A knowledge‐based neuromodeling using space mapping technique: Compound space mapping‐based neuromodeling

作者: Murat Simsek , N. Serap Sengor

DOI: 10.1002/JNM.656

关键词:

摘要: SUMMARY This paper presents two new methods, space mapping (SM) with prior knowledge input (PKI-D) difference and compound mapping-based neuromodeling. Both methods combine powerful techniques, neuromodeling PKI-D difference. The knowledge-based modeling in the RF/microwave literature merge about device to be modeled neural network structures while a method, SP, focuses on reducing computational burden. main advantage of proposed over these already existing are their better extrapolation capability reduced number training set data. simulation results obtained reveal that both decrease cost improve output performance SP-based Copyright # 2007 John Wiley & Sons, Ltd.

参考文章(11)
Q. J. Zhang, K. C. Gupta, Neural Networks for RF and Microwave Design ,(2000)
P. M. Watson, K. C. Gupta, R. L. Mahajan, Applications of knowledge‐based artificial neural network modeling to microwave components International Journal of Rf and Microwave Computer-aided Engineering. ,vol. 9, pp. 254- 260 ,(1999) , 10.1002/(SICI)1099-047X(199905)9:3<254::AID-MMCE9>3.0.CO;2-G
J.W. Bandler, M.A. Ismail, J.E. Rayas-Sanchez, Qi-Jun Zhang, Neuromodeling of microwave circuits exploiting space mapping technology international microwave symposium. ,vol. 47, pp. 2417- 2427 ,(1999) , 10.1109/22.808989
F. Schnieder, W. Heinrich, Model of thin-film microstrip line for circuit design IEEE Transactions on Microwave Theory and Techniques. ,vol. 49, pp. 104- 110 ,(2001) , 10.1109/22.899967
J.W. Bandler, R.M. Biernacki, Shao Hua Chen, P.A. Grobelny, R.H. Hemmers, Space mapping technique for electromagnetic optimization IEEE Transactions on Microwave Theory and Techniques. ,vol. 42, pp. 2536- 2544 ,(1994) , 10.1109/22.339794
J.W. Bandler, R.M. Biernacki, Shao Hua Chen, R.H. Hemmers, K. Madsen, Electromagnetic optimization exploiting aggressive space mapping IEEE Transactions on Microwave Theory and Techniques. ,vol. 43, pp. 2874- 2882 ,(1995) , 10.1109/22.475649
M.H. Bakr, J.W. Bandler, M.A. Ismail, J.E. Rayas-Sanchez, Qi-Jun Zhang, Neural space-mapping optimization for EM-based design IEEE Transactions on Microwave Theory and Techniques. ,vol. 48, pp. 2307- 2315 ,(2000) , 10.1109/22.898979
X. Ding, V.K. Devabhaktuni, B. Chattaraj, M.C.E. Yagoub, M. Deo, J. Xu, Q.J. Zhang, Neural-network approaches to electromagnetic-based modeling of passive components and their applications to high-frequency and high-speed nonlinear circuit optimization IEEE Transactions on Microwave Theory and Techniques. ,vol. 52, pp. 436- 449 ,(2004) , 10.1109/TMTT.2003.820889
M.H. Bakr, J.W. Bandler, N. Georgieva, K. Madsen, A hybrid aggressive space mapping algorithm for EM optimization international microwave symposium. ,vol. 47, pp. 2440- 2449 ,(1999) , 10.1109/22.808991