48 citations · 100 across the 4 of their papers we have counts for
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Elasticity in crystals with high density of local defects : insights from ultra-soft colloids
Saswati Ganguly, Gaurav Prakash Shrivastav, Shang-Chun Lin +5
In complex crystals close to melting or at finite temperatures, different types of defects are ubiquitous and their role becomes relevant in the mechanical response of these solids…
Analytical classical density functionals from an equation learning network
Shang-Chun Lin, Georg Martius, Martin Oettel
We explore the feasibility of using machine learning methods to obtain an analytic form of the classical free energy functional for two model fluids, hard rods and Lennard--Jones,…
A classical density functional from machine learning and a convolutional neural network
Shang-Chun Lin, Martin Oettel
We use machine learning methods to approximate a classical density functional. As a study case, we choose the model problem of a Lennard Jones fluid in one dimension where there is…
Phase diagrams and crystal-fluid surface tensions in additive and nonadditive two-dimensional hard disk mixtures
Shang-Chun Lin, Martin Oettel
Using density functionals from fundamental measure theory, phase diagrams and crystal-fluid surface tensions in additive and nonadditive (Asakura-Oosawa model) two-dimensional hard…