Comment by nutate
4 years ago
Former computational materials scientist here. There are groups that are using ML for finding materials to simulate, and some beginning to use it to speed up simulations. Still that said, simulating cutting, abrasion, sharpening (I suppose it would be called to some extent tribology) is still in the infancy of simulation. Steel is extra difficult compared to other materials, and it has such a history of innovation that all exists at a sort of mesoscale out of reach of contemporary atomistic simulations. Still some have attempted it: https://www.dierk-raabe.com/icme/ or more recently: https://www.sciencedirect.com/science/article/abs/pii/S09270... Still the from Simulation/Search -> Experiment pipeline is working generally at much smaller scales that steel structures for now. ie micro instead of nano
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