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by smallnamespace
2882 days ago
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For crystallography, the use of group theory in part originates in X-ray crystallography [1], where the goal is to take 2D projections of a repeating 3D structure (crystal), and use that along with other rules that you know to re-infer what the 3D structure is. Repeating structures have symmetries, so seeing the symmetries in your diffraction pattern inform you of the possible symmetries (and hence possible arrangements) in your crystal. Group theory is the study of symmetry. By the way, this is also how the structure of DNA was inferred [2], although not from a crystal. [1] https://en.wikipedia.org/wiki/X-ray_crystallography#Crystal_... [2] https://www.dnalc.org/view/15014-Franklin-s-X-ray-diffractio... |
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Great answer, thank you :-) Saved me a bunch of typing to explain it less well than you just did.
It's worth adding, for this crowd, that another way of thinking about the "other rules" you allude to is as a system of constraints; you can then set this up as an optimization problem (find the set of atomic positions minimizing reconstruction error under the set of symmetry constraints implied by the space group – so that means that solving crystal structures and machine learning are functionally isomorphic problems.