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		<title>Model dependent analysis - Revision history</title>
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		<updated>2026-06-25T03:06:25Z</updated>
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		<title>Hayes: creation</title>
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				<updated>2011-04-29T14:53:17Z</updated>
		
		<summary type="html">&lt;p&gt;creation&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;The much improved sensitivity provided by modern&lt;br /&gt;
&amp;lt;math&amp;gt;4\pi&amp;lt;/math&amp;gt; high-resolution&lt;br /&gt;
&amp;lt;math&amp;gt;\gamma&amp;lt;/math&amp;gt;-ray&lt;br /&gt;
detector facilities, such as Gammasphere when coupled to&lt;br /&gt;
&amp;lt;math&amp;gt;4\pi&amp;lt;/math&amp;gt; recoil-ion detectors like [[CHICO | CHICO]], has greatly expanded the number of collective&lt;br /&gt;
bands and levels observed in heavy-ion induced Coulomb excitation&lt;br /&gt;
measurements. Since the late&lt;br /&gt;
1990s this improved sensitivity has led to an explosive increase in the number of&lt;br /&gt;
&amp;lt;math&amp;gt;E\lambda&amp;lt;/math&amp;gt;&lt;br /&gt;
matrix elements involved in least-squares fits to Coulomb excitation data. For&lt;br /&gt;
example, current heavy-ion induced Coulomb excitation measurements can&lt;br /&gt;
populate &amp;lt;math&amp;gt;\approx 100&amp;lt;/math&amp;gt; levels in &amp;lt;math&amp;gt;\approx 10&amp;lt;/math&amp;gt;&lt;br /&gt;
collective bands coupled by &amp;lt;math&amp;gt;\approx 3000&amp;lt;/math&amp;gt; &amp;lt;math&amp;gt;E\lambda&amp;lt;/math&amp;gt;&lt;br /&gt;
matrix elements. This rapid increase in the number of unknowns, and&lt;br /&gt;
concomitant increase in the dimension of the least-squares search problem,&lt;br /&gt;
coupled with a reduction in available beam time due to closure of a&lt;br /&gt;
substantial fraction of the arsenal of heavy-ion accelerator facilities, has&lt;br /&gt;
made it no longer viable to obtain sufficiently complete sets of Coulomb&lt;br /&gt;
excitation data for a full model-independent Gosia analysis. Fortunately the&lt;br /&gt;
collective correlations are strong for low-lying spectra of most nuclei making&lt;br /&gt;
it viable to exploit these collective correlations to greatly reduce the&lt;br /&gt;
number of fitted parameters to accommodate the smaller data sets. For example,&lt;br /&gt;
for the axially-symmetric rigid rotor the fit to the diagonal and transition&lt;br /&gt;
E2 matrix elements can be reduced to fitting the one intrinsic quadrupole moment&lt;br /&gt;
of the band, which, in principle, only requires measurement of one&lt;br /&gt;
E2 matrix element. Model-dependent analyses of Coulomb excitation data can be&lt;br /&gt;
used to extract the relevant physics even when the data set is insufficient to&lt;br /&gt;
overdetermine the many unknown matrix elements model independently.&lt;br /&gt;
&lt;br /&gt;
A model-dependent approach that has been highly successfully involves&lt;br /&gt;
factoring the system into subgroups of levels that have similar collective&lt;br /&gt;
correlations, and assuming that a model can adequately relate the&lt;br /&gt;
&amp;lt;math&amp;gt;E\lambda&amp;lt;/math&amp;gt; matrix elements for each of these localized subgroups of levels. That is, the&lt;br /&gt;
model is used to relate the &amp;lt;math&amp;gt;E\lambda&amp;lt;/math&amp;gt; matrix elements in a localized region by coupling all of the &amp;quot;dependents&amp;quot; to&lt;br /&gt;
one &amp;quot;master&amp;quot; member of the subgroup. The least-squares fit then is made to&lt;br /&gt;
find the best values of the master matrix elements with the dependents varying&lt;br /&gt;
in proportion to the masters. This approach can reduce the number of&lt;br /&gt;
parameters being fit by an order of magnitude. The best-fit values for these&lt;br /&gt;
master matrix elements then can be used iteratively to refine the&lt;br /&gt;
model-dependent coupling employed for correlating the matrix elements in the&lt;br /&gt;
localized subgroups. As an example, in strongly-deformed nuclei the ground&lt;br /&gt;
rotational band levels below the first band crossing can be broken into one or&lt;br /&gt;
two subgroups each of which are coupled to common intrinsic&lt;br /&gt;
E2 moments, the levels above the band crossing also can be broken into similar&lt;br /&gt;
subgroups, while the individual matrix elements around the band crossing can&lt;br /&gt;
be treated as independent parameters. An iterative procedure then can be&lt;br /&gt;
employed where models are assumed to be sufficient accurate locally to&lt;br /&gt;
extrapolate the measured sensitive matrix elements to model-dependently&lt;br /&gt;
predict the less sensitive matrix elements.&lt;br /&gt;
&lt;br /&gt;
The model-dependent approach must be treated with considerable care because&lt;br /&gt;
the strong cross correlations can lead to erroneous conclusions. The fact that&lt;br /&gt;
one model fits the experimental Coulomb excitation data is not a proof that&lt;br /&gt;
this solution is unique. For example, the Davydov-Chaban rigid-triaxial rotor&lt;br /&gt;
model reproduced well the measured Coulomb excitation yields for an early&lt;br /&gt;
multiple Coulomb excitation studies of&lt;br /&gt;
&amp;lt;math&amp;gt;^{192,194,196}&amp;lt;/math&amp;gt;Pt&amp;lt;ref&amp;gt;I.Y. Lee, D. Cline, P.A. Butler, R.M. Diamond, J.O. Newton, R.S. Simon and F.S. Stephens, Phys. Rev. Lett. 39:684 (1977).&amp;lt;/ref&amp;gt; implying the existence of rigid triaxial&lt;br /&gt;
deformation. A subsequent more extensive Coulomb excitation&lt;br /&gt;
study,&amp;lt;ref&amp;gt;C.Y. Wu, Ph.D. Thesis, University of Rochester (1983)&amp;lt;/ref&amp;gt;,&amp;lt;ref&amp;gt;C.Y. Wu, D. Cline, T. Czosnyka, et al., Nucl. Phys. A 607:178 (1996).&amp;lt;/ref&amp;gt; that was analysed using Gosia,&lt;br /&gt;
determined that these nuclei are very soft to&lt;br /&gt;
&amp;lt;math&amp;gt;\beta&amp;lt;/math&amp;gt;- and&lt;br /&gt;
&amp;lt;math&amp;gt;\gamma&amp;lt;/math&amp;gt;-vibrational degrees of freedom. The earlier erroneous conclusion that this&lt;br /&gt;
nucleus behaved like a rigid triaxial rotor was fortuitous because the early&lt;br /&gt;
measurements were sensitive only to the centroids of the&lt;br /&gt;
&amp;lt;math&amp;gt;\beta&amp;lt;/math&amp;gt; and&lt;br /&gt;
&amp;lt;math&amp;gt;\gamma&amp;lt;/math&amp;gt; shape degrees of freedom. Another example is that the axially-symmetric model&lt;br /&gt;
often can give an almost equally acceptable fits to Coulomb excitation data of&lt;br /&gt;
triaxially-deformed nuclei where erroneous&lt;br /&gt;
&amp;lt;math&amp;gt;B(E2)&amp;lt;/math&amp;gt;&lt;br /&gt;
strengths compensate for incorrectly assumed static electric quadrupole&lt;br /&gt;
moments. Thus it is important to compare the quality of model-dependent fits&lt;br /&gt;
using various competing collective models to derive reliable conclusions as to&lt;br /&gt;
the relative efficacy of different collective models.&lt;br /&gt;
&lt;br /&gt;
==Notes==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references/&amp;gt;&lt;/div&gt;</summary>
		<author><name>Hayes</name></author>	</entry>

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