A Polynomial Chaos Expansion Method for Sensitivity Analysis of Microstrip Transmission Lines with Stochastic Parameters[J]. 2016, 50(12): 121-127.
DOI:
A Polynomial Chaos Expansion Method for Sensitivity Analysis of Microstrip Transmission Lines with Stochastic Parameters[J]. 2016, 50(12): 121-127.DOI: 10.7652/xjtuxb201612019.
A Polynomial Chaos Expansion Method for Sensitivity Analysis of Microstrip Transmission Lines with Stochastic Parameters
A method based on polynomial chaos(PC)expansion is proposed to calculate the response of transmission lines with uncertain parameters
such as variability in the substrate material and conductor geometry introduced in manufacturing processes. The stochastic per-unit-length lumped equivalent parameters of the transmission line
as well as the stochastic voltage and current responses for the transmission line
are expanded in terms of a series of orthogonal polynomial chaos basis functions
and all these stochastic variables are substituted into telegraph equations with random parameters. Then Galerkin's method is used to transform the telegraph equations into a set of augmented equations with the expansion coefficients of voltage and current as variables. The expansion coefficients are then obtained by solving the augmented equations combined with source and load conditions. Moreover
the statistical properties
such as the means
variance and probability density distribution of the voltage and current responses and transfer functions
are obtained. Simulation results of the microstrip transmission lines show that the conductor width has a greater impact on the performance of the microstrip transmission line at lower frequencies
while the dielectric constant has a greater effect on transmission performance at higher frequencies. In addition
the computational cost of the proposed method is lower
and its simulation time is about 0.2% of the Monte Carlo method.
关键词
Keywords
references
张瑛, WANG J M, 肖亮, 等. 工艺参数随机扰动下的传输线建模与分析新方法 [J]. 电子学报, 2005, 33(11): 1959-1964.
ZHANG Ying, WANG J M, XIAO Liang, et al. A new stochastic modeling and analysis method for transmission lines in the presence of random process variations [J]. Acta Electronica Sinica, 2005, 33(11): 1959-1964.
张瑛, WANG J M, 肖亮, 等. 传输线的随机建模及瞬态响应数值实验分析 [J]. 电子与信息学报, 2006, 28(8): 1516-1520.
ZHANG Ying, WANG J M, XIAO Liang, et al. Stochastic modeling for transmission lines and numerical experimental analysis for transient simulation [J]. Journal of Electronics Information Technology, 2006, 28(8): 1516-1520.
XIU D, KARNIADAKIS G E. The Wiener-Askey polynomial chaos for stochastic differential equations [J]. SIAM Journal on Scientific Computing, 2003, 24(2): 619-644.
SU Q, STRUNZ K. Stochastic circuit modelling with Hermite polynomial chaos [J]. Electronics Letters, 2005, 41(21): 1163-1165.
STIEVANO I S, MANFREDI P, CANAVERO F G. Parameters variability effects on multiconductor interconnects via Hermite polynomial chaos [J]. IEEE Transactions on Components, Packaging and Manufacturing Technology, 2011, 1(8): 1234-1239.
MANFREDI P, STIEVANO I S, CANAVERO F G. Parameters variability effects on microstrip interconnects via Hermite polynomial chaos [C]∥2010 IEEE 19th Conference on Electrical Performance of Electronic Packaging and Systems. Piscataway, NJ, USA: IEEE Computer Society, 2011: 149-152.
WU Lie, YANG Shiyou, LI Yuling. A fast robust optimization methodology based on polynomial chaos and evolutionary algorithm for inverse problems [J]. Proceedings of the CSEE, 2013, 33(3): 171-175.
XIU D, KARNIADAKIS G E. Modeling uncertainty in flow simulations via generalized polynomial chaos [J]. Journal of Computational Physics, 2003, 187(1): 137-167.
POZAR D M. 微波工程 [M]. 3版. 张肇仪, 周乐柱, 吴德明, 等译. 北京: 电子工业出版社, 2006: 42-43.
PAUL C R. 多导体传输线分析 [M]. 杨晓宪, 郑涛, 译. 北京: 中国电力出版社, 2013: 145-147.
MANFREDI P, GINSTE D V, DE Z D, et al. Frequency-and time-domain stochastic analysis of lossy and dispersive interconnects in a SPICE-like environment [C]∥21th Conference on Electrical Performance of Electronic Packaging and Systems. Piscataway, NJ, USA: IEEE, 2012: 65-68.
KIRSCHNING M, JANSEN R H, Accurate wide-range design equations for the frequency-dependent characteristic of parallel coupled microstrip lines [J]. IEEE Transactions on Microwave Theory and Techniques, 1984, 32(1): 83-90.