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Questions tagged [many-body-physics]

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17 votes
1 answer
781 views

Deep Neural Networks: Are they able to provide insights for the many-electron problem or DFT?

The solution of the many-electron Schrodinger equation is the key to understand the properties of matter. However, it is notorious due to the exponential wall (for example, see section II (C) of ...
Jack's user avatar
  • 14.7k
9 votes
2 answers
431 views

Can Machine Learning lead to the more accurate theories and methods for matter modeling?

There's no doubt about it. Machine Learning (ML) is one of the hottest topics out there and it plays an important role in computational science. One application I have seen is to use ML and Density ...
Etienne Palos's user avatar
7 votes
1 answer
108 views

Is there a system of multiple interacting quantum particles for which the density can be obtained analytically?

I know that it is impossible for real electrons and nuclei. In the Kohn and Sham approach, a system of interacting electrons is approximated by a system of non-interacting Kohn-Sham particles in an ...
Vladislav Gladkikh's user avatar
6 votes
0 answers
103 views

Books on machine learning and condensed matter? [closed]

What are the best books on the use of machine learning in condensed matter, focusing on density functional theory and many-body physics?
Bekaso's user avatar
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3 votes
1 answer
97 views

Inverse Matrix Calculation

I am working on the charge transport calculation, based on the non-equilibrium green function method, for the Hamiltonian with the non-orthogonal basis. Suppose $H$ and $S$ are the Kohn-Sham ...
Kieran's user avatar
  • 153
3 votes
0 answers
42 views

How to get started modeling liquid crystals?

I am an experimentalist who is interested in getting hands on experience with how simulations play into our understanding of liquid crystal formation. I have tried to read several reviews on the topic ...
Yetinsyny's user avatar
3 votes
0 answers
49 views

Green function KMS boundary condition

How to obtain the relation between $G_{ab}(\tau,0,0,0)$ and $G_{ab}(\beta-\tau,0,0,0)$ for two-particle fermion Green function $$G_{ab}(\tau_1,\tau_2,\tau_3,\tau_4)=\langle \mathcal{T}a^\dagger(\tau_1)...
Zhihui's user avatar
  • 101