Comparison of Data-Driven and First-Principles Model-Based Control Approaches for Regulation of the Poloidal Flux Profile and Normalized beta in DIII-D Advanced Tokamak Scenarios
W. Wehner, W. Shi, E. Schuster, M.L. Walker, D.A. Humphreys
Division of Plasma Physics (DPP) Annual Meeting of the American Physical Society (APS)
Denver, Colorado, USA, November 11-15, 2013
Abstract
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Modeling of the coupled evolution of the poloidal flux profile and βN
in response to the heating and non-inductive current drive systems
(neutral beam and electron cyclotron powers) as well as to the total
inductive plasma current is carried out in this work with the ultimate
goal of employing the developed models for control design. The modeling
process follows two distinct approaches: data-driven modeling and first
principles modeling. Using each model separately to design and test a
controller for the regulation of the poloidal flux profile and βN around
desired operating points, the advantages and limitations of the two
approaches are compared. This study represents one of the first steps
towards defining the modeling needs for successful model-based
current-profile control in present and future devices. Results from
numerical and experimental testing in the DIII-D tokamak are presented.