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The collar can be stiffened with buckram (available at most fabric stores, typically used for hat forms) and, if needed, a few well-placed pieces of nylon boning. The collar looks like it might have 5 obvious boning channels spaced evenly around.
When choosing your fabrics, consider two fabrics of a comparable weight. Otherwise a heavier fabric is likely to hang unevenly over its counterpart as it sags more under its own weight.
Simplicity Pattern #2499 has a nice 5-piece cape (6 with the collar) where the center back piece could be widened more to accommodate some pleating. I know on large-scale projects like this it's tempting to cut some corners, but make sure to cut your fabric on the grain as the pattern specifies or your cape will drape oddly, as well as pucker at the seams.