메뉴 건너뛰기




Volumn 54, Issue 7, 2006, Pages 3069-3083

RBF network optimization of complex microwave systems represented by small FDTD modeling data sets

Author keywords

Artificial neural networks (ANNs); Computer aided design (CAD); Dynamic generation of data; Electromagnetic (EM) optimization; Full wave simulation; Radial basis functions (RBFs)

Indexed keywords

DYNAMIC GENERATION OF DATA; ELECTROMAGNETIC (EM) OPTIMIZATION; FULL-WAVE SIMULATION; RADIAL BASIS FUNCTIONS (RBF);

EID: 33746469085     PISSN: 00189480     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMTT.2006.877059     Document Type: Article
Times cited : (15)

References (61)
  • 3
    • 0033281656 scopus 로고    scopus 로고
    • A hybrid aggressive space-mapping algorithm for EM optimization
    • Dec.
    • M. H. Bakr, J. W. Bandler, N. K. Georgieva, and K. Madsen, "A hybrid aggressive space-mapping algorithm for EM optimization," IEEE Trans. Microw. Theory Tech., vol. 47, no. 12, pp. 2440-2449, Dec. 1999.
    • (1999) IEEE Trans. Microw. Theory Tech. , vol.47 , Issue.12 , pp. 2440-2449
    • Bakr, M.H.1    Bandler, J.W.2    Georgieva, N.K.3    Madsen, K.4
  • 4
    • 0033281456 scopus 로고    scopus 로고
    • Neuromodeling of microwave circuits exploiting space mapping technology
    • Dec.
    • J. W. Bandler, M. A. Ismail, J. E. Rayas-Sánchez, and Q. J. Zhang. "Neuromodeling of microwave circuits exploiting space mapping technology," IEEE Trans. Microw. Theory Tech., vol. 47, no. 12, pp. 2417-2427, Dec. 1999.
    • (1999) IEEE Trans. Microw. Theory Tech. , vol.47 , Issue.12 , pp. 2417-2427
    • Bandler, J.W.1    Ismail, M.A.2    Rayas-Sánchez, J.E.3    Zhang, Q.J.4
  • 8
    • 9244249798 scopus 로고    scopus 로고
    • A space-mapping interpolating surrogate algorithm for highly optimized EM-based design of microwave devices
    • Nov.
    • J. W. Bandler, D. M. Hailu, K. Madsen, and F. Pedersen, "A space-mapping interpolating surrogate algorithm for highly optimized EM-based design of microwave devices," IEEE Trans. Microw. Theory Tech., vol. 52, no. 11, pp. 2593-2600, Nov. 2004.
    • (2004) IEEE Trans. Microw. Theory Tech. , vol.52 , Issue.11 , pp. 2593-2600
    • Bandler, J.W.1    Hailu, D.M.2    Madsen, K.3    Pedersen, F.4
  • 9
    • 2342446706 scopus 로고    scopus 로고
    • A pruning method for neural networks and its application for optimization in electromagnetics
    • Mar.
    • F. G. Guimarães and J. A. Ramírez, "A pruning method for neural networks and its application for optimization in electromagnetics, " IEEE Trans. Magn., vol. 40, no. 2. pp. 1160-1163, Mar. 2004.
    • (2004) IEEE Trans. Magn. , vol.40 , Issue.2 , pp. 1160-1163
    • Guimarães, F.G.1    Ramírez, J.A.2
  • 10
    • 0242586049 scopus 로고    scopus 로고
    • Artificial neural networks for RF and microwave design-from theory to practice
    • Apr.
    • 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.
    • (2003) IEEE Trans. Microw. Theory Tech. , vol.51 , Issue.4 , pp. 1339-1350
    • Zhang, Q.-J.1    Gupta, K.C.2    Devabhaktuni, V.K.3
  • 12
    • 0032641444 scopus 로고    scopus 로고
    • A review of artificial neural networks applications in microwave computer-aided design
    • P. Burrascano, S. Fiori, and M. Mongiardo, "A review of artificial neural networks applications in microwave computer-aided design," Int. J. RF Microw. Comput.-Aided Eng., vol. 9, pp. 158-174, 1999.
    • (1999) Int. J. RF Microw. Comput.-aided Eng. , vol.9 , pp. 158-174
    • Burrascano, P.1    Fiori, S.2    Mongiardo, M.3
  • 13
    • 0032682617 scopus 로고    scopus 로고
    • Neural networks in microwave circuit design-beyond black-box models
    • M. Vai and S. Prasad, "Neural networks in microwave circuit design-Beyond black-box models," Int. J. RF Microw. Comput.-Aided Eng., vol. 9, pp. 187-197, 1999.
    • (1999) Int. J. RF Microw. Comput.-aided Eng. , vol.9 , pp. 187-197
    • Vai, M.1    Prasad, S.2
  • 14
    • 0032682370 scopus 로고    scopus 로고
    • Electromagnetic-artificial neural network model for synthesis of physical dimensions for multi-layer asymmetric coupled transmission structures
    • P. M. Watson, C. Cho, and K. C. Gupta, "Electromagnetic-artificial neural network model for synthesis of physical dimensions for multi-layer asymmetric coupled transmission structures," Int. J. RF Microw. Comput.-Aided Eng., vol. 9, pp. 175-186, 1999.
    • (1999) Int. J. RF Microw. Comput.-aided Eng. , vol.9 , pp. 175-186
    • Watson, P.M.1    Cho, C.2    Gupta, K.C.3
  • 16
    • 10744219692 scopus 로고    scopus 로고
    • EM-based optimization of microwave circuits using artificial neural networks: The state-of-the-art
    • Jan.
    • J. E. Rayas-Sánchez, "EM-based optimization of microwave circuits using artificial neural networks: The state-of-the-art," IEEE Trans. Microw. Theory Tech., vol. 52, no. 1, pp. 420-435, Jan. 2004.
    • (2004) IEEE Trans. Microw. Theory Tech. , vol.52 , Issue.1 , pp. 420-435
    • Rayas-Sánchez, J.E.1
  • 17
    • 0034159005 scopus 로고    scopus 로고
    • A full electromagnetic CAD tool for microwave devices using a finite element method and neural networks
    • S. Bila, D. Baillargeat, M. Aubourg, S. Verdeyme, and P. Guillon, "A full electromagnetic CAD tool for microwave devices using a finite element method and neural networks," Int. J. Numer. Modeling, vol. 13, pp. 167-180, 2000.
    • (2000) Int. J. Numer. Modeling , vol.13 , pp. 167-180
    • Bila, S.1    Baillargeat, D.2    Aubourg, M.3    Verdeyme, S.4    Guillon, P.5
  • 18
    • 28744448423 scopus 로고    scopus 로고
    • ANN based electromagnetic models for the design of RF MEMS switches
    • Nov.
    • Y. Lee and D. S. Filipovic, "ANN based electromagnetic models for the design of RF MEMS switches," IEEE Microw. Wireless Compon. Lett., vol. 15, no. 11, pp. 823-825, Nov. 2005.
    • (2005) IEEE Microw. Wireless Compon. Lett. , vol.15 , Issue.11 , pp. 823-825
    • Lee, Y.1    Filipovic, D.S.2
  • 19
    • 0037025744 scopus 로고    scopus 로고
    • Microstrip filter design using FDTD and neural networks
    • M. G. Banciu, E. Ambikairajah, and R. Ramer, "Microstrip filter design using FDTD and neural networks," Microw. Opt. Technol. Lett., vol. 34, no. 3, pp. 219-224, 2002.
    • (2002) Microw. Opt. Technol. Lett. , vol.34 , Issue.3 , pp. 219-224
    • Banciu, M.G.1    Ambikairajah, E.2    Ramer, R.3
  • 20
    • 0036135608 scopus 로고    scopus 로고
    • A coupled FDTD-artificial neural network technique for large-signal analysis of microwave circuits
    • S. Goasguen and S. M. El-Ghazaly, "A coupled FDTD-artificial neural network technique for large-signal analysis of microwave circuits," Int. J. RF Microw. Comput.-Aided Eng., vol. 12, pp. 25-36, 2002.
    • (2002) Int. J. RF Microw. Comput.-aided Eng. , vol.12 , pp. 25-36
    • Goasguen, S.1    El-Ghazaly, S.M.2
  • 21
    • 23044510525 scopus 로고    scopus 로고
    • A novel neural network combined with FDTD for the synthesis of a printed dipole antenna
    • Jul.
    • H. J. Delgado and M. H. Thursby, "A novel neural network combined with FDTD for the synthesis of a printed dipole antenna," IEEE Trans. Antennas Propag., vol. 53, no. 7, pp. 2231-2236, Jul. 2005.
    • (2005) IEEE Trans. Antennas Propag. , vol.53 , Issue.7 , pp. 2231-2236
    • Delgado, H.J.1    Thursby, M.H.2
  • 23
    • 0001815292 scopus 로고    scopus 로고
    • Knowledge based EM-ANN models for the design of wide bandwidth CPW patch/slot antennas
    • Orlando, FL
    • P. M. Watson, G. L. Creech, and K. C. Gupta, "Knowledge based EM-ANN models for the design of wide bandwidth CPW patch/slot antennas," in IEEE AP-S Int. Microw. Symp. Dig., Orlando, FL, 1999, pp. 2588-2591.
    • (1999) IEEE AP-S Int. Microw. Symp. Dig. , pp. 2588-2591
    • Watson, P.M.1    Creech, G.L.2    Gupta, K.C.3
  • 24
    • 0031338936 scopus 로고    scopus 로고
    • Knowledge based neuromodels for microwave design
    • Dec.
    • F. Wang and Q.-J. Zhang, "Knowledge based neuromodels for microwave design," IEEE Trans. Microw. Theory Tech., vol. 45, no. 12, pp. 2333-2343, Dec. 1997.
    • (1997) IEEE Trans. Microw. Theory Tech. , vol.45 , Issue.12 , pp. 2333-2343
    • Wang, F.1    Zhang, Q.-J.2
  • 25
    • 27744510413 scopus 로고    scopus 로고
    • TLM-based modeling and design exploiting space mapping
    • Sep.
    • J. W. Bandler, A. S. Mohamed, and M. H. Bakr, "TLM-based modeling and design exploiting space mapping," IEEE Trans. Microw. Theory Tech., vol. 53, no. 9, pp. 2801-2811, Sep. 2005.
    • (2005) IEEE Trans. Microw. Theory Tech. , vol.53 , Issue.9 , pp. 2801-2811
    • Bandler, J.W.1    Mohamed, A.S.2    Bakr, M.H.3
  • 26
    • 0032682370 scopus 로고    scopus 로고
    • Electromagnetic-artificial neural network model for synthesis of physical dimensions for multi-layer asymmetric coupled transmission structures
    • P. M. Watson, C. Cho, and K. C. Gupta, "Electromagnetic-artificial neural network model for synthesis of physical dimensions for multi-layer asymmetric coupled transmission structures," Int. J. RF Microw. Comput.-Aided Eng., vol. 9, pp. 175-186, 1999.
    • (1999) Int. J. RF Microw. Comput.-aided Eng. , vol.9 , pp. 175-186
    • Watson, P.M.1    Cho, C.2    Gupta, K.C.3
  • 27
    • 17444413394 scopus 로고    scopus 로고
    • Very accurate and simple CAD models based on neural networks for coplanar waveguide synthesis
    • C. Yildiz and M. Turkmen, "Very accurate and simple CAD models based on neural networks for coplanar waveguide synthesis," Int. J. RF Microw. Comput.-Aided Eng., vol. 15, pp. 218-224, 2005.
    • (2005) Int. J. RF Microw. Comput.-aided Eng. , vol.15 , pp. 218-224
    • Yildiz, C.1    Turkmen, M.2
  • 28
    • 0000514725 scopus 로고    scopus 로고
    • Structural determination of multilayered large-signal neural network HEMT model
    • Oct.
    • K. Shirakawa, M. Shimiz, N. Okubo, and Y. Daido, "Structural determination of multilayered large-signal neural network HEMT model," IEEE Trans. Microw. Theory Tech., vol. 46, no. 10, pp. 1367-1375, Oct. 1998.
    • (1998) IEEE Trans. Microw. Theory Tech. , vol.46 , Issue.10 , pp. 1367-1375
    • Shirakawa, K.1    Shimiz, M.2    Okubo, N.3    Daido, Y.4
  • 29
    • 0032641445 scopus 로고    scopus 로고
    • Neural network modeling of GaAs IC material and MESFET device characteristics
    • G. L. Creech and J. M. Zurada, "Neural network modeling of GaAs IC material and MESFET device characteristics," Int. J. RF Microw. Comput.-Aided Eng., vol. 9, pp. 241-253, 1999.
    • (1999) Int. J. RF Microw. Comput.-aided Eng. , vol.9 , pp. 241-253
    • Creech, G.L.1    Zurada, J.M.2
  • 30
    • 0031143157 scopus 로고    scopus 로고
    • The application of neural networks to EM-based simulation and optimization of interconnects in high-speed VLSI circuits
    • May
    • A. Veluswami, M. S. Nakhla, and Q.-J. Zhang, "The application of neural networks to EM-based simulation and optimization of interconnects in high-speed VLSI circuits," IEEE Trans. Microw. Theory Tech., vol. 45, no. 5, pp. 712-723, May 1997.
    • (1997) IEEE Trans. Microw. Theory Tech. , vol.45 , Issue.5 , pp. 712-723
    • Veluswami, A.1    Nakhla, M.S.2    Zhang, Q.-J.3
  • 32
    • 0035368839 scopus 로고    scopus 로고
    • On the application of the microgenetic algorithm to the design of broadband microwave absorbers comprising frequency selective surfaces embedded in multilayer dielectric media
    • Jun.
    • S. Chakravarty, R. Mittra, and N. R. Williams, "On the application of the microgenetic algorithm to the design of broadband microwave absorbers comprising frequency selective surfaces embedded in multilayer dielectric media," IEEE Trans. Microw. Theory Tech., vol. 49, no. 6, pp. 1050-1059, Jun. 2001.
    • (2001) IEEE Trans. Microw. Theory Tech. , vol.49 , Issue.6 , pp. 1050-1059
    • Chakravarty, S.1    Mittra, R.2    Williams, N.R.3
  • 33
    • 0036564112 scopus 로고    scopus 로고
    • Design optimization of conformal antennas by integrating stochastic algorithms with the hybrid finite element method
    • May
    • Z. Li, Y. E. Erdemli, J. L. Volakis, and P. Y. Papalambros, "Design optimization of conformal antennas by integrating stochastic algorithms with the hybrid finite element method," IEEE Trans. Antennas Propag., vol. 50, no. 5, pp. 676-684, May 2002.
    • (2002) IEEE Trans. Antennas Propag. , vol.50 , Issue.5 , pp. 676-684
    • Li, Z.1    Erdemli, Y.E.2    Volakis, J.L.3    Papalambros, P.Y.4
  • 34
    • 1242286134 scopus 로고    scopus 로고
    • Fact parameter optimization of large-scale electromagnetic objects using DIRECT with Kriging metamodeling
    • Jan.
    • E. S. Siah, M. Sasena, J. L. Volakis, and P. P. Papalambros, "Fact parameter optimization of large-scale electromagnetic objects using DIRECT with Kriging metamodeling," IEEE Trans. Microw. Theory Tech., vol. 52, no. 1, pp. 276-285, Jan. 2004.
    • (2004) IEEE Trans. Microw. Theory Tech. , vol.52 , Issue.1 , pp. 276-285
    • Siah, E.S.1    Sasena, M.2    Volakis, J.L.3    Papalambros, P.P.4
  • 35
    • 4444342358 scopus 로고    scopus 로고
    • Efficiency optimization for systems and components in microwave power engineering
    • V. A. Mechenova and V. V. Yakovlev, "Efficiency optimization for systems and components in microwave power engineering," J. Microw. Power Electmmagn. Energy, vol. 39, no. 1, pp. 15-29, 2004.
    • (2004) J. Microw. Power Electmmagn. Energy , vol.39 , Issue.1 , pp. 15-29
    • Mechenova, V.A.1    Yakovlev, V.V.2
  • 36
    • 0029322064 scopus 로고
    • A neural network modeling approach to circuit optimization and statistical design
    • Jun.
    • 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.
    • (1995) IEEE Trans. Microw. Theory Tech. , vol.43 , Issue.6 , pp. 1349-1358
    • Zaabab, A.H.1    Zhang, Q.-J.2    Nakhla, M.S.3
  • 38
    • 0032682618 scopus 로고    scopus 로고
    • The use of artificial neural networks in nonlinear microwave devices and circuits modeling: An application to telecommunication system design
    • 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 Microw. Comput.-Aided Eng., vol. 9, pp. 198-215, 1999.
    • (1999) Int. J. RF Microw. Comput.-aided Eng. , vol.9 , pp. 198-215
    • Harkouss, Y.1    Rousset, J.2    Chehade, H.3    Ngoya, E.4    Barataud, D.5    Teyssier, J.P.6
  • 39
    • 0032641445 scopus 로고    scopus 로고
    • Neural network modeling of GaAs IC material and MESFET device characteristics
    • G. L. Creech and J. M. Zurada, "Neural network modeling of GaAs IC material and MESFET device characteristics," Int. J. RF Microw. Comput.-Aided Eng., vol. 9, pp. 241-253, 1999.
    • (1999) Int. J. RF Microw. Comput.-aided Eng. , vol.9 , pp. 241-253
    • Creech, G.L.1    Zurada, J.M.2
  • 41
    • 0032292610 scopus 로고    scopus 로고
    • A hierarchal neural network approach to the development of a library of neural models for microwave design
    • Dec.
    • F. Wang, V. Devabhaktuni, and Q.-L. Zhang, "A hierarchal neural network approach to the development of a library of neural models for microwave design," IEEE Trans. Microw. Theory Tech., vol. 46, no. 12, pp. 2391-2403, Dec. 1998.
    • (1998) IEEE Trans. Microw. Theory Tech. , vol.46 , Issue.12 , pp. 2391-2403
    • Wang, F.1    Devabhaktuni, V.2    Zhang, Q.-L.3
  • 42
    • 0036070024 scopus 로고    scopus 로고
    • A systematic approach to a reliable neural model for pHEMT using different numbers of training data
    • Seattle, WA
    • M. Joodaki and G. Kompa, "A systematic approach to a reliable neural model for pHEMT using different numbers of training data," in IEEE MTT-S Int. Microw. Symp. Dig., Seattle, WA, 2002, pp. 1105-1108.
    • (2002) IEEE MTT-S Int. Microw. Symp. Dig. , pp. 1105-1108
    • Joodaki, M.1    Kompa, G.2
  • 43
    • 23144452008 scopus 로고    scopus 로고
    • FDTD-backed RBF network technique for efficiency optimization of microwave structures
    • Loughborough, U.K.
    • E. K. Murphy and V. V. Yakovlev, "FDTD-backed RBF network technique for efficiency optimization of microwave structures," in Proc. 9th AMPERE Microwave High Frequency Heating Conf., Loughborough, U.K., 2003, pp. 197-200.
    • (2003) Proc. 9th AMPERE Microwave High Frequency Heating Conf. , pp. 197-200
    • Murphy, E.K.1    Yakovlev, V.V.2
  • 44
    • 33746410566 scopus 로고    scopus 로고
    • Advances in computer optimization of microwave heating systems
    • Toronto, ON, Canada
    • V. A. Mechenova, E. K. Murphy, and V. V. Yakovlev, "Advances in computer optimization of microwave heating systems," in Proc. 38th Microw. Power Symp., Toronto, ON, Canada, 2004, pp. 87-91.
    • (2004) Proc. 38th Microw. Power Symp. , pp. 87-91
    • Mechenova, V.A.1    Murphy, E.K.2    Yakovlev, V.V.3
  • 45
    • 84898484922 scopus 로고    scopus 로고
    • Examination of contemporary electromagnetic software capable of modeling problems of microwave heating
    • M. Willert Porada, Ed. Berlin, Germany: Springer-Verlag
    • V. V. Yakovlev, "Examination of contemporary electromagnetic software capable of modeling problems of microwave heating," in Advances in Microwave and Radio Frequency Processing, M. Willert Porada, Ed. Berlin, Germany: Springer-Verlag, 2006, pp. 178-190.
    • (2006) Advances in Microwave and Radio Frequency Processing , pp. 178-190
    • Yakovlev, V.V.1
  • 46
    • 0032654911 scopus 로고    scopus 로고
    • Neural network structures and training algorithms for RF and microwave applications
    • 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 Microw. Comput.-Aided Eng., vol. 9, pp. 216-240, 1999.
    • (1999) Int. J. RF Microw. Comput.-aided Eng. , vol.9 , pp. 216-240
    • Wang, F.1    Devabhaktuni, V.K.2    Xi, C.3    Zhang, Q.J.4
  • 48
    • 0003599567 scopus 로고    scopus 로고
    • Introduction to radial basis function networks
    • Edinburgh Univ., Edinburgh, U.K., Tech. Rep.
    • M. Orr, "Introduction to radial basis function networks," Inst. Adaptive Neural Comput., Edinburgh Univ., Edinburgh, U.K., Tech. Rep., 1996.
    • (1996) Inst. Adaptive Neural Comput.
    • Orr, M.1
  • 51
    • 0043166500 scopus 로고    scopus 로고
    • Minimal-order multi-dimensional linear interpolation for a parameterized electromagnetic model database
    • Philadelphia, PA
    • J. Sercu and S. Hammadi, "Minimal-order multi-dimensional linear interpolation for a parameterized electromagnetic model database," in IEEE MTT-S Int. Microw. Symp. Dig., Philadelphia, PA, 2003, pp. 295-298.
    • (2003) IEEE MTT-S Int. Microw. Symp. Dig. , pp. 295-298
    • Sercu, J.1    Hammadi, S.2
  • 52
    • 0035679940 scopus 로고    scopus 로고
    • A robust algorithm for automatic development of neural-network models for microwave applications
    • Dec.
    • V. K. Devabhaktuni, M. C. E. Yagoub, and Q.-L. 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.
    • (2001) IEEE Trans. Microw. Theory Tech. , vol.49 , Issue.12 , pp. 2282-2291
    • Devabhaktuni, V.K.1    Yagoub, M.C.E.2    Zhang, Q.-L.3
  • 54
    • 0036493749 scopus 로고    scopus 로고
    • An improved method using radial basis function neural networks to speed up optimization algorithms
    • Mar.
    • M. Bazan, M. Aleksa, and S. Russenschuck, "An improved method using radial basis function neural networks to speed up optimization algorithms," IEEE Trans. Magn., vol. 38, no. 2, pp. 1081-1084, Mar. 2002.
    • (2002) IEEE Trans. Magn. , vol.38 , Issue.2 , pp. 1081-1084
    • Bazan, M.1    Aleksa, M.2    Russenschuck, S.3
  • 57
    • 0041652038 scopus 로고    scopus 로고
    • Double window configuration as a low cost microwave waveguide window for plasma applications
    • Dec.
    • R. Baskaran, "Double window configuration as a low cost microwave waveguide window for plasma applications," Rev. Sci. Instmm., vol. 68, pp. 4424-4426, Dec. 1997.
    • (1997) Rev. Sci. Instmm. , vol.68 , pp. 4424-4426
    • Baskaran, R.1
  • 59
    • 0015099691 scopus 로고
    • Dielectric properties of foods at 3 GHz as determined by a cavity perturbation technique. Measurement on food materials
    • N. Bengtsson and P. Risman, "Dielectric properties of foods at 3 GHz as determined by a cavity perturbation technique. Measurement on food materials," J. Microw. Power, vol. 6, no. 2, pp. 107-123, 1971.
    • (1971) J. Microw. Power , vol.6 , Issue.2 , pp. 107-123
    • Bengtsson, N.1    Risman, P.2
  • 60
    • 0035440682 scopus 로고    scopus 로고
    • A broadband rectangular patch antenna with a pair of wide slits
    • Sep.
    • K.-L. Wong and W.-H. Hsu, "A broadband rectangular patch antenna with a pair of wide slits," IEEE Trans. Antennas Propag., vol. 49, no. 9, pp. 1345-1347, Sep. 2001.
    • (2001) IEEE Trans. Antennas Propag. , vol.49 , Issue.9 , pp. 1345-1347
    • Wong, K.-L.1    Hsu, W.-H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.