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- It would be intriguing to attempt to repeat Lind's
[65] method of eliminating the stray-field
systematic error, by following the applied field used to set the
sample magnetization direction with a smaller applied field in the
opposite direction. As well as experimental reproduction of the
technique, some theorizing would be in order, in the hope of
understanding the physical mechanisms behind it.
- As a complement to attempts to eliminate the spatial deflection
of the electron beam by a stray field from the sample or sample
holder, there may be benefits in attempting to use this spatial
deflection, along with spatially-resolved detection of the reflected
beam, as an alternative means of determining a sample's magnetic
state using an electron beam.
- The numerical method, presented in this thesis, for obtaining
summary data about the Bayesian posterior probability distributions,
given the experimental data presented here, has performed
disappointingly: it was very slow to run, taking CPU time of the
order of a month to reach the conclusions presented here, and even
after this time, there remains some doubt over whether it has
reached a final conclusion on the marginal likelihoods used for
model comparison, given that the likelihood function may not vary
smoothly in parameter space. The slowness is in large part due to
the many extra adjustable parameters, which have had to be inserted
into the physical models, to handle the systematic errors now
attributed to stray magnetic fields, and experimental techniques
that eliminate these errors may resolve the problems with the
numerical method. Nevertheless, there may be benefits in exploring
alternative numerical methods, particularly if it is possible to
increase the simplicity of their implementation by using adaptations
of widely-available fitting software, rather than having to program
a Markov chain Monte Carlo method anew; since completing the
analysis herein presented, the author has, in the course of a
separate experimental project, made considerable progress in
devising means whereby, with a little algebra, ubiquitous
chi-squared fitting routines can be used for Bayesian parameter
estimation and model comparison.
- It will soon be necessary to consider what kinds of samples it
is most interesting to examine with the polarized electron
reflection technique; the
structure considered in this
thesis was chosen primarily as a trial system, for development of
the instrumentation. Above, the
surface alloy of
manganese on a cobalt
surface, with a copper substrate, was
also mentioned as a candidate system for examination by polarized
electron reflection. The author would characterize the motivation
for experiments on this alloy as aesthetic: the wish to peer deeper
into a beautiful and unusual system. The author has discussed with
colleagues a number of other combinations of copper, cobalt, and
manganese, which hold similar interest. However, as has been
discussed elsewhere [10], the author now takes the
view that the scientific value of experimental results stems
primarily not from their aesthetic appeal, but from their ability to
help policy-makers reach better decisions. In the case of research
in magnetic film structures, the most relevant policy-makers are
managers in the magnetic data storage industry, and the most
relevant decisions are those about which systems of magnetic
materials to include in future hard discs, read heads, and magnetic
random access memories. The author believes that the time is ripe
to consult managers in this industry about how they can use
information about the Weiss fields of materials in multi-layer
structures, and what multi-layer structures are most important to
them.
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Daniel Christopher Hatton
2004-11-30