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Add Detection and Warnings for Slow Convergence #25

@mcdigman

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@mcdigman

It should be possible to detect if the convergence is slow or poor, for example oscillating power or sharply changing in the bright and faint decompositions. Additionally, if the procedure reaches the iteration cutoff, the result may not be stabilized and there should be a warning for that.

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