Neural network inverse modeling and applications to microwave filter design

IEEE Transactions on Microwave Theory and Techniques

Volumn 56, Issue 4, 2008, Pages 867-879

  Kabir, Humayun ^a,b   Wang, Ying ^a,c   Yu, Ming ^a,d   Zhang, Qi Jun ^a,b  

^a IEEE

^b CARLETON UNIVERSITY   (Canada)

^c UNIVERSITY OF ONTARIO INSTITUTE OF TECHNOLOGY   (Canada)

^d COM DEV Ltd ^*  (Canada)

Author keywords

Computer aided design; Inverse modeling; Microwave filter modeling; Neural networks

Indexed keywords

BANDPASS FILTERS; CIRCULAR WAVEGUIDES; COMPUTER AIDED DESIGN; ELECTRIC NETWORK ANALYSIS; INVERSE PROBLEMS; MATHEMATICAL MODELS; NEURAL NETWORKS;

ELECTROMAGNETIC SIMULATION; INVERSE MODELING; MICROWAVE FILTER MODELING;

MICROWAVE FILTERS;

EID: 41949097932     PISSN: 00189480     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMTT.2008.919078     Document Type: Article

References (25)

1. Q. J. Zhang, K. C. Gupta, and V. K. Devabhaktuni, "Artificial neural networks for RF and microwave design - From theory to practice," IEEE Trans. Microw. Theory Tech., vol. 51, no. 4, pp. 1339-1350, Apr. 2003.
2. Q. J. Zhang and K. C. Gupta, Neural Networks for RF and Microwave Design. Boston, MA: Artech House, 2000.
3. P. M. Watson and K. C. Gupta, "EM-ANN models for microstrip vias and interconnects in dataset circuits," IEEE Trans. Microw. Theory Tech., vol. 44, no. 12, pp. 2495-2503, Dec. 1996.
4. V. K. Devabhaktuni, M. C. E. Yagoub, and Q. J. Zhang, "A robust algorithm for automatic development of neural-network models for microwave applications," IEEE Trans. Microw. Theory Tech., vol. 49, no. 12, pp. 2282-2291, Dec. 2001.
5. P. M. Watson and K. C. Gupta, "Design and optimization of CPW circuits using EM-ANN models for CPW components," IEEE Trans. Microw. Theory Tech., vol. 45, no. 12, pp. 2515-2523, Dec. 1997.
6. A. H. Zaabab, Q. J. Zhang, and M. S. Nakhla, "A neural network modeling approach to circuit optimization and statistical design," IEEE Trans. Microw. Theory Tech., vol. 43, no. 6, pp. 1349-1358, Jun. 1995.
7. B. Davis, C. White, M. A. Reece, M. E. Bayne, Jr., W. L. Thompson, II, N. L. Richardson, and L. Walker, Jr., "Dynamically configurable pHEMT model using neural networks for CAD," in IEEE MTT-S Int. Microw. Symp. Dig., Philadelphia, PA, Jun. 2003, vol. 1, pp. 177-180.
8. J. Xu, M. C. E. Yagoub, R. Ding, and Q. J. Zhang, "Exact adjoint sensitivity analysis for neural-based microwave modeling and design," IEEE Trans. Microw. Theory Tech., vol. 51, no. 1, pp. 226-237, Jan. 2003.
9. V. Markovic. Z. Marinkovic, and N. Males-llic, "Application of neural networks in microwave FET transistor noise modeling," in Proc. Neural Network Applicat. Elect. Eng., Belgrade, Yugoslavia, Sep. 2000, pp. 146-151.
10. M. Isaksson, D. Wisell, and D. Ronnow, "Wide-band dynamic modeling of power amplifiers using radial-basis function neural networks," IEEE Trans. Microw. Theory Tech., vol. 53, no. 11, pp. 3422-3428, Nov. 2005.
11. J. P. Garcia, F. Q. Pereira, D. C Rebenaque, J. L. G. Tornero, and A. A. Melcon, "A neural-network method for the analysis of multilayered shielded microwave circuits," IEEE Trans. Microw. Theory Tech., vol. 54, no. 1, pp. 309-320, Jan. 2006.
12. V. Rizzoli, A. Costanzo, D. Masotti, A. Lipparini, and F. Mastri, "Computer-aided optimization of nonlinear microwave circuits with the aid of electromagnetic simulation," IEEE Trans. Micow. Theory Tech., vol. 52, no. 1, pp. 362-377, Jan. 2004.
13. M. M. Vai, S. Wu, B. Li, and S. Prasad, "Reverse modeling of microwave circuits with bidirectional neural network models," IEEE Trans. Microw. Theoiy Tech., vol. 46, no. 10, pp. 1492-1494, Oct. 1998.
14. S. Selleri, S. Manetti, and G. Pelosi, "Neural network applications in microwave device design," Int. J. RF Microw. Comput.-Aided Eng., vol. 12, pp. 90-97, Jan. 2002.
15. J. W. Bandler, M. A. Ismail, J. E. Rayas-Sanchez, and Q. J. Zhang, "Neural inverse space mapping (NISM) optimization for EM-base microwave design," Int. J. RF Microw. Comput.-Aided Eng., vol. 13, pp. 136-147, Mar. 2003.
16. G. Fedi, A. Gaggelli, S. Manetti, and G. Pelosi, "Direct-coupled cavity filters design using a hybrid feedforward neural network - Finite elements procedure," Int. J. RF Microw. Comput.-Aided Eng., vol. 9. pp. 287-296, May 1999.
17. J. M. Cid and J. Zapata, "CAD of rectangular-waveguide H-plane circuits by segmentation, finite elements and artificial neural networks," Electron. Lett., vol. 37, pp. 98-99, Jan. 2001.
18. A. Mediavilla, A. Tazon, J. A. Pereda. M. Lazaro, I. Santamaria, and C. Pantaleon, "Neuronal architecture for waveguide inductive iris bandpass filter optimization," in Proc. IEEE INNS-ENNS Int. Neural Networks Joint Conf., Como, Italy, Jul. 2000, vol. 4, pp. 395-399.
19. F. Nunez and A. K. Skrivervik, "Filter approximation by RBF-NN and segmentation method," in IEEE MTT-S Int. Microw. Symp. Dig., Fort Worth, TX, Jun. 2004, vol. 3, pp. 1561-1564.
20. P. Burrascano, M. Dionigi, C. Fancelli, and M. Mongiardo, "A neural network model for CAD and optimization of microwave filters," in IEEE MTT-S Int. Microw. Symp. Dig., Baltimore. MD, Jun. 1998, vol. 1, pp. 13-16.
21. A. S. Ciminski, "Artificial neural networks modeling for computer-aided design of microwave filter," in Int. Microw., Radar, Wireless Commun. Conf., Gdansk, Poland, May 2002, vol. 1, pp. 96-99.
22. C. Kudsia, R. Cameron, and W.-C. Tang, "Innovations in microwave filters and multiplexing networks for communications satellite systems," IEEE Trans. Microw. Theory Tech., vol. 40, no. 6, pp. 1133-1149, Jun. 1992.
23. Y. Wang, M. Yu, H. Kabir, and Q. J. Zhang, "Effective design of cross-coupled filter using neural networks and coupling matrix," in IEEE MTT-S Int. Microw. Symp. Dig., San Francisco, CA, Jun. 2006, pp. 1431-1434.
24. I. Bahl, Lumped Elements for RF and Microwave Ciruits. Boston, MA: Artech House, 2003.
25. Q. J. Zhang, NeuroModelerPlus. Dept. Electron., Carleton Univ., Ottawa, ON, Canada.