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I congratulate the Casino developers for neural networks implementing in the code.
Posted: Sat Apr 26, 2025 2:20 am
by Vladimir_Konjkov
Please accept my sincere congratulations on this epochal event!
Could you also provide an example config file and a link to updated documentation?
Vladimir.
Re: I congratulate the Casino developers for neural networks implementing in the code.
Posted: Tue Apr 29, 2025 4:44 am
by Vladimir_Konjkov
The Jastrow factor redistributes the electron density from where the probability of two electrons meeting is higher to where it is lower, so a term is needed that will redistribute it back. Such a term (chi-term) is usually included and depends on the distance of the electron to the nucleus, since such a distance correlates with the magnitude of the electron density, but in the case of a chemical bond, the electron density is also concentrated along the bonds. In the article "Framework for constructing generic Jastrow correlation factors" P. López Ríos1, P. Seth, N. D. Drummond, and R. J. Needs. DOI:
https://doi.org/10.1103/PhysRevE.86.036703

- Screenshot_20250429_113445.png (46.93 KiB) Viewed 21449 times
N(1,2) term improves Jastrow further, because it is cylindrically symmetrical around the chemical bond. Is it possible to force the neural network to take into account the distribution of electron density along chemical bonds, which is not taken into account by conventional terms?
Vladimir
Re: I congratulate the Casino developers for neural networks implementing in the code.
Posted: Tue May 06, 2025 3:52 pm
by Neil Drummond
Thanks, but it's still very much a work in progress...
Re: I congratulate the Casino developers for neural networks implementing in the code.
Posted: Tue May 06, 2025 3:55 pm
by Neil Drummond
At present the NNJAS term mixes up u-like and chi-like terms. But it is not too difficult to add new features to the NNJAS term, to see what works.
Best wishes,
Neil.