  In this paper we present the design, simulation, and proof of principle
results of an optimization based adaptive feed-forward algorithm for
beam-loading compensation in a high impedance room temperature cavity. We begin
with an overview of prior developments in beam loading compensation. Then we
discuss different techniques for adaptive beam loading compensation and why the
use of Newton's Method is of interest for this application. This is followed by
simulation and initial experimental results of this method.
