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Published on: August 2, 2019
Scalable Quantum Monte Carlo with Direct-Product Trial Wave Functions
Hung Q Pham1, Runsheng Ouyang2, Dingshun Lv3
1ByteDance Research, San Jose, California 95110, United States.
We introduce direct-product multi-Slater determinant trials for phaseless auxiliary-field quantum Monte Carlo (AFQMC) to reduce computational costs for strongly correlated molecules. This method offers significant speedups when active spaces are decomposable, maintaining accuracy for noncoupling or weakly coupling subspaces.
Area of Science:
- Computational Chemistry
- Quantum Monte Carlo Methods
- Electronic Structure Theory
Background:
- Phaseless auxiliary-field quantum Monte Carlo (AFQMC) methods face high computational demands, especially for molecules with strong electron correlations.
- Current multi-Slater determinant (MSD) trials can be computationally intensive, limiting their application to complex molecular systems.
Purpose of the Study:
- To propose and evaluate the use of direct-product wave functions as trials for MSD-AFQMC.
- To reduce the computational overhead associated with MSD-AFQMC by exploiting the compactness of direct-product multi-Slater determinant (DP-MSD) trials.
- To assess the accuracy and efficiency of DP-MSD trials for molecular systems with varying electronic structure complexity.
Main Methods:
- Developed a novel approach using direct-product wave functions as trials for MSD-AFQMC.
- Defined 'decomposable active space' as a condition where the active space can be divided into noncoupling subspaces.
- Employed localized-active space self-consistent field (LASCF) wave functions as DP-MSD trials and tested on various molecular systems.
Main Results:
- DP-MSD trials significantly reduced computational costs, up to 36 times for C2H6N4, when active spaces are decomposable.
- For weakly coupled systems like the benzene dimer, DP-MSD trials decreased computational cost while maintaining accuracy compared to complete active space trials.
- Accuracy decreased for systems with strong subspace coupling compared to complete active space approaches.
Conclusions:
- Direct-product multi-Slater determinant trials offer a computationally efficient alternative for MSD-AFQMC in specific molecular systems.
- The method is particularly beneficial for systems with noncoupling to weakly coupling subspaces requiring local multireference treatments.
- Careful consideration of subspace coupling is necessary to ensure accuracy.
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