limit Curve
p.2006

Review on Mechanism and Analysis Methods of Low Frequency Oscillation in Power System
p.2010

Study on Simulation Model on Partial Discharge in Void of Solid Insulation
p.2014

Simulation of EMP Inject Effects Based on Improved Elman Network
p.2019

The Impact on the Electromagnetic Environment of Medium Wave Broadcasting Stations Caused by 110kV Power Lines
p.2023

The Model for PV Array Based PSIM
p.2027

The Research on Establishing Method of the Broadband Nonlinear Transformer Model
p.2031

Two-Port Characteristic Analysis for Transformers with the Large Scale Windings Based on Sparse Matrix
p.2035

HomeAdvanced Materials ResearchAdvanced Materials Research Vols. 986-987Simulation of EMP Inject Effects Based on Improved...

Simulation of EMP Inject Effects Based on Improved Elman Network

Abstract:

In order to quickly determine the performance of a transient voltage suppressor (TVS), improve time domain identification capability of Elman network, the simulation of electromagnetic pulse (EMP) inject effects based on improved Elman network is proposed. Derivation proved that improved Elman network trained by standard BP algorithm has a similar form with the basic Elman network trained dynamic BP algorithm. We establish and improve its Elman network predictive modeling based on the measured parameters of TVS and then demonstrate that improved Elman network has the characteristics of quick speed, high precision, good performance and strong generalization ability, and broad use of prospects.

You might also be interested in these eBooks

Energy Research and Power Engineering 2014

View Preview

Info:

Periodical:

Advanced Materials Research (Volumes 986-987)

Pages:

2019-2022

DOI:

https://doi.org/10.4028/www.scientific.net/AMR.986-987.2019

Citation:

Cite this paper

Online since:

July 2014

Authors:

Zhi Qiang Ji*, Ming Wei, Qi Meng Wu, Xiao Le Wu

Keywords:

Electromagnetic Pulse (EMP), Elman Network, System Identification, Transient Voltage Suppressor (TVS)

Export:

RIS, BibTeX

Price:

Permissions CCC:

Request Permissions

Permissions PLS:

Request Permissions

Сopyright:

Citation:

* - Corresponding Author

References

[1] ZHOU Bi-hua, CHEN Bin, SHI Li-hua. Electromagnetic pulse and engineering protection. Beijing: National Defense Industry Press (2003).

Google Scholar

[2] ZHENG Sheng-quan, WU Xiao-guang, ZHU Ying-fu. Elctromagnetic pulse threats to ship-flat and requirements of protection. Journal of Microwaves. Vol. S2 (2010), P. 101-104.

Google Scholar

[3] YU Li, ZHOU Hong, YANG Jian-hui, et al. Design of suppression device with changeable clamping voltage based on TVS array. Relay. Vol. 36, No. 9 (2008), P. 58-63.

Google Scholar

[4] LUO Hong-wei, SHI Qian. TLP test techniques for ESD protection design[J]. Electronic Product Reliability and Environmental Testing. Vol. 4 (2003), P. 44-46.

Google Scholar

[5] SHI Feng, WANG Xiao-chuan, YU Lei, et al. MATLAB neural network 30 case analysis. Beijing University of Aeronautics and Astronautics Press (2010). P. 170-175.

Google Scholar

[6] CONG Shuang, GAO Xue-peng. Recurrent neural network and their application in system identification. System Engineering and Electronics. Vol. 25, No. 2 (2003), P. 194-197.

Google Scholar

[7] Pham D T, Liu X. Training of Elman networks and dynamic system modeling. International Journal of System Science. Vol. 27, No. 2 (1996), P. 221-226.

Google Scholar

[8] WU Qi-meng, WEI Ming, ZHANG Xi-jun, et al. Electromagnetic pulse response modeling of trainsient volage suppresr. High Power Laser and Particle Beams. Vol. 25, No3 (2013), P. 799-804.

Google Scholar