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Ab initio molecular dynamics on quantum computers
Dmitry A Fedorov1, Matthew J Otten2, Stephen K Gray2
1Oak Ridge Associated Universities, 100 Orau Way, Oak Ridge, Tennessee 37830, USA.
We present a new method for ab initio molecular dynamics (AIMD) simulations using noisy intermediate-scale quantum (NISQ) computers. This approach enables quantum-enhanced molecular dynamics by calculating energies on a quantum computer and gradients classically.
Area of Science:
- Quantum Computing
- Computational Chemistry
- Materials Science
Background:
- Ab initio molecular dynamics (AIMD) simulates molecular behavior at finite temperatures using electronic structure calculations.
- Current AIMD methods require significant computational resources, limiting the study of complex systems.
- Noisy Intermediate-Scale Quantum (NISQ) computers offer potential for accelerating scientific discovery.
Purpose of the Study:
- To develop and demonstrate a hybrid quantum-classical approach for AIMD simulations on NISQ devices.
- To enable the calculation of molecular energies using quantum algorithms within an AIMD framework.
- To overcome the limitations of current quantum hardware for calculating energy gradients.
Main Methods:
- Utilizing the Variational Quantum Eigensolver (VQE) for electronic energy calculations on a quantum computer.
- Employing numerical methods (finite differences, Hellmann-Feynman theorem, correlated sampling) for gradient computation, avoiding the need for fault-tolerant quantum hardware.
- Integrating quantum energy calculations with classical gradient computations for a hybrid AIMD approach.
Main Results:
- Successfully performed AIMD simulations for the H2 molecule on IBM quantum devices.
- Validated the method's applicability to larger molecules using full configuration interaction (FCI) wave functions.
- Demonstrated a viable pathway for quantum-enhanced molecular dynamics on current quantum hardware.
Conclusions:
- The developed hybrid quantum-classical AIMD method is a promising approach for NISQ-era computers.
- This technique can be extended to study larger and more complex molecular systems as quantum hardware and noise mitigation improve.
- This work paves the way for leveraging quantum computation in molecular dynamics simulations.
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