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Published on: May 30, 2014
Response properties in phaseless auxiliary field quantum Monte Carlo.
Ankit Mahajan1,2, Jo S Kurian2, Joonho Lee1,3
1Department of Chemistry, Columbia University, New York, New York 10027, USA.
We developed a new method using automatic differentiation (AD) to efficiently calculate molecular properties with quantum Monte Carlo simulations. This approach significantly reduces computational cost for property calculations, making complex simulations more accessible.
Area of Science:
- Quantum chemistry
- Computational physics
- Materials science
Background:
- Calculating molecular properties is crucial for understanding chemical reactions and material behavior.
- Traditional methods for calculating response properties can be computationally expensive.
- Phaseless auxiliary field quantum Monte Carlo (AFQMC) is a powerful method for electronic structure calculations.
Purpose of the Study:
- To develop a computationally efficient method for calculating first-order response properties in phaseless AFQMC.
- To assess the biases and statistical efficiency of the new method.
- To investigate the impact of self-consistency and trial orbital choice on property calculations.
Main Methods:
- Application of automatic differentiation (AD) to phaseless AFQMC.
- Calculation of reduced density matrices using AD.
- Comparison of AD-based property calculations with self-consistently optimized orbitals and density functional theory (DFT) orbitals.
Main Results:
- AD enables calculation of reduced density matrices with the same computational cost scaling per sample as energy calculations.
- The cost prefactor for property calculations using AD is less than four in numerical tests.
- DFT-optimized orbitals provide accurate dipole moments for selected molecules, comparable to self-consistently optimized orbitals.
Conclusions:
- Automatic differentiation provides an efficient and accurate way to compute first-order response properties in phaseless AFQMC.
- The method significantly reduces the computational overhead for property calculations.
- DFT orbitals are a viable and efficient choice for property calculations in many cases, simplifying the computational workflow.
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