A recurrent neural networks based modeling approach for internal circuits of electronic devices

Proceedings of the 20th International Zurich Symposium on Electromagnetic Compatibility, EMC Zurich 2009

Volumn , Issue , 2009, Pages 293-296

  Zhang, Aimin ^a   Zhang, Hang ^a   Li, Hong ^a   Chen, Degui ^a  

^a XI'AN JIAOTONG UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ELECTROMAGNETIC SUSCEPTIBILITIES; ELECTRONIC DEVICES; FREQUENCY AND TIME DOMAINS; INTERNAL CIRCUITS; MODELING APPROACHES; TIME SEQUENCES;

DYNAMIC RESPONSE; ELECTRIC INVERTERS; ELECTROMAGNETIC COMPATIBILITY; ELECTROMAGNETISM; FREQUENCY RESPONSE; MAGNETIC SUSCEPTIBILITY; NETWORKS (CIRCUITS); PLASTIC MOLDS; THERMOELECTRIC EQUIPMENT;

RECURRENT NEURAL NETWORKS;

EID: 64249161935     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMCZUR.2009.4783448     Document Type: Conference Paper

References (8)

1. Achar R. and Nakhla MS., "Simulation of high-speed interconnects[J]," Proceedings of the IEEE, vol. 89, pp. 693-728, May. 2001.
2. X.L. Ding, Devabhaktuni V.K., and Chattaraj B., "Neural-network approaches to electromagnetic-based modeling of passive components circuit optimization[J]," IEEE Trans. on Microwave Theory and Techniques, vol. 52, pp. 436-449, Jan. 2004.
3. Y.H. Fang, Yagoub M.C.E., and F. Wang, "A new macromodeling approach for nonlinear microwave circuits based on recurrent neural networks[J]," IEEE Trans. on Microwave Theory and Techniques, vol. 48, pp. 2335-2344, Dec. 2000.
4. W.L. Yuan and E.P. Li, "A systematic coupled approach for electromagnetic susceptibility analysis of a shielded device with multilayer circuitry[J]," IEEE Trans. on Electromagnetic Compatibility, vol. 47, pp. 692-699, Apr. 2005
5. Phyu H.N., Er-Ping Li, and Weiliang Yuan, "Analysis of Electromagnetic Susceptibility on High Speed Circuits Located in Shielded Enclosure[C]," in IEEE International Symposium on Electromagnetic Compatibility, Zurich, 2006, p. 312-315.
6. Hagan M.T., Demuth H.B., and Beale M., Neural Network Design[M], China Machine Press, CITIC Publishing House, 2002.
7. P. Xiao, Venayagamoorthy G.K., Corzine K.A., "Combined training of recurrent neural networks with particle swarm optimization and backpropagation algorithms for impedance identification[C]," in IEEE Swarm Intelligence Symposium, 2007(SIS 2007).
8. Kennedy J. and Eberhart R., "Particle Swarm Optimization[C]," in IEEE International Conference on Neural Networks, 1995, vol.4, p. 1942-1948.