Benchmarking Quantum Chemistry Computations with Variational, Imaginary Time Evolution, and Krylov Space Solver Algorithms
Abstract
Abstract Quantum chemistry is a key application area for noisy‐intermediate scale quantum (NISQ) devices, and therefore serves as an important benchmark for current and future quantum computer performance. Previous benchmarks in this field have focused on variational methods for computing ground and excited states of various molecules, including a benchmarking suite focused on the performance of computing ground states for alkali‐hydrides under an array of error mitigation methods. State‐of‐the‐art methods to reach chemical accuracy in hybrid quantum‐classical electronic structure calculations of alkali hydride molecules on NISQ devices from IBM are outlined here. It is demonstrated how to extend the reach of variational eigensolvers with symmetry preserving Ansätze. Next, it is outlined how to use quantum imaginary time evolution and Lanczos as a complementary method to variational techniques, highlighting the advantages of each approach. Finally, a new error mitigation method is demonstrated which uses systematic error cancellation via hidden inverse gate constructions, improving the performance of typical variational algorithms. These results show that electronic structure calculations have advanced rapidly, to routine chemical accuracy for simple molecules, from their inception on quantum computers a few short years ago, and they point to further rapid progress to larger molecules as the power ofmore »
- Authors:
-
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
- Virginia Polytechnic Inst. and State Univ. (Virginia Tech), Blacksburg, VA (United States)
- Duke Univ., Durham, NC (United States)
- Univ. of Tennessee, Knoxville, TN (United States)
- Publication Date:
- Research Org.:
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF)
- Sponsoring Org.:
- USDOE Office of Science (SC); National Science Foundation (NSF); US Army Research Office (ARO)
- OSTI Identifier:
- 1809982
- Alternate Identifier(s):
- OSTI ID: 1782294
- Grant/Contract Number:
- AC05-00OR22725; SC0019294; SC0019318; SC0019199; DMR-1747426; OMA-1937008; W911NF-19-1-0397; DE‐SC0019294; ERKJ332
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Advanced Quantum Technologies
- Additional Journal Information:
- Journal Volume: 4; Journal Issue: 7; Journal ID: ISSN 2511-9044
- Publisher:
- Wiley
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 71 CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS; quantum benchmarks; quantum chemistry; quantum computing; quantum imaginary time evolution; variational algorithms
Citation Formats
Yeter‐Aydeniz, Kübra, Gard, Bryan T., Jakowski, Jacek, Majumder, Swarnadeep, Barron, George S., Siopsis, George, Humble, Travis S., and Pooser, Raphael C. Benchmarking Quantum Chemistry Computations with Variational, Imaginary Time Evolution, and Krylov Space Solver Algorithms. United States: N. p., 2021.
Web. doi:10.1002/qute.202100012.
Yeter‐Aydeniz, Kübra, Gard, Bryan T., Jakowski, Jacek, Majumder, Swarnadeep, Barron, George S., Siopsis, George, Humble, Travis S., & Pooser, Raphael C. Benchmarking Quantum Chemistry Computations with Variational, Imaginary Time Evolution, and Krylov Space Solver Algorithms. United States. https://doi.org/10.1002/qute.202100012
Yeter‐Aydeniz, Kübra, Gard, Bryan T., Jakowski, Jacek, Majumder, Swarnadeep, Barron, George S., Siopsis, George, Humble, Travis S., and Pooser, Raphael C. Fri .
"Benchmarking Quantum Chemistry Computations with Variational, Imaginary Time Evolution, and Krylov Space Solver Algorithms". United States. https://doi.org/10.1002/qute.202100012. https://www.osti.gov/servlets/purl/1809982.
@article{osti_1809982,
title = {Benchmarking Quantum Chemistry Computations with Variational, Imaginary Time Evolution, and Krylov Space Solver Algorithms},
author = {Yeter‐Aydeniz, Kübra and Gard, Bryan T. and Jakowski, Jacek and Majumder, Swarnadeep and Barron, George S. and Siopsis, George and Humble, Travis S. and Pooser, Raphael C.},
abstractNote = {Abstract Quantum chemistry is a key application area for noisy‐intermediate scale quantum (NISQ) devices, and therefore serves as an important benchmark for current and future quantum computer performance. Previous benchmarks in this field have focused on variational methods for computing ground and excited states of various molecules, including a benchmarking suite focused on the performance of computing ground states for alkali‐hydrides under an array of error mitigation methods. State‐of‐the‐art methods to reach chemical accuracy in hybrid quantum‐classical electronic structure calculations of alkali hydride molecules on NISQ devices from IBM are outlined here. It is demonstrated how to extend the reach of variational eigensolvers with symmetry preserving Ansätze. Next, it is outlined how to use quantum imaginary time evolution and Lanczos as a complementary method to variational techniques, highlighting the advantages of each approach. Finally, a new error mitigation method is demonstrated which uses systematic error cancellation via hidden inverse gate constructions, improving the performance of typical variational algorithms. These results show that electronic structure calculations have advanced rapidly, to routine chemical accuracy for simple molecules, from their inception on quantum computers a few short years ago, and they point to further rapid progress to larger molecules as the power of NISQ devices grows.},
doi = {10.1002/qute.202100012},
journal = {Advanced Quantum Technologies},
number = 7,
volume = 4,
place = {United States},
year = {Fri May 07 00:00:00 EDT 2021},
month = {Fri May 07 00:00:00 EDT 2021}
}
Works referenced in this record:
Superfast encodings for fermionic quantum simulation
journal, October 2019
- Setia, Kanav; Bravyi, Sergey; Mezzacapo, Antonio
- Physical Review Research, Vol. 1, Issue 3
Quantum computational chemistry
journal, March 2020
- McArdle, Sam; Endo, Suguru; Aspuru-Guzik, Alán
- Reviews of Modern Physics, Vol. 92, Issue 1
Quantum Algorithms for Quantum Chemistry and Quantum Materials Science
journal, October 2020
- Bauer, Bela; Bravyi, Sergey; Motta, Mario
- Chemical Reviews, Vol. 120, Issue 22
Quantum orbital-optimized unitary coupled cluster methods in the strongly correlated regime: Can quantum algorithms outperform their classical equivalents?
journal, March 2020
- Sokolov, Igor O.; Barkoutsos, Panagiotis Kl.; Ollitrault, Pauline J.
- The Journal of Chemical Physics, Vol. 152, Issue 12
Quantum circuits for isometries
journal, March 2016
- Iten, Raban; Colbeck, Roger; Kukuljan, Ivan
- Physical Review A, Vol. 93, Issue 3
Characterizing quantum supremacy in near-term devices
journal, April 2018
- Boixo, Sergio; Isakov, Sergei V.; Smelyanskiy, Vadim N.
- Nature Physics, Vol. 14, Issue 6
Randomized benchmarking of quantum gates
journal, January 2008
- Knill, E.; Leibfried, D.; Reichle, R.
- Physical Review A, Vol. 77, Issue 1
Practical quantum computation of chemical and nuclear energy levels using quantum imaginary time evolution and Lanczos algorithms
journal, July 2020
- Yeter-Aydeniz, Kübra; Pooser, Raphael C.; Siopsis, George
- npj Quantum Information, Vol. 6, Issue 1
Fermionic Quantum Computation
journal, May 2002
- Bravyi, Sergey B.; Kitaev, Alexei Yu.
- Annals of Physics, Vol. 298, Issue 1
A variational eigenvalue solver on a photonic quantum processor
journal, July 2014
- Peruzzo, Alberto; McClean, Jarrod; Shadbolt, Peter
- Nature Communications, Vol. 5, Issue 1
Quantum optimization using variational algorithms on near-term quantum devices
journal, June 2018
- Moll, Nikolaj; Barkoutsos, Panagiotis; Bishop, Lev S.
- Quantum Science and Technology, Vol. 3, Issue 3
Reducing Qubit Requirements for Quantum Simulations Using Molecular Point Group Symmetries
journal, August 2020
- Setia, Kanav; Chen, Richard; Rice, Julia E.
- Journal of Chemical Theory and Computation, Vol. 16, Issue 10
Quantum chemistry as a benchmark for near-term quantum computers
journal, November 2019
- McCaskey, Alexander J.; Parks, Zachary P.; Jakowski, Jacek
- npj Quantum Information, Vol. 5, Issue 1
Determining eigenstates and thermal states on a quantum computer using quantum imaginary time evolution
journal, November 2019
- Motta, Mario; Sun, Chong; Tan, Adrian T. K.
- Nature Physics, Vol. 16, Issue 2
Quantum-classical computation of Schwinger model dynamics using quantum computers
journal, September 2018
- Klco, N.; Dumitrescu, E. F.; McCaskey, A. J.
- Physical Review A, Vol. 98, Issue 3
Variational Quantum Computation of Excited States
journal, July 2019
- Higgott, Oscar; Wang, Daochen; Brierley, Stephen
- Quantum, Vol. 3
Chemistry on Quantum Computers with Virtual Quantum Subspace Expansion
journal, August 2020
- Urbanek, Miroslav; Camps, Daan; Van Beeumen, Roel
- Journal of Chemical Theory and Computation, Vol. 16, Issue 9
Variational quantum algorithms for discovering Hamiltonian spectra
journal, June 2019
- Jones, Tyson; Endo, Suguru; McArdle, Sam
- Physical Review A, Vol. 99, Issue 6
A volumetric framework for quantum computer benchmarks
journal, November 2020
- Blume-Kohout, Robin; Young, Kevin C.
- Quantum, Vol. 4
Efficient symmetry-preserving state preparation circuits for the variational quantum eigensolver algorithm
journal, January 2020
- Gard, Bryan T.; Zhu, Linghua; Barron, George S.
- npj Quantum Information, Vol. 6, Issue 1
Hartree-Fock on a superconducting qubit quantum computer
journal, August 2020
- Arute, Frank; Arya, Kunal; Babbush, Ryan
- Science, Vol. 369, Issue 6507
Strategies for quantum computing molecular energies using the unitary coupled cluster ansatz
journal, October 2018
- Romero, Jonathan; Babbush, Ryan; McClean, Jarrod R.
- Quantum Science and Technology, Vol. 4, Issue 1
Hardware-efficient variational quantum eigensolver for small molecules and quantum magnets
journal, September 2017
- Kandala, Abhinav; Mezzacapo, Antonio; Temme, Kristan
- Nature, Vol. 549, Issue 7671
Variational ansatz-based quantum simulation of imaginary time evolution
journal, September 2019
- McArdle, Sam; Jones, Tyson; Endo, Suguru
- npj Quantum Information, Vol. 5, Issue 1
Detecting and tracking drift in quantum information processors
journal, October 2020
- Proctor, Timothy; Revelle, Melissa; Nielsen, Erik
- Nature Communications, Vol. 11, Issue 1
Detecting and Tracking Drift in Quantum Information Processors
dataset, January 2020
- Proctor, Timothy; Revelle, Melissa; Nielsen, Erik
- Zenodo
Efficient Step-Merged Quantum Imaginary Time Evolution Algorithm for Quantum Chemistry
journal, September 2020
- Gomes, Niladri; Zhang, Feng; Berthusen, Noah F.
- Journal of Chemical Theory and Computation, Vol. 16, Issue 10
Quantum Solver of Contracted Eigenvalue Equations for Scalable Molecular Simulations on Quantum Computing Devices
journal, February 2021
- Smart, Scott E.; Mazziotti, David A.
- Physical Review Letters, Vol. 126, Issue 7
Noise resilience of variational quantum compiling
journal, April 2020
- Sharma, Kunal; Khatri, Sumeet; Cerezo, M.
- New Journal of Physics, Vol. 22, Issue 4
Detecting and Tracking Drift in Quantum Information Processors
dataset, January 2020
- Proctor, Timothy; Revelle, Melissa; Nielsen, Erik
- Zenodo
�ber das Paulische �quivalenzverbot
journal, September 1928
- Jordan, P.; Wigner, E.
- Zeitschrift f�r Physik, Vol. 47, Issue 9-10
Quantum Chemistry in the Age of Quantum Computing
journal, August 2019
- Cao, Yudong; Romero, Jonathan; Olson, Jonathan P.
- Chemical Reviews, Vol. 119, Issue 19
Scalable Quantum Simulation of Molecular Energies
journal, July 2016
- O’Malley, P. J. J.; Babbush, R.; Kivlichan, I. D.
- Physical Review X, Vol. 6, Issue 3
An adaptive variational algorithm for exact molecular simulations on a quantum computer
journal, July 2019
- Grimsley, Harper R.; Economou, Sophia E.; Barnes, Edwin
- Nature Communications, Vol. 10, Issue 1
Quantum algorithms for electronic structure calculations: Particle-hole Hamiltonian and optimized wave-function expansions
journal, August 2018
- Barkoutsos, Panagiotis Kl.; Gonthier, Jerome F.; Sokolov, Igor
- Physical Review A, Vol. 98, Issue 2
Characterizing Quantum Supremacy in Near-Term Devices
text, January 2016
- Boixo, Sergio; Isakov, Sergei V.; Smelyanskiy, Vadim N.
- arXiv
Detecting and tracking drift in quantum information processors
text, January 2019
- Proctor, Timothy; Revelle, Melissa; Nielsen, Erik
- arXiv
Quantum Orbital-Optimized Unitary Coupled Cluster Methods in the Strongly Correlated Regime: Can Quantum Algorithms Outperform their Classical Equivalents?
text, January 2019
- Sokolov, Igor O.; Barkoutsos, Panagiotis Kl.; Ollitrault, Pauline J.
- arXiv
Practical Quantum Computation of Chemical and Nuclear Energy Levels Using Quantum Imaginary Time Evolution and Lanczos Algorithms
preprint, January 2019
- Yeter-Aydeniz, Kübra; Pooser, Raphael C.; Siopsis, George
- arXiv