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	<id>https://murray.cds.caltech.edu/index.php?action=history&amp;feed=atom&amp;title=Modeling_and_Control_of_Epitaxial_Thin_Film_Growth</id>
	<title>Modeling and Control of Epitaxial Thin Film Growth - Revision history</title>
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	<updated>2026-10-30T20:51:36Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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		<id>https://murray.cds.caltech.edu/index.php?title=Modeling_and_Control_of_Epitaxial_Thin_Film_Growth&amp;diff=19950&amp;oldid=prev</id>
		<title>Murray: htdb2wiki: creating page for 2002_mag02-phd.html</title>
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		<updated>2016-05-15T06:19:06Z</updated>

		<summary type="html">&lt;p&gt;htdb2wiki: creating page for 2002_mag02-phd.html&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;{{HTDB paper&lt;br /&gt;
| authors = Martha A. Gallivan&lt;br /&gt;
| title = Modeling and Control of Epitaxial Thin Film Growth&lt;br /&gt;
| source = Caltech Mechanical Engineering&lt;br /&gt;
| year = &lt;br /&gt;
| type = Ph.D. Dissertation&lt;br /&gt;
| funding = NSF/fship, MURI/vem, MURI/ferro&lt;br /&gt;
| url = http://www.cds.caltech.edu/~murray/preprints/mag02-phd.pdf&lt;br /&gt;
| abstract = &lt;br /&gt;
Thin &amp;amp;#64257;lm deposition is a manufacturing process in which tolerances may approach&lt;br /&gt;
the size of individual atoms. The &amp;amp;#64257;nal film is highly sensitive to the processing&lt;br /&gt;
conditions, which can be intentionally manipulated to control film properties. A&lt;br /&gt;
lattice model of surface evolution during thin film growth captures many important&lt;br /&gt;
features, including the nucleation and growth of clusters of atoms and the&lt;br /&gt;
propagation of atomic-height steps. The dimension of this probabilistic master&lt;br /&gt;
equation is too large to directly simulate for any physically realistic domain, and&lt;br /&gt;
instead stochastic realizations of the lattice model are obtained with kinetic Monte&lt;br /&gt;
Carlo simulations.&lt;br /&gt;
&amp;lt;p&amp;gt;&lt;br /&gt;
In this thesis simpler representations of the master equation are developed for&lt;br /&gt;
use in analysis and control. The static map between macroscopic process conditions&lt;br /&gt;
and microscopic transition rates is &amp;amp;#64257;rst analyzed. In the limit of fast periodic&lt;br /&gt;
process parameters, the surface responds only to the mean transition rates, and,&lt;br /&gt;
since the map between process parameters and transition rates is nonlinear, new&lt;br /&gt;
effective combinations of transition rates may be generated. These effective rates&lt;br /&gt;
are the convex hull of the set of instantaneous rates.&lt;br /&gt;
&amp;lt;p&amp;gt;&lt;br /&gt;
The map between transition rates and expected film properties is also studied.&lt;br /&gt;
The dimension of a master equation can be reduced by eliminating or grouping&lt;br /&gt;
con&amp;amp;#64257;gurations, yielding a reduced-order master equation that approximates the&lt;br /&gt;
original one. A linear method for identifying the coefficients in a master equation&lt;br /&gt;
is then developed, using only simulation data. These concepts are extended to&lt;br /&gt;
generate low-order master equations that approximate the dynamic behavior seen&lt;br /&gt;
in large Monte Carlo simulations. The models are then used to compute optimal&lt;br /&gt;
time-varying process parameters.&lt;br /&gt;
&amp;lt;p&amp;gt;&lt;br /&gt;
The thesis concludes with an experimental and modeling study of germanium&lt;br /&gt;
film growth, using molecular beam epitaxy and reflection high-energy electron&lt;br /&gt;
diffraction. Growth under continuous and pulsed flux is compared in experiment,&lt;br /&gt;
and physical parameters for the lattice model are extracted. The pulsing accessible&lt;br /&gt;
in the experiment does not trigger a change in growth mode, which is consistent&lt;br /&gt;
with the Monte Carlo simulations. The simulations are then used to suggest other&lt;br /&gt;
growth strategies to produce rougher or smoother surfaces.&lt;br /&gt;
| flags = &lt;br /&gt;
| filetype = PDF&lt;br /&gt;
| filesize = 3070K&lt;br /&gt;
| tag = mag02-phd&lt;br /&gt;
| id = 2002&lt;br /&gt;
}}&lt;/div&gt;</summary>
		<author><name>Murray</name></author>
	</entry>
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