Time complexity analysis of quantum algorithms via linear representations for nonlinear ordinary and partial differential equations

We construct quantum algorithms to compute the solution and/or physical observables of nonlinear ordinary differential equations (ODEs) and nonlinear Hamilton-Jacobi equations (HJE) via linear representations or exact mappings between nonlinear ODEs/HJE and linear partial differential equations (the...

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Veröffentlicht in:Journal of computational physics Jg. 487; S. 112149
Hauptverfasser: Jin, Shi, Liu, Nana, Yu, Yue
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Elsevier Inc 15.08.2023
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ISSN:0021-9991, 1090-2716
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Abstract We construct quantum algorithms to compute the solution and/or physical observables of nonlinear ordinary differential equations (ODEs) and nonlinear Hamilton-Jacobi equations (HJE) via linear representations or exact mappings between nonlinear ODEs/HJE and linear partial differential equations (the Liouville equation and the Koopman-von Neumann equation). The connection between the linear representations and the original nonlinear system is established through the Dirac delta function or the level set mechanism. We compare the quantum linear systems algorithms based methods and the quantum simulation methods arising from different numerical approximations, including the finite difference discretisations and the Fourier spectral discretisations for the two different linear representations, with the result showing that the quantum simulation methods usually give the best performance in time complexity. We also propose the Schrödinger framework to solve the Liouville equation for the HJE with the Hamiltonian formulation of classical mechanics, since it can be recast as the semiclassical limit of the Wigner transform of the Schrödinger equation. Comparison between the Schrödinger and the Liouville framework will also be made. •A (and the first) comprehensive study and comparison of time complexities between two linear representations-based quantum algorithms for nonlinear ODEs.•For nonlinear Hamilton-Jacobi PDEs, a Schrödinger approach is introduced and compared with the Liouville approach.•For scalar nonlinear hyperbolic equations, we show the difficulty of using the KvN approach while the Liouville approach still works.
AbstractList We construct quantum algorithms to compute the solution and/or physical observables of nonlinear ordinary differential equations (ODEs) and nonlinear Hamilton-Jacobi equations (HJE) via linear representations or exact mappings between nonlinear ODEs/HJE and linear partial differential equations (the Liouville equation and the Koopman-von Neumann equation). The connection between the linear representations and the original nonlinear system is established through the Dirac delta function or the level set mechanism. We compare the quantum linear systems algorithms based methods and the quantum simulation methods arising from different numerical approximations, including the finite difference discretisations and the Fourier spectral discretisations for the two different linear representations, with the result showing that the quantum simulation methods usually give the best performance in time complexity. We also propose the Schrödinger framework to solve the Liouville equation for the HJE with the Hamiltonian formulation of classical mechanics, since it can be recast as the semiclassical limit of the Wigner transform of the Schrödinger equation. Comparison between the Schrödinger and the Liouville framework will also be made. •A (and the first) comprehensive study and comparison of time complexities between two linear representations-based quantum algorithms for nonlinear ODEs.•For nonlinear Hamilton-Jacobi PDEs, a Schrödinger approach is introduced and compared with the Liouville approach.•For scalar nonlinear hyperbolic equations, we show the difficulty of using the KvN approach while the Liouville approach still works.
ArticleNumber 112149
Author Liu, Nana
Yu, Yue
Jin, Shi
Author_xml – sequence: 1
  givenname: Shi
  surname: Jin
  fullname: Jin, Shi
  email: shijin-m@sjtu.edu.cn
  organization: School of Mathematical Sciences, Institute of Natural Sciences, MOE-LSC, Shanghai Jiao Tong University, Shanghai 200240, PR China
– sequence: 2
  givenname: Nana
  surname: Liu
  fullname: Liu, Nana
  email: nana.liu@quantumlah.org
  organization: Institute of Natural Sciences, Shanghai Jiao Tong University, Shanghai 200240, China
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  givenname: Yue
  orcidid: 0000-0001-7215-8171
  surname: Yu
  fullname: Yu, Yue
  email: terenceyuyue@sjtu.edu.cn
  organization: School of Mathematical Sciences, Institute of Natural Sciences, MOE-LSC, Shanghai Jiao Tong University, Shanghai 200240, PR China
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Keywords Liouville representation
Koopman-von Neumann representation
Semiclassical Schrödinger equation
Quantum linear systems algorithms
Linear representation methods
Language English
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Snippet We construct quantum algorithms to compute the solution and/or physical observables of nonlinear ordinary differential equations (ODEs) and nonlinear...
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StartPage 112149
SubjectTerms Koopman-von Neumann representation
Linear representation methods
Liouville representation
Quantum linear systems algorithms
Semiclassical Schrödinger equation
Title Time complexity analysis of quantum algorithms via linear representations for nonlinear ordinary and partial differential equations
URI https://dx.doi.org/10.1016/j.jcp.2023.112149
Volume 487
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