Rational neural network advances machine-human discovery — ScienceDaily

Math is the language of the physical world, and Alex Townsend sees mathematical patterns everywhere: in weather, in the way soundwaves move, and even in the spots or stripes zebra fish develop in embryos.

“Since Newton wrote down calculus, we have been deriving calculus equations called differential equations to model physical phenomena,” said Townsend, associate professor of mathematics in the College of Arts and Sciences.

This way of deriving laws of calculus works, Townsend said, if you already know the physics of the system. But what about learning physical systems for which the…

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