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Grassmann extrapolation via direct inversion in the iterative subspace.

Ka Un Lao1, Kalana Wickramasinghe1, Jake A Tan2

  • 1Department of Chemistry, Virginia Commonwealth University, Richmond, Virginia 23284, USA.

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|October 10, 2025
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Summary
This summary is machine-generated.

A new Grassmann extrapolation (G-Ext) method combined with direct inversion in the iterative subspace (DIIS) accurately extrapolates density matrices. This G-Ext-DIIS approach is robust, efficient, and improves electronic structure calculations without parameter tuning.

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Area of Science:

  • Computational Chemistry
  • Quantum Chemistry
  • Materials Science

Background:

  • Accurate density matrix extrapolation is crucial for efficient electronic structure calculations.
  • Existing methods face challenges in preserving geometric structure and physical constraints.
  • Direct extrapolation methods often require parameter tuning or lack robustness.

Purpose of the Study:

  • To develop a novel, robust, and efficient method for density matrix extrapolation in electronic structure calculations.
  • To combine the Grassmann manifold framework with direct inversion in the iterative subspace (DIIS) for enhanced accuracy.
  • To overcome limitations of existing extrapolation techniques, such as parameter dependence and numerical instability.

Main Methods:

  • Introduced the Grassmann extrapolation with direct inversion in the iterative subspace (G-Ext-DIIS) method.
  • Utilized Coulomb, overlap, and core Hamiltonian matrix descriptors for extrapolation.
  • Evaluated G-Ext-DIIS on alanine dipeptide and its zwitterionic form using various basis sets (6-311++G(d,p), aug-cc-pVTZ).

Main Results:

  • G-Ext-DIIS achieved sub-millihartree accuracy using overlap or core Hamiltonian descriptors.
  • The method demonstrated superior accuracy, variational consistency, and reliability compared to direct extrapolation and Löwdin extrapolation.
  • G-Ext-DIIS showed robustness and computational efficiency, independent of descriptor dimensionality, system size, and basis set.

Conclusions:

  • G-Ext-DIIS provides a robust, efficient, and transferable framework for constructing accurate density matrices.
  • The method eliminates the need for regularization parameter tuning, unlike Tikhonov-regularized G-Ext.
  • G-Ext-DIIS shows significant potential for applications in geometry optimization and ab initio molecular dynamics simulations.