I personally am not going into this field (more of an observationalist...) but I do have friends who are. The big subjects I've heard are Diff. Eq. (ordinary and partial), Tensor calc (for which you need Calc 1, 2, and 3), Linear Algebra, and Statistics. Stats might be a good idea in any physical science, though.
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