In this exposition, we consider some emerging issues in intelligent and informative scientific computation We present some examples to illustrate the needs of such a computation paradigm, and discuss a few possible potential applications with background ranging from microstructure evolution in alloys, deformation of cell membranes, to multi-scale modeling of complex fluids.
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