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System-Specific Separable Basis Based on Tucker Decomposition: Application to Density Functional Calculations.

Jeheon Woo1, Woo Youn Kim1, Sunghwan Choi2

  • 1Department of Chemistry, KAIST, 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea.

Journal of Chemical Theory and Computation
|April 19, 2022
PubMed
Summary
This summary is machine-generated.

We developed a novel separable basis using Tucker decomposition for fast density functional calculations. This method significantly speeds up computations while maintaining high accuracy for periodic systems.

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Area of Science:

  • Computational Chemistry
  • Materials Science
  • Quantum Mechanics

Background:

  • Accurate representation of orbitals is crucial for efficient density functional calculations.
  • Existing methods may face limitations in speed and accuracy for complex systems.

Purpose of the Study:

  • To introduce a novel, system-specific separable basis for accelerating density functional calculations.
  • To demonstrate the effectiveness of Tucker decomposition in constructing an efficient basis set.

Main Methods:

  • Proposed a new basis set derived from Tucker decomposition of a finite-difference Hamiltonian matrix.
  • Applied the method to seven 2D and 3D periodic systems.
  • Analyzed computation time, atomization energy per atom, and band gap errors.

Main Results:

  • Achieved computation time reductions of 2-71 times for density functional calculations.
  • Maintained high accuracy with errors in atomization energy and band gap below 0.1 eV.
  • Demonstrated systematic control over accuracy and speed by adjusting Tucker decomposition rank size.

Conclusions:

  • The proposed separable basis offers a significant speed-up for density functional calculations.
  • The method provides a tunable balance between computational efficiency and accuracy.
  • This approach is promising for accelerating electronic structure calculations in materials science.