Deep Learning Density Functionals.pdf

MWS_MAR16-2015-008347.pdf
Preview of Deep Learning Density Functionals
🔗 Source: absimage.aps.org
📊 Size: 16 KB
📄 Pages: 1 page
⬇️ Downloads: 79

Summary

Density-functional theory is a formally exact description of a many-body quantum system in terms of its density; approximations to the universal density functional are necessary. Machine learning has been proposed to discover such a functional, but conventional algorithms have limitations. An alternative approach based on deep learning will be demonstrated, allowing models to discover intricate structure in large data sets without invariance and sensitivity issues. Results from applying this approach to predict the kinetic-energy functional of noninteracting electrons will be presented, along with a connection to the theorems of Hohenberg and Kohn.

Description

Density-functional theory is a formally exact description of a many-body quantum system in terms of its density; approximations to the universal density...

Technical Information

  • File Format: PDF
  • File Size: 16 KB
  • Pages: 1
  • Language: EN
  • Total Downloads: 79
  • Last Updated: 2 hours ago

Document Overview

This PDF document about Deep Learning Density Functionals provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Deep Learning Density Functionals.

Related Topics

If you're interested in Deep Learning Density Functionals, you might also want to explore:

Download Deep Learning Density Functionals eBooks for free and learn more about Deep Learning Density Functionals. These books contain exercises and tutorials to improve your practical skills, at all levels!

Not satisfied with this document? We have related documents to Deep Learning Density Functionals, try searching with similar keywords: Deep Learning Density Functionals, Optimizing Functionals on the Space of Probabilities with Input Convex Neural Networks, Functionals, Functionals?page=2, Deep Learning and Kernel Machines: RBMs, Deep BMs, RKMs, and Generative Models for Explainable AI, Deep Learning And Kernel Machines Rbms Deep Bms Rkms And Generative Models For Explainable Ai, Air Density Density Altitude, Apparent Density Vs Bulk Density

You can download PDF versions of the user's guide, manuals and ebooks about Deep Learning Density Functionals, you can also find and download for free A free online manual (notices) with beginner and intermediate, Downloads Documentation, You can download PDF files (or DOC and PPT) about Deep Learning Density Functionals for free, but please respect copyrighted ebooks.