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The tensor hypercontracted parametric reduced density matrix algorithm: coupled-cluster accuracy with O(r(4))

Neil Shenvi1, Helen van Aggelen, Yang Yang

  • 1Department of Chemistry, Duke University, Durham, North Carolina 27708, USA.

The Journal of Chemical Physics
|August 10, 2013
PubMed
Summary
This summary is machine-generated.

This study introduces tensor hypercontraction to efficiently compute electron repulsion integrals and excitation amplitudes for the parametric 2-electron reduced density matrix (p2RDM) algorithm, achieving accurate results with reduced computational scaling.

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Area of Science:

  • Quantum chemistry
  • Computational physics
  • Theoretical chemistry

Background:

  • The parametric 2-electron reduced density matrix (p2RDM) algorithm is a powerful tool for electronic structure calculations.
  • High-rank tensors, such as electron repulsion integrals and excitation amplitudes, pose a computational challenge.
  • Efficient tensor decomposition methods are crucial for reducing the computational cost of quantum chemical calculations.

Purpose of the Study:

  • To apply tensor hypercontraction to approximate electron repulsion integral tensors and two-particle excitation amplitudes.
  • To develop a computationally efficient algorithm for the p2RDM method.
  • To assess the accuracy and scalability of the proposed tensor hypercontraction approach.

Main Methods:

  • Tensor hypercontraction was employed to represent high-rank tensors as products of lower-rank tensors.
  • The method was applied to electron repulsion integral tensors and two-particle excitation amplitudes within the p2RDM framework.
  • The computational scaling of the algorithm was analyzed, showing a dependence of O(r^4) on the number of single-particle basis functions (r).

Main Results:

  • The tensor hypercontraction approach successfully approximated the electron repulsion integral tensor and two-particle excitation amplitudes.
  • The developed algorithm demonstrated a favorable O(r^4) computational scaling.
  • Applications to small molecules, hydrogen chains, and alkanes confirmed the practical utility and low formal scaling.
  • The accuracy achieved was comparable to the standard p2RDM algorithm, falling between CCSD and CCSD(T) levels of theory.

Conclusions:

  • Tensor hypercontraction offers an efficient strategy for approximating key components in the p2RDM algorithm.
  • The method significantly reduces computational cost while maintaining high accuracy.
  • This approach holds promise for enabling more accurate and feasible electronic structure calculations for larger systems.