Optimal Control, Estimation, and Shape Design: Analysis and Applications
Abstract (Summary)
This work considers applied optimization in several
contexts. Generally, we consider the optimal design of Traveling
Wave Tubes (TWTs) and electron guns and the application of optimal
control to human immunodeficiency virus (HIV) treatment schedules.
First, we consider the optimal design of electron guns using the
3D finite element code Beam Optics Analysis (BOA). Specifically,
we consider the design of a Pierce gun that will be used in a 10MW
multiple beam klystron at L-Band and a sheet beam gun (SBG). We
consider various design considerations including beam shape,
current, and electric field properties.
Secondly, we consider the design of TWTs, which are vacuum
electron devices used for the amplification of radio frequency
power. We use the simulation code CHRISTINE-1D to consider the
design of a linear, C-Band, helix TWT and a folded waveguide
slow-wave circuit.
Finally, we consider the problem of using optimal control
methodology to design HIV treatment schedules. We first introduce
a model describing HIV dynamics and study this model under optimal
control based treatment strategies using a variety of sensitivity
equations. We then study the Extended Kalman Filter (EKF) as a
tool to filter data and estimate unknown states and model
parameters. We then apply a Receding Horizon Control (RHC)
methodology to the control of this model. This methodology is
used in conjunction with the EKF, in the presence of noisy data,
poor drug adherence and imperfectly known model parameters. We
then study this methodology on a model of HIV dynamics that
incorporates drug resistance.
Bibliographical Information:
Advisor:Zhilin Li; Thomas Banks; Pierre Gremaud; Hien Tran; Kazufumi Ito
School:North Carolina State University
School Location:USA - North Carolina
Source Type:Master's Thesis
Keywords:applied mathematics
ISBN:
Date of Publication:08/17/2007