Quantum algorithm for the Vlasov equation
Abstract
Typically, the Vlasov-Maxwell system of equations, which describes classical plasma physics, is extremely challenging to solve, even by numerical simulation on powerful computers. By linearizing and assuming a Maxwellian background distribution function, we convert the Vlasov-Maxwell system into a Hamiltonian simulation problem. Then for the limiting case of electrostatic Landau damping, we design and verify a quantum algorithm, appropriate for a future error-corrected universal quantum computer. Although the classical simulation has costs that scale as $$\mathcal{O}(N_v t)$$ for a velocity grid with $$N_v$$ grid points and simulation time $$t$$, our quantum algorithm scales as $$\mathcal{O}(\text{polylog}(N_v) t/\delta)$$ where $$\delta$$ is the measurement error, and weaker scalings have been dropped. Extensions, including electromagnetics and higher dimensions, are discussed. A quantum computer could efficiently handle a high-resolution, six-dimensional phase-space grid, but the $$1/\delta$$ cost factor to extract an accurate result remains a difficulty. Our work provides insight into the possibility of someday achieving efficient plasma simulation on a quantum computer.
- Authors:
-
- Univ. of Colorado, Boulder, CO (United States)
- Publication Date:
- Research Org.:
- Univ. of Colorado, Boulder, CO (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Fusion Energy Sciences (FES)
- OSTI Identifier:
- 1579923
- Grant/Contract Number:
- SC0020393
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Physical Review A
- Additional Journal Information:
- Journal Volume: 100; Journal Issue: 6; Journal ID: ISSN 2469-9926
- Publisher:
- American Physical Society (APS)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 70 PLASMA PHYSICS AND FUSION TECHNOLOGY; 71 CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS
Citation Formats
Engel, Alexander, Smith, Graeme, and Parker, Scott E. Quantum algorithm for the Vlasov equation. United States: N. p., 2019.
Web. doi:10.1103/PhysRevA.100.062315.
Engel, Alexander, Smith, Graeme, & Parker, Scott E. Quantum algorithm for the Vlasov equation. United States. https://doi.org/10.1103/PhysRevA.100.062315
Engel, Alexander, Smith, Graeme, and Parker, Scott E. Wed .
"Quantum algorithm for the Vlasov equation". United States. https://doi.org/10.1103/PhysRevA.100.062315. https://www.osti.gov/servlets/purl/1579923.
@article{osti_1579923,
title = {Quantum algorithm for the Vlasov equation},
author = {Engel, Alexander and Smith, Graeme and Parker, Scott E.},
abstractNote = {Typically, the Vlasov-Maxwell system of equations, which describes classical plasma physics, is extremely challenging to solve, even by numerical simulation on powerful computers. By linearizing and assuming a Maxwellian background distribution function, we convert the Vlasov-Maxwell system into a Hamiltonian simulation problem. Then for the limiting case of electrostatic Landau damping, we design and verify a quantum algorithm, appropriate for a future error-corrected universal quantum computer. Although the classical simulation has costs that scale as $\mathcal{O}(N_v t)$ for a velocity grid with $N_v$ grid points and simulation time $t$, our quantum algorithm scales as $\mathcal{O}(\text{polylog}(N_v) t/\delta)$ where $\delta$ is the measurement error, and weaker scalings have been dropped. Extensions, including electromagnetics and higher dimensions, are discussed. A quantum computer could efficiently handle a high-resolution, six-dimensional phase-space grid, but the $1/\delta$ cost factor to extract an accurate result remains a difficulty. Our work provides insight into the possibility of someday achieving efficient plasma simulation on a quantum computer.},
doi = {10.1103/PhysRevA.100.062315},
journal = {Physical Review A},
number = 6,
volume = 100,
place = {United States},
year = {Wed Dec 11 00:00:00 EST 2019},
month = {Wed Dec 11 00:00:00 EST 2019}
}
Web of Science
Works referenced in this record:
Optimal Hamiltonian Simulation by Quantum Signal Processing
journal, January 2017
- Low, Guang Hao; Chuang, Isaac L.
- Physical Review Letters, Vol. 118, Issue 1
A fast low-to-high confinement mode bifurcation dynamics in the boundary-plasma gyrokinetic code XGC1
journal, May 2018
- Ku, S.; Chang, C. S.; Hager, R.
- Physics of Plasmas, Vol. 25, Issue 5
On the Relationship Between Continuous- and Discrete-Time Quantum Walk
journal, October 2009
- Childs, Andrew M.
- Communications in Mathematical Physics, Vol. 294, Issue 2
Multi-scale gyrokinetic simulation of tokamak plasmas: enhanced heat loss due to cross-scale coupling of plasma turbulence
journal, December 2015
- Howard, N. T.; Holland, C.; White, A. E.
- Nuclear Fusion, Vol. 56, Issue 1
Design for U.S. exascale computer takes shape
journal, February 2018
- Service, Robert F.
- Science, Vol. 359, Issue 6376
Polynomial-Time Algorithms for Prime Factorization and Discrete Logarithms on a Quantum Computer
journal, October 1997
- Shor, Peter W.
- SIAM Journal on Computing, Vol. 26, Issue 5
Quantum Algorithm for Linear Systems of Equations
journal, October 2009
- Harrow, Aram W.; Hassidim, Avinatan; Lloyd, Seth
- Physical Review Letters, Vol. 103, Issue 15
Numerical Methods for Conservation Laws
book, January 1992
- LeVeque, Randall J.
- Lectures in Mathematics. ETH Zürich
Secondary reconnection sites in reconnection-generated flux ropes and reconnection fronts
journal, July 2015
- Lapenta, Giovanni; Markidis, Stefano; Goldman, Martin V.
- Nature Physics, Vol. 11, Issue 8
Quantum Computation and Quantum Information
book, January 2011
- Nielsen, Michael A.; Chuang, Isaac L.
- Cambridge University Press
Low-Depth Quantum Simulation of Materials
journal, March 2018
- Babbush, Ryan; Wiebe, Nathan; McClean, Jarrod
- Physical Review X, Vol. 8, Issue 1
Hamiltonian Simulation by Qubitization
journal, July 2019
- Low, Guang Hao; Chuang, Isaac L.
- Quantum, Vol. 3
Simulating physics with computers
journal, June 1982
- Feynman, Richard P.
- International Journal of Theoretical Physics, Vol. 21, Issue 6-7
Efficient Quantum Algorithms for Simulating Sparse Hamiltonians
journal, December 2006
- Berry, Dominic W.; Ahokas, Graeme; Cleve, Richard
- Communications in Mathematical Physics, Vol. 270, Issue 2
Efficient state preparation for a register of quantum bits
journal, January 2006
- Soklakov, Andrei N.; Schack, Rüdiger
- Physical Review A, Vol. 73, Issue 1
Quantum computation and quantum information†
journal, February 2006
- Nagy, Marius; Akl, Selim G.
- International Journal of Parallel, Emergent and Distributed Systems, Vol. 21, Issue 1
On the relationship between continuous- and discrete-time quantum walk
text, January 2008
- Childs, Andrew M.
- arXiv
Quantum algorithm for systems of linear equations with exponentially improved dependence on precision
text, January 2015
- Childs, Andrew M.; Kothari, Robin; Somma, Rolando D.
- arXiv
The methodology of resonant equiangular composite quantum gates
text, January 2016
- Low, Guang Hao; Yoder, Theodore J.; Chuang, Isaac L.
- arXiv
Optimal Hamiltonian Simulation by Quantum Signal Processing
text, January 2016
- Low, Guang Hao; Chuang, Isaac L.
- arXiv
Efficient quantum algorithms for simulating sparse Hamiltonians
text, January 2005
- Berry, Dominic W.; Ahokas, Graeme; Cleve, Richard
- arXiv