Stochastic techniques for computational electromagnetics and signal integrity design optimization
Chen, Xu
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https://hdl.handle.net/2142/72778
Description
Title
Stochastic techniques for computational electromagnetics and signal integrity design optimization
Author(s)
Chen, Xu
Issue Date
2015-01-21
Director of Research (if dissertation) or Advisor (if thesis)
Cangellaris, Andreas C.
Schutt-Ainé, José E.
Department of Study
Electrical & Computer Eng
Discipline
Electrical & Computer Engr
Degree Granting Institution
University of Illinois at Urbana-Champaign
Degree Name
M.S.
Degree Level
Thesis
Keyword(s)
signal integrity
stochastic
computational electromagnetics
waveguide
optimization
finite element method
packaging
modeling
simulation
Numerical methods
stochastic collocation
monte carlo
uncertainty quantification
modal signaling
Abstract
As speed and density of electronic systems continue to increase, uncertainties are becoming significant factors in system performance. This thesis provides an overview of stochastic numerical techniques in the context of electronic package modeling for signal integrity analysis. Examples are provided to demonstrate the efficiency and accuracy of the Stochastic Collocation method, and its application in computer system design optimization. A stochastic Finite Element Method electromagnetic solver is also implemented using Stochastic Collocation to study waveguides with geometric uncertainties.
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