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Volumn 11, Issue 1, 2001, Pages 4-21

Neural networks for microwave modeling: Model development issues and nonlinear modeling techniques

Author keywords

Huber quasi Newton; Microwave; Model development issues; Neural networks; Nonlinear modeling

Indexed keywords

ADAPTIVE CONTROL SYSTEMS; COMPUTER AIDED DESIGN; COMPUTER SIMULATION; OPTIMIZATION; RECURRENT NEURAL NETWORKS;

EID: 0035121233     PISSN: 10964290     EISSN: None     Source Type: Journal    
DOI: 10.1002/1099-047x(200101)11:1<4::aid-mmce2>3.0.co;2-i     Document Type: Article
Times cited : (104)

References (112)
  • 2
    • 0032094825 scopus 로고    scopus 로고
    • Emerging trends in millimeter-wave CAD
    • K.C. Gupta, Emerging trends in millimeter-wave CAD, IEEE Trans Microwave Theory Tech 46 (1998), 747-755.
    • (1998) IEEE Trans Microwave Theory Tech , vol.46 , pp. 747-755
    • Gupta, K.C.1
  • 3
    • 0031338936 scopus 로고    scopus 로고
    • Knowledge-based neural models for microwave design
    • F. Wang and Q.J. Zhang, Knowledge-based neural models for microwave design, IEEE Trans Microwave Theory Tech 45 (1997), 2333-2343.
    • (1997) IEEE Trans Microwave Theory Tech , vol.45 , pp. 2333-2343
    • Wang, F.1    Zhang, Q.J.2
  • 4
    • 0032292610 scopus 로고    scopus 로고
    • A hierarchical neural network approach to the development of a library of neural models for microwave design
    • F. Wang, V.K. Devabhaktuni, and Q.J. Zhang, A hierarchical neural network approach to the development of a library of neural models for microwave design, IEEE Trans Microwave Theory Tech 46 (1998), 2391-2403.
    • (1998) IEEE Trans Microwave Theory Tech , vol.46 , pp. 2391-2403
    • Wang, F.1    Devabhaktuni, V.K.2    Zhang, Q.J.3
  • 5
    • 0031274470 scopus 로고    scopus 로고
    • An artificial neural network model for effective dielectric constant of microstripline
    • A. Patnaik, R.K. Mishra, G.K. Patra, and S.K. Dash, An artificial neural network model for effective dielectric constant of microstripline, IEEE Trans Antennas Propagat 45 (1997), 1697.
    • (1997) IEEE Trans Antennas Propagat , vol.45 , pp. 1697
    • Patnaik, A.1    Mishra, R.K.2    Patra, G.K.3    Dash, S.K.4
  • 6
    • 0001198683 scopus 로고    scopus 로고
    • Gradient evaluation for neural-networks-based electromagnetic optimization procedures
    • G. Antonini and A. Orlandi, Gradient evaluation for neural-networks-based electromagnetic optimization procedures, IEEE Trans Microwave Theory Tech 48 (2000), 874-876.
    • (2000) IEEE Trans Microwave Theory Tech , vol.48 , pp. 874-876
    • Antonini, G.1    Orlandi, A.2
  • 9
    • 84897508969 scopus 로고    scopus 로고
    • Neural network training-driven adaptive sampling algorithm for microwave modeling
    • Paris, France, Oct.
    • V.K. Devabhaktuni and Q.J. Zhang, Neural network training-driven adaptive sampling algorithm for microwave modeling, Proc 30th European Microwave Conf, Paris, France, Oct. 2000, pp. 222-225.
    • (2000) Proc 30th European Microwave Conf , pp. 222-225
    • Devabhaktuni, V.K.1    Zhang, Q.J.2
  • 12
    • 0033363969 scopus 로고    scopus 로고
    • Input variable space reduction using dimensional analysis for artificial neural network modeling
    • Anaheim, CA, June
    • P.M. Watson, M.Y. Mah, and L.L. Liou, Input variable space reduction using dimensional analysis for artificial neural network modeling, IEEE MTT-S Int Microwave Symp Dig, Anaheim, CA, June 1999, pp. 269-272.
    • (1999) IEEE MTT-S Int Microwave Symp Dig , pp. 269-272
    • Watson, P.M.1    Mah, M.Y.2    Liou, L.L.3
  • 13
    • 0030692284 scopus 로고    scopus 로고
    • Incorporating functional knowledge into neural networks
    • Houston, TX, June
    • F. Wang and Q.J. Zhang, Incorporating functional knowledge into neural networks, Proc IEEE Int Conf Neural Networks, Houston, TX, June 1997, pp. 266-269.
    • (1997) Proc IEEE Int Conf Neural Networks , pp. 266-269
    • Wang, F.1    Zhang, Q.J.2
  • 14
    • 10444229921 scopus 로고    scopus 로고
    • Application of neural networks to simulation and optimization of high-speed interconnects
    • Denver, CO, June
    • M. Nakhla, Application of neural networks to simulation and optimization of high-speed interconnects, IEEE MTT-S Int Microwave Symp Workshop on Appl of ANN to Microwave Design, Denver, CO, June 1997, pp. 49-66.
    • (1997) IEEE MTT-S Int Microwave Symp Workshop on Appl of ANN to Microwave Design , pp. 49-66
    • Nakhla, M.1
  • 15
    • 0031247685 scopus 로고    scopus 로고
    • Device and circuit level modeling using neural networks with faster training based on network sparsity
    • A.H. Zaabab, Q.J. Zhang, and M.S. Nakhla, Device and circuit level modeling using neural networks with faster training based on network sparsity, IEEE Trans Microwave Theory Tech 45 (1997), 1696-1704.
    • (1997) IEEE Trans Microwave Theory Tech , vol.45 , pp. 1696-1704
    • Zaabab, A.H.1    Zhang, Q.J.2    Nakhla, M.S.3
  • 16
    • 18844390510 scopus 로고    scopus 로고
    • EM-ANN modeling of overlapping open-ends in multilayer microstrip lines for design of bandpass filters
    • Orlando, FL, July
    • C. Cho and K. Gupta, EM-ANN modeling of overlapping open-ends in multilayer microstrip lines for design of bandpass filters, IEEE APS Int Symp Dig, Orlando, FL, July 1999, pp. 2592-2595.
    • (1999) IEEE APS Int Symp Dig , pp. 2592-2595
    • Cho, C.1    Gupta, K.2
  • 17
    • 1242295086 scopus 로고    scopus 로고
    • New directions in model development for RF/microwave components utilizing artificial neural networks and space mapping
    • Orlando, FL, July
    • J. Bandler, M. Ismail, J. Rayas-Sanchez, and Q. Zhang, New directions in model development for RF/microwave components utilizing artificial neural networks and space mapping, IEEE APS Int Symp Dig, Orlando, FL, July 1999, pp. 2572-2575.
    • (1999) IEEE APS Int Symp Dig , pp. 2572-2575
    • Bandler, J.1    Ismail, M.2    Rayas-Sanchez, J.3    Zhang, Q.4
  • 19
    • 0030393612 scopus 로고    scopus 로고
    • EM-ANN models for microstrip vias and interconnects in dataset circuits
    • P.M. Watson and K.C. Gupta, EM-ANN models for microstrip vias and interconnects in dataset circuits, IEEE Trans Microwave Theory Tech 44 (1996), 2495-2503.
    • (1996) IEEE Trans Microwave Theory Tech , vol.44 , pp. 2495-2503
    • Watson, P.M.1    Gupta, K.C.2
  • 20
    • 0031623843 scopus 로고    scopus 로고
    • Development of knowledge-based artificial neural network models for microwave components
    • Baltimore, MD, June
    • P.M. Watson, K.C. Gupta, and R.L. Mahajan, Development of knowledge-based artificial neural network models for microwave components, IEEE MTT-S Int Microwave Symp Dig, Baltimore, MD, June 1998, pp. 9-12.
    • (1998) IEEE MTT-S Int Microwave Symp Dig , pp. 9-12
    • Watson, P.M.1    Gupta, K.C.2    Mahajan, R.L.3
  • 21
    • 0032641446 scopus 로고    scopus 로고
    • Applications of knowledge-based artificial neural network modeling to microwave components
    • May
    • P.M. Watson, K.C. Gupta, and R.L. Mahajan, Applications of knowledge-based artificial neural network modeling to microwave components, Int J RF Microwave CAE 9 (May 1999), 254-260.
    • (1999) Int J RF Microwave CAE , vol.9 , pp. 254-260
    • Watson, P.M.1    Gupta, K.C.2    Mahajan, R.L.3
  • 23
    • 0029717421 scopus 로고    scopus 로고
    • EM-ANN models for via interconnects in microstrip circuits
    • San Francisco, CA, June
    • P. Watson and K.C. Gupta, EM-ANN models for via interconnects in microstrip circuits, IEEE MTT-S Int Microwave Symp Dig, San Francisco, CA, June 1996, pp. 1819-1822.
    • (1996) IEEE MTT-S Int Microwave Symp Dig , pp. 1819-1822
    • Watson, P.1    Gupta, K.C.2
  • 24
    • 0031385920 scopus 로고    scopus 로고
    • Design and optimization of CPW circuits using EM-ANN models for CPW components
    • P.M. Watson and K.C. Gupta, Design and optimization of CPW circuits using EM-ANN models for CPW components, IEEE Trans Microwave Theory Tech 45 (1997), 2515-2523.
    • (1997) IEEE Trans Microwave Theory Tech , vol.45 , pp. 2515-2523
    • Watson, P.M.1    Gupta, K.C.2
  • 25
    • 0001815292 scopus 로고    scopus 로고
    • Knowledge based EM-ANN models for the design of wide bandwidth CPW patch/slot antennas
    • Orlando, FL, July
    • P. Watson, G. Creech, and K. Gupta, Knowledge based EM-ANN models for the design of wide bandwidth CPW patch/slot antennas, IEEE APS Int Symp Dig, Orlando, FL, July 1999, pp. 2588-2591.
    • (1999) IEEE APS Int Symp Dig , pp. 2588-2591
    • Watson, P.1    Creech, G.2    Gupta, K.3
  • 29
    • 0028137939 scopus 로고
    • Analysis and optimization of microwave circuits & devices using neural network models
    • San Diego, CA, May
    • A.H. Zaabab, Q.J. Zhang, and M. Nakhla, Analysis and optimization of microwave circuits & devices using neural network models, IEEE MTT-S Int Microwave Symp Dig, San Diego, CA, May 1994, pp. 393-396.
    • (1994) IEEE MTT-S Int Microwave Symp Dig , pp. 393-396
    • Zaabab, A.H.1    Zhang, Q.J.2    Nakhla, M.3
  • 31
    • 0029378654 scopus 로고
    • Artificial neural networks as aids in circuit design
    • G. Kothapalli, Artificial neural networks as aids in circuit design, Microelectronics J 26 (1995), 569-578.
    • (1995) Microelectronics J , vol.26 , pp. 569-578
    • Kothapalli, G.1
  • 33
    • 0032641445 scopus 로고    scopus 로고
    • Neural network modeling of GaAs IC material and MESFET device characteristics
    • May
    • G.L. Creech and J.M. Zurada, Neural network modeling of GaAs IC material and MESFET device characteristics, Int J RF and Microwave CAE 9 (May 1999), 241-253.
    • (1999) Int J RF and Microwave CAE , vol.9 , pp. 241-253
    • Creech, G.L.1    Zurada, J.M.2
  • 34
    • 84897481982 scopus 로고    scopus 로고
    • An accurate neural network model of FET intermodulation and power analysis
    • Prague, Czech Republic, Sept.
    • J. Rousset, Y. Harkouss, J.M. Collantes, and M. Campovecchio, An accurate neural network model of FET intermodulation and power analysis, Proc 26th European Microwave Conf, Prague, Czech Republic, Sept. 1996, pp. 16-19.
    • (1996) Proc 26th European Microwave Conf , pp. 16-19
    • Rousset, J.1    Harkouss, Y.2    Collantes, J.M.3    Campovecchio, M.4
  • 35
    • 0029322064 scopus 로고
    • A neural network modeling approach to circuit optimization and statistical design
    • A.H. Zaabab, Q.J. Zhang, and M. Nakhla, A neural network modeling approach to circuit optimization and statistical design, IEEE Trans Microwave Theory Tech 43 (1995), 1349-1358.
    • (1995) IEEE Trans Microwave Theory Tech , vol.43 , pp. 1349-1358
    • Zaabab, A.H.1    Zhang, Q.J.2    Nakhla, M.3
  • 39
    • 84891054838 scopus 로고    scopus 로고
    • A neural network approach to the modeling of heterojunction bipolar transistors from S-parameter data
    • Amsterdam, Netherlands, Oct.
    • V.K. Devabhaktuni, C. Xi, and Q.J. Zhang, A neural network approach to the modeling of heterojunction bipolar transistors from S-parameter data, Proc 28th European Microwave Conf, Amsterdam, Netherlands, Oct. 1998, pp. 306-311.
    • (1998) Proc 28th European Microwave Conf , pp. 306-311
    • Devabhaktuni, V.K.1    Xi, C.2    Zhang, Q.J.3
  • 41
    • 0031235681 scopus 로고    scopus 로고
    • A large-signal characterization of an HEMT using a multilayered network
    • K. Shirakawa, M. Shimiz, N. Okubo, and Y. Daido, A large-signal characterization of an HEMT using a multilayered network, IEEE Trans Microwave Theory Tech 45 (1997), 1630-1633.
    • (1997) IEEE Trans Microwave Theory Tech , vol.45 , pp. 1630-1633
    • Shirakawa, K.1    Shimiz, M.2    Okubo, N.3    Daido, Y.4
  • 42
    • 0000514725 scopus 로고    scopus 로고
    • Structural determination of multilayered large-signal neural-network HEMT model
    • K. Shirakawa, M. Shimizu, N. Okubo, and Y. Daido, Structural determination of multilayered large-signal neural-network HEMT model, IEEE Trans Microwave Theory Tech 46 (1998), 1367-1375.
    • (1998) IEEE Trans Microwave Theory Tech , vol.46 , pp. 1367-1375
    • Shirakawa, K.1    Shimizu, M.2    Okubo, N.3    Daido, Y.4
  • 43
    • 0034542312 scopus 로고    scopus 로고
    • Design of cylindrical posts in rectangular wave-guide by neural network approach
    • Salt Lake City, UT, July
    • G. Fedi, S. Manetti, G. Pelosi, and S. Selleri, Design of cylindrical posts in rectangular wave-guide by neural network approach, IEEE APS Int Symp Dig, Salt Lake City, UT, July 2000, pp. 1054-1057.
    • (2000) IEEE APS Int Symp Dig , pp. 1054-1057
    • Fedi, G.1    Manetti, S.2    Pelosi, G.3    Selleri, S.4
  • 47
    • 0032640216 scopus 로고    scopus 로고
    • Direct-coupled cavity filters design using a hybrid feedforward neural network-finite elements procedure
    • May
    • 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 and Microwave CAE 9 (May 1999), 287-296.
    • (1999) Int J RF and Microwave CAE , vol.9 , pp. 287-296
    • Fedi, G.1    Gaggelli, A.2    Manetti, S.3    Pelosi, G.4
  • 50
    • 0032641444 scopus 로고    scopus 로고
    • A review of artificial neural networks applications in microwave computer-aided design
    • May
    • P. Burrascano, S. Fiori, and M. Mongiardo, A review of artificial neural networks applications in microwave computer-aided design, Int J RF and Microwave CAE 9 (May 1999), 158-174.
    • (1999) Int J RF and Microwave CAE , vol.9 , pp. 158-174
    • Burrascano, P.1    Fiori, S.2    Mongiardo, M.3
  • 51
    • 0013352050 scopus 로고    scopus 로고
    • A hybrid neural and circuit-based model structure for microwave modeling
    • Munich, Germany, Oct.
    • S. Wang, F. Wang, V.K. Devabhaktuni, and Q.J. Zhang, A hybrid neural and circuit-based model structure for microwave modeling, Proc 29th European Microwave Conf, Munich, Germany, Oct. 1999. pp. 174-177.
    • (1999) Proc 29th European Microwave Conf , pp. 174-177
    • Wang, S.1    Wang, F.2    Devabhaktuni, V.K.3    Zhang, Q.J.4
  • 52
    • 0031368687 scopus 로고    scopus 로고
    • Creating neural network based microwave circuit models for analysis and synthesis
    • Hong Kong, Dec.
    • M. Vai, S. Wu, B. Li, and S. Prasad, Creating neural network based microwave circuit models for analysis and synthesis, Proc Asia Pacific Microwave Conf, Hong Kong, Dec. 1997, pp. 853-856.
    • (1997) Proc Asia Pacific Microwave Conf , pp. 853-856
    • Vai, M.1    Wu, S.2    Li, B.3    Prasad, S.4
  • 53
    • 0032682618 scopus 로고    scopus 로고
    • The use of artificial neural networks in nonlinear microwave devices and circuits modeling: An application to telecommunication system design
    • May
    • Y. Harkouss, J. Rousset, H. Chehade, E. Ngoya, D. Barataud, and J.P. Teyssier, The use of artificial neural networks in nonlinear microwave devices and circuits modeling: An application to telecommunication system design, Int J RF and Microwave CAE 9 (May 1999), 198-215.
    • (1999) Int J RF and Microwave CAE , vol.9 , pp. 198-215
    • Harkouss, Y.1    Rousset, J.2    Chehade, H.3    Ngoya, E.4    Barataud, D.5    Teyssier, J.P.6
  • 54
    • 0033677982 scopus 로고    scopus 로고
    • A new macromodeling approach for non-linear microwave circuits based on recurrent neural networks
    • Boston, MA, June
    • Y. Fang, M.C.E. Yagoub, F. Wang, and Q.J. Zhang, A new macromodeling approach for non-linear microwave circuits based on recurrent neural networks, IEEE MTT-S Int Microwave Symp Dig, Boston, MA, June 2000, pp. 883-886.
    • (2000) IEEE MTT-S Int Microwave Symp Dig , pp. 883-886
    • Fang, Y.1    Yagoub, M.C.E.2    Wang, F.3    Zhang, Q.J.4
  • 55
    • 24144458824 scopus 로고    scopus 로고
    • An artificial neural network for the analysis of profiled corrugated circular horns
    • Orlando, FL, July
    • G. Fedi, R. Giomi, M. Giustini, R. Nesti, G. Pelosi, and S. Selleri, An artificial neural network for the analysis of profiled corrugated circular horns, IEEE APS Int Symp Dig, Orlando, FL, July 1999, pp. 2604-2607.
    • (1999) IEEE APS Int Symp Dig , pp. 2604-2607
    • Fedi, G.1    Giomi, R.2    Giustini, M.3    Nesti, R.4    Pelosi, G.5    Selleri, S.6
  • 56
    • 84951975289 scopus 로고    scopus 로고
    • Neural network processing for adaptive array antennas
    • Orlando, FL, July
    • C. Christodoulou, A. El Zooghby, and M. Georgiopoulos, Neural network processing for adaptive array antennas, IEEE APS Int Symp Dig, Orlando, FL, July 1999, pp. 2584-2587.
    • (1999) IEEE APS Int Symp Dig , pp. 2584-2587
    • Christodoulou, C.1    El Zooghby, A.2    Georgiopoulos, M.3
  • 57
    • 0034542148 scopus 로고    scopus 로고
    • Neurospectral analysis of coaxial fed rectangular patch antenna
    • Salt Lake City, UT, July
    • R. Mishra and A. Patnaik, Neurospectral analysis of coaxial fed rectangular patch antenna, IEEE APS Int Symp Dig, Salt Lake City, UT, July 2000, pp. 1062-1065.
    • (2000) IEEE APS Int Symp Dig , pp. 1062-1065
    • Mishra, R.1    Patnaik, A.2
  • 58
    • 0031120341 scopus 로고    scopus 로고
    • Aperture antenna shape prediction by feedforward neural networks
    • G. Washington, Aperture antenna shape prediction by feedforward neural networks, IEEE Trans Antennas Propagat 45 (1997), 683-688.
    • (1997) IEEE Trans Antennas Propagat , vol.45 , pp. 683-688
    • Washington, G.1
  • 59
    • 0001617974 scopus 로고    scopus 로고
    • Neural network based CAD model for the design of square-patch antennas
    • R.K. Mishra and A. Patnaik, Neural network based CAD model for the design of square-patch antennas, IEEE Trans Antennas Propagat 46 (1998), 1890-1891.
    • (1998) IEEE Trans Antennas Propagat , vol.46 , pp. 1890-1891
    • Mishra, R.K.1    Patnaik, A.2
  • 60
    • 0001617975 scopus 로고    scopus 로고
    • Neural network-based adaptive beamforming for one- And two-dimensional antenna arrays
    • A.H. El Zooghby, C.G. Christodoulou, and M. Georgiopoulos, Neural network-based adaptive beamforming for one- and two-dimensional antenna arrays, IEEE Trans Antennas Propagat 46 (1998), 1891-1893.
    • (1998) IEEE Trans Antennas Propagat , vol.46 , pp. 1891-1893
    • El Zooghby, A.H.1    Christodoulou, C.G.2    Georgiopoulos, M.3
  • 61
    • 0033362662 scopus 로고    scopus 로고
    • An implementation of a direction-finding antenna for mobile communications using a neural network
    • E. Charpentier and J.J. Laurin, An implementation of a direction-finding antenna for mobile communications using a neural network, IEEE Trans Antennas Propagat 47 (1999), 1152-1159.
    • (1999) IEEE Trans Antennas Propagat , vol.47 , pp. 1152-1159
    • Charpentier, E.1    Laurin, J.J.2
  • 62
    • 0032628920 scopus 로고    scopus 로고
    • Calculation of bandwidth for electrically thin and thick rectangular microstrip antennas with the use of multilayered perceptrons
    • May
    • S. Sagiroglu, K. Guney, and M. Erler, Calculation of bandwidth for electrically thin and thick rectangular microstrip antennas with the use of multilayered perceptrons, Int J RF and Microwave CAE 9 (May 1999), 277-286.
    • (1999) Int J RF and Microwave CAE , vol.9 , pp. 277-286
    • Sagiroglu, S.1    Guney, K.2    Erler, M.3
  • 63
    • 24144441615 scopus 로고    scopus 로고
    • Sidelobes reduction and steerable nulling of antenna arrays using neural networks
    • Orlando, FL, July
    • S. El-Khamy, M. Aboul-Dahab, and K. Hijjah, Sidelobes reduction and steerable nulling of antenna arrays using neural networks, IEEE APS Int Symp Dig, Orlando, FL, July 1999, pp. 2600-2603.
    • (1999) IEEE APS Int Symp Dig , pp. 2600-2603
    • El-Khamy, S.1    Aboul-Dahab, M.2    Hijjah, K.3
  • 64
    • 24144449255 scopus 로고    scopus 로고
    • Neural net aided fault diagnostics of large antenna arrays
    • Orlando, FL, July
    • G. Castaldi, V. Pierro, and I.M. Pinto, Neural net aided fault diagnostics of large antenna arrays, IEEE APS Int Symp Dig, Orlando, FL, July 1999, pp. 2608-2611.
    • (1999) IEEE APS Int Symp Dig , pp. 2608-2611
    • Castaldi, G.1    Pierro, V.2    Pinto, I.M.3
  • 65
  • 66
  • 67
    • 0029707937 scopus 로고    scopus 로고
    • Millimeter-wave imaging using neural networks for object recognition
    • San Francisco, CA, June
    • K. Watabe, K. Shimizu, K. Mizuno, and M. Yoneyama, Millimeter-wave imaging using neural networks for object recognition, IEEE MTT-S Int Microwave Symp Dig, San Francisco, CA, June 1996, pp. 1135-1138.
    • (1996) IEEE MTT-S Int Microwave Symp Dig , pp. 1135-1138
    • Watabe, K.1    Shimizu, K.2    Mizuno, K.3    Yoneyama, M.4
  • 68
    • 0027577324 scopus 로고
    • Surface roughness determination using spectral correlations of scattered intensities and an artificial neural network technique
    • K. Yoshitomi, A. Ishimaru, J.N. Hwang, and J.S. Chen, Surface roughness determination using spectral correlations of scattered intensities and an artificial neural network technique, IEEE Trans Antennas Propagat 41 (1993), 498-502.
    • (1993) IEEE Trans Antennas Propagat , vol.41 , pp. 498-502
    • Yoshitomi, K.1    Ishimaru, A.2    Hwang, J.N.3    Chen, J.S.4
  • 69
    • 0034543024 scopus 로고    scopus 로고
    • Using artificial neural network approach to predict rain attenuation on earth-space path
    • Salt Lake City, UT, July
    • H. Yang, C. He, W. Song, and H. Zhu, Using artificial neural network approach to predict rain attenuation on earth-space path, IEEE APS Int Symp Dig, Salt Lake City, UT, July 2000, pp. 1058-1061.
    • (2000) IEEE APS Int Symp Dig , pp. 1058-1061
    • Yang, H.1    He, C.2    Song, W.3    Zhu, H.4
  • 70
    • 0034539436 scopus 로고    scopus 로고
    • Function-based and physics-based hybrid modular neural network for radio wave propagation modeling
    • Salt Lake City, UT, July
    • J. Lee and A. Lai, Function-based and physics-based hybrid modular neural network for radio wave propagation modeling, IEEE APS Int Symp Dig, Salt Lake City, UT, July 2000, pp. 446-449.
    • (2000) IEEE APS Int Symp Dig , pp. 446-449
    • Lee, J.A.1    Lai, A.2
  • 71
    • 0027685436 scopus 로고
    • Automatic impedance matching with a neural network
    • M. Vai and S. Prasad, Automatic impedance matching with a neural network, IEEE Microwave Guided Wave Lett 3 (1993), 353-354.
    • (1993) IEEE Microwave Guided Wave Lett , vol.3 , pp. 353-354
    • Vai, M.1    Prasad, S.2
  • 72
    • 0029305914 scopus 로고
    • Microwave circuit analysis and design by a massively distributed computing network
    • M. Vai and S. Prasad, Microwave circuit analysis and design by a massively distributed computing network, IEEE Trans Microwave Theory Tech 43 (1995), 1087-1094.
    • (1995) IEEE Trans Microwave Theory Tech , vol.43 , pp. 1087-1094
    • Vai, M.1    Prasad, S.2
  • 73
    • 24144476167 scopus 로고    scopus 로고
    • Applications of neural networks optimized by the genetic algorithm to microwave systems
    • Orlando, FL, July
    • M. Vai and S. Prasad, Applications of neural networks optimized by the genetic algorithm to microwave systems, IEEE APS Int Symp Dig, Orlando, FL, July 1999, pp. 2580-2583.
    • (1999) IEEE APS Int Symp Dig , pp. 2580-2583
    • Vai, M.1    Prasad, S.2
  • 74
    • 0034547588 scopus 로고    scopus 로고
    • Time domain inverse scattering by means of neural networks
    • Salt Lake City, UT, July
    • E. Bermani, S. Caorsi, and M. Raffetto, Time domain inverse scattering by means of neural networks, IEEE APS Int Symp Dig, Salt Lake City, UT, July 2000, pp. 1760-1763.
    • (2000) IEEE APS Int Symp Dig , pp. 1760-1763
    • Bermani, E.1    Caorsi, S.2    Raffetto, M.3
  • 75
    • 0000868066 scopus 로고    scopus 로고
    • Reverse modeling of microwave circuits with bidirectional neural network models
    • M.M. Vai, S. Wu, B. Li, and S. Prasad, Reverse modeling of microwave circuits with bidirectional neural network models, IEEE Trans Microwave Theory Tech 46 (1998), 1492-1494.
    • (1998) IEEE Trans Microwave Theory Tech , vol.46 , pp. 1492-1494
    • Vai, M.M.1    Wu, S.2    Li, B.3    Prasad, S.4
  • 76
    • 0032682617 scopus 로고    scopus 로고
    • Neural networks in microwave circuit design-Beyond black box models
    • May
    • M. Vai and S. Prasad, Neural networks in microwave circuit design-Beyond black box models, Int J RF and Microwave CAE 9 (May 1999), 187-197.
    • (1999) Int J RF and Microwave CAE , vol.9 , pp. 187-197
    • Vai, M.1    Prasad, S.2
  • 77
    • 0032682370 scopus 로고    scopus 로고
    • Electro-magnetic-artificial neural network model for synthesis of physical dimensions for multilayer asymmetric coupled transmission structures
    • May
    • P.M. Watson, C. Cho, and K.C. Gupta, Electro-magnetic-artificial neural network model for synthesis of physical dimensions for multilayer asymmetric coupled transmission structures, Int J RF and Microwave CAE 9 (May 1999), 175-186.
    • (1999) Int J RF and Microwave CAE , vol.9 , pp. 175-186
    • Watson, P.M.1    Cho, C.2    Gupta, K.C.3
  • 79
    • 0025403428 scopus 로고
    • Fast and smooth highly nonlinear multidimensional table models for device modeling
    • P. Meijer, Fast and smooth highly nonlinear multidimensional table models for device modeling, IEEE Trans Circuits Syst 37 (1990), 335-346.
    • (1990) IEEE Trans Circuits Syst , vol.37 , pp. 335-346
    • Meijer, P.1
  • 80
    • 0032654911 scopus 로고    scopus 로고
    • Neural network structures and training algorithms for RF and microwave applications
    • May
    • F. Wang, V.K. Devabhaktuni, C. Xi, and Q.J. Zhang, Neural network structures and training algorithms for RF and microwave applications, Int J RF and Microwave CAE 9 (May 1999), 216-240.
    • (1999) Int J RF and Microwave CAE , vol.9 , pp. 216-240
    • Wang, F.1    Devabhaktuni, V.K.2    Xi, C.3    Zhang, Q.J.4
  • 81
    • 0033313123 scopus 로고    scopus 로고
    • Huber optimization of neural networks: A robust training method
    • Washington, DC, July
    • C. Xi, F. Wang, V.K. Devabhaktuni, and Q.J. Zhang, Huber optimization of neural networks: A robust training method, Int Joint Conf Neural Networks, Washington, DC, July 1999, pp. 1639-1642.
    • (1999) Int Joint Conf Neural Networks , pp. 1639-1642
    • Xi, C.1    Wang, F.2    Devabhaktuni, V.K.3    Zhang, Q.J.4
  • 83
    • 0023961420 scopus 로고
    • GaAs MESFET modeling and nonlinear CAD
    • W.R. Curtice, GaAs MESFET modeling and nonlinear CAD, IEEE Trans Microwave Theory Tech 36 (1988), 220-230.
    • (1988) IEEE Trans Microwave Theory Tech , vol.36 , pp. 220-230
    • Curtice, W.R.1
  • 84
    • 0033281450 scopus 로고    scopus 로고
    • A large-signal model of self-aligned gate GaAs FET's for high-efficiency power-amplifier design
    • M. Hirose, Y. Kitaura, and N. Uchitomi, A large-signal model of self-aligned gate GaAs FET's for high-efficiency power-amplifier design, IEEE Trans Microwave Theory Tech 47 (1999), 2375-2381.
    • (1999) IEEE Trans Microwave Theory Tech , vol.47 , pp. 2375-2381
    • Hirose, M.1    Kitaura, Y.2    Uchitomi, N.3
  • 85
    • 0033708969 scopus 로고    scopus 로고
    • An improved deep sub-micron MOSFET RF nonlinear model with new break-down current model and drain to substrate non-linear coupling
    • Boston, MA, June
    • D. Heo, E. Gebara, E. Chen, S. Yoo, M. Hamai, and J. Laskar, An improved deep sub-micron MOSFET RF nonlinear model with new break-down current model and drain to substrate non-linear coupling, IEEE MTT-S Int Microwave Symp Dig, Boston, MA, June 2000, pp. 745-748.
    • (2000) IEEE MTT-S Int Microwave Symp Dig , pp. 745-748
    • Heo, D.1    Gebara, E.2    Chen, E.3    Yoo, S.4    Hamai, M.5    Laskar, J.6
  • 86
    • 84875256042 scopus 로고    scopus 로고
    • Neural network structures for EM/microwave modeling
    • Orlando, FL, July
    • Q. Zhang, F. Wang, and V. Devabhaktuni, Neural network structures for EM/microwave modeling, IEEE APS Int Symp Dig, Orlando, FL, July 1999, pp. 2576-2579.
    • (1999) IEEE APS Int Symp Dig , pp. 2576-2579
    • Zhang, Q.1    Wang, F.2    Devabhaktuni, V.3
  • 88
    • 0000646059 scopus 로고
    • D.E. Rumelhart and J.L. McClelland (Editors), MIT Press, Cambridge, MA
    • D.E. Rumelhart, G.E. Hinton, and R.J. Williams, "Parallel distributed processing," Vol. I, D.E. Rumelhart and J.L. McClelland (Editors), MIT Press, Cambridge, MA, 1986, pp. 318-362.
    • (1986) Parallel Distributed Processing , vol.1 , pp. 318-362
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 94
    • 0007478356 scopus 로고
    • Numerical analysis
    • D.F. Griffiths and G.A. Watson (Editors), Long-man, Harlow, Essex, UK
    • G. Li and K. Madsen, Numerical analysis, D.F. Griffiths and G.A. Watson (Editors), Pitman Research Notes in Mathematics Series 170, Long-man, Harlow, Essex, UK, 1988, pp. 176-191.
    • (1988) Pitman Research Notes in Mathematics Series , vol.170 , pp. 176-191
    • Li, G.1    Madsen, K.2
  • 96
    • 0028553448 scopus 로고
    • The Huber concept in device modeling, circuit diagnosis and design centering
    • London, England
    • J.W. Bandler, S.H. Chen, R.M. Biernacki, and K. Madsen, The Huber concept in device modeling, circuit diagnosis and design centering, IEEE Int Symp Circuit Syst Dig, London, England, 1994, pp. 129-132.
    • (1994) IEEE Int Symp Circuit Syst Dig , pp. 129-132
    • Bandler, J.W.1    Chen, S.H.2    Biernacki, R.M.3    Madsen, K.4
  • 97
    • 24144434842 scopus 로고    scopus 로고
    • OSA90, Optimization Systems Associates, P.O. Box 8083, Dundas, Canada, L9H 5E7, now HP EEsof, 1400 Fountaingrove Parkway, Santa Rosa, CA 95403, 1994.
    • OSA90, Optimization Systems Associates, P.O. Box 8083, Dundas, Canada, L9H 5E7, now HP EEsof, 1400 Fountaingrove Parkway, Santa Rosa, CA 95403, 1994.
  • 98
    • 0004324973 scopus 로고    scopus 로고
    • Department of Electronics, Carleton University, 1125 Colonel By Drive, Ottawa, Canada, K1S 5B6
    • Q.J. Zhang, NeuroModeler, Department of Electronics, Carleton University, 1125 Colonel By Drive, Ottawa, Canada, K1S 5B6, 1999.
    • (1999) NeuroModeler
    • Zhang, Q.J.1
  • 99
    • 0027662338 scopus 로고
    • Pruning algorithms - A survey
    • R. Reed, Pruning algorithms - A survey, IEEE Trans Neural Networks 4 (1993), 740-747.
    • (1993) IEEE Trans Neural Networks , vol.4 , pp. 740-747
    • Reed, R.1
  • 100
    • 0031146959 scopus 로고    scopus 로고
    • Constructive algorithms for structure learning in feedforward neural networks for regression problems
    • T.Y. Kwok and D.Y. Yeung, Constructive algorithms for structure learning in feedforward neural networks for regression problems, IEEE Trans Neural Networks 8 (1997), 630-645.
    • (1997) IEEE Trans Neural Networks , vol.8 , pp. 630-645
    • Kwok, T.Y.1    Yeung, D.Y.2
  • 101
    • 0032022221 scopus 로고    scopus 로고
    • Radial basis function networks and complexity regularization in function learning
    • A. Krzyzak and T. Linder, Radial basis function networks and complexity regularization in function learning, IEEE Trans Neural Networks 9 (1998), 247-256.
    • (1998) IEEE Trans Neural Networks , vol.9 , pp. 247-256
    • Krzyzak, A.1    Linder, T.2
  • 102
    • 0007723795 scopus 로고    scopus 로고
    • Adaptive sampling algorithm for accurate modeling of general interconnection structures
    • Munich, Germany, Oct.
    • J.D. Geest, T. Dhaene, N. Fache, and D.D. Zutter, Adaptive sampling algorithm for accurate modeling of general interconnection structures, Proc 29th European Microwave Conf, Munich, Germany, Oct. 1999, pp. 178-181.
    • (1999) Proc 29th European Microwave Conf , pp. 178-181
    • Geest, J.D.1    Dhaene, T.2    Fache, N.3    Zutter, D.D.4
  • 103
    • 0025403428 scopus 로고
    • Fast and smooth highly nonlinear multidimensional table models for device modeling
    • P.B.L. Meijer, Fast and smooth highly nonlinear multidimensional table models for device modeling, IEEE Trans Circuits Syst 37 (1990), 335-346.
    • (1990) IEEE Trans Circuits Syst , vol.37 , pp. 335-346
    • Meijer, P.B.L.1
  • 105
    • 0030195658 scopus 로고    scopus 로고
    • Data exploration with reflective adaptive models
    • U. Beyer and F. Smieja, Data exploration with reflective adaptive models, Comp Statistics and Data Anal 22 (1996), 193-211.
    • (1996) Comp Statistics and Data Anal , vol.22 , pp. 193-211
    • Beyer, U.1    Smieja, F.2
  • 108
    • 0026888767 scopus 로고
    • A non-linear integral model of electron devices for HB circuit analysis
    • F. Filicori, G. Vannini, and V.A. Monaco, A non-linear integral model of electron devices for HB circuit analysis, IEEE Trans Microwave Theory Tech 40 (1992), 1456-1465.
    • (1992) IEEE Trans Microwave Theory Tech , vol.40 , pp. 1456-1465
    • Filicori, F.1    Vannini, G.2    Monaco, V.A.3
  • 109
    • 0031638406 scopus 로고    scopus 로고
    • A direct adaptive neural controller for flow control in computer networks
    • Anchorage, Alaska, May
    • J. Aweya, Q.J. Zhang, and D.Y. Montuno, A direct adaptive neural controller for flow control in computer networks, Proc IEEE Int Conf Neural Networks, Anchorage, Alaska, May 1998, pp. 140-145.
    • (1998) Proc IEEE Int Conf Neural Networks , pp. 140-145
    • Aweya, J.1    Zhang, Q.J.2    Montuno, D.Y.3
  • 110
    • 0025399567 scopus 로고
    • Identification and control of dynamical systems using neural networks
    • K.S. Narendra and K. Parthasarathy, Identification and control of dynamical systems using neural networks, IEEE Trans Neural Networks 1 (1990), 4-27.
    • (1990) IEEE Trans Neural Networks , vol.1 , pp. 4-27
    • Narendra, K.S.1    Parthasarathy, K.2
  • 112
    • 24144495953 scopus 로고    scopus 로고
    • HP-ADS, Agitent Technologies, 1400 Fountaingrove Parkway, Santa Rosa, CA 95403, 1999
    • HP-ADS, Agitent Technologies, 1400 Fountaingrove Parkway, Santa Rosa, CA 95403, 1999.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.