References needed for gradient flow

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Can anyone recommend lecture notes or (not too obscure) books that teaches me about gradient flow and what it has to do with PDEs? I did search but usually the material talks about dynamical systems which I don't want too much of. Something understandable by someone that knows about basic parabolic existence results would be good, and something that doesn't require knowledge of Riemannian geometry.

Thanks.

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I would suggest

You could also consult

as well as this talk by Katy Craig (from 31:28 onwards), this lecture by Brittany Hamfeldt.

Other standard (but more advanced) references are Optimal Transport - Old and New by Cedric Villani and Gradient flows: in metric spaces and in the space of probability measures by Luigi Ambrosio, Nicola Gigli, and Giuseppe Savarè.