Quantum simulation of partial differential equations via
Schrodingerisation: technical details
- URL: http://arxiv.org/abs/2212.14703v1
- Date: Fri, 30 Dec 2022 13:47:35 GMT
- Title: Quantum simulation of partial differential equations via
Schrodingerisation: technical details
- Authors: Shi Jin, Nana Liu and Yue Yu
- Abstract summary: We study a new method - called Schrodingerisation introduced in [Jin, Liu, Yu, arXiv: 2212.13969] - for solving general linear partial differential equations with quantum simulation.
This method converts linear partial differential equations into a Schrodingerised' or Hamiltonian system, using a new and simple transformation called the warped phase transformation.
We apply this to more examples of partial differential equations, including heat, convection, Fokker-Planck, linear Boltzmann and Black-Scholes equations.
- Score: 31.986350313948435
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: We study a new method - called Schrodingerisation introduced in [Jin, Liu,
Yu, arXiv: 2212.13969] - for solving general linear partial differential
equations with quantum simulation. This method converts linear partial
differential equations into a `Schrodingerised' or Hamiltonian system, using a
new and simple transformation called the warped phase transformation. Here we
provide more in-depth technical discussions and expand on this approach in a
more detailed and pedagogical way. We apply this to more examples of partial
differential equations, including heat, convection, Fokker-Planck, linear
Boltzmann and Black-Scholes equations. This approach can also be extended to
Schrodingerise general linear partial differential equations, including the
Vlasov-Fokker-Planck equation and the Liouville representation equation for
nonlinear ordinary differential equations.
Related papers
- Solving coupled Non-linear Schrödinger Equations via Quantum Imaginary Time Evolution [0.0]
We present a quantum imaginary time evolution (ITE) algorithm as a solution to such equations in the case of nuclear Hartree-Fock equations.
Under a simplified Skyrme interaction model, we calculate the ground state energy of an oxygen-16 nucleus and demonstrate that the result is in agreement with the classical ITE algorithm.
arXiv Detail & Related papers (2024-02-02T18:41:04Z) - Fourier Neural Differential Equations for learning Quantum Field
Theories [57.11316818360655]
A Quantum Field Theory is defined by its interaction Hamiltonian, and linked to experimental data by the scattering matrix.
In this paper, NDE models are used to learn theory, Scalar-Yukawa theory and Scalar Quantum Electrodynamics.
The interaction Hamiltonian of a theory can be extracted from network parameters.
arXiv Detail & Related papers (2023-11-28T22:11:15Z) - A quantum algorithm for the linear Vlasov equation with collisions [0.0]
We present a quantum algorithm that simulates the linearized Vlasov equation with and without collisions.
We show that a quadratic speedup in system size is attainable.
arXiv Detail & Related papers (2023-03-06T19:19:30Z) - Third quantization of open quantum systems: new dissipative symmetries
and connections to phase-space and Keldysh field theory formulations [77.34726150561087]
We reformulate the technique of third quantization in a way that explicitly connects all three methods.
We first show that our formulation reveals a fundamental dissipative symmetry present in all quadratic bosonic or fermionic Lindbladians.
For bosons, we then show that the Wigner function and the characteristic function can be thought of as ''wavefunctions'' of the density matrix.
arXiv Detail & Related papers (2023-02-27T18:56:40Z) - Correspondence between open bosonic systems and stochastic differential
equations [77.34726150561087]
We show that there can also be an exact correspondence at finite $n$ when the bosonic system is generalized to include interactions with the environment.
A particular system with the form of a discrete nonlinear Schr"odinger equation is analyzed in more detail.
arXiv Detail & Related papers (2023-02-03T19:17:37Z) - Quantum simulation of partial differential equations via
Schrodingerisation [31.986350313948435]
We present a simple new way to simulate general linear partial differential equations via quantum simulation.
Using a simple new transform, referred to as the warped phase transformation, any linear partial differential equation can be recast into a system of Schrodinger's equations.
This can be seen directly on the level of the dynamical equations without more sophisticated methods.
arXiv Detail & Related papers (2022-12-28T17:32:38Z) - Time complexity analysis of quantum algorithms via linear
representations for nonlinear ordinary and partial differential equations [31.986350313948435]
We construct quantum algorithms to compute the solution and/or physical observables of nonlinear ordinary differential equations.
We compare the quantum linear systems algorithms based methods and the quantum simulation methods arising from different numerical approximations.
arXiv Detail & Related papers (2022-09-18T05:50:23Z) - A Discrete Variational Derivation of Accelerated Methods in Optimization [68.8204255655161]
We introduce variational which allow us to derive different methods for optimization.
We derive two families of optimization methods in one-to-one correspondence.
The preservation of symplecticity of autonomous systems occurs here solely on the fibers.
arXiv Detail & Related papers (2021-06-04T20:21:53Z) - Bernstein-Greene-Kruskal approach for the quantum Vlasov equation [91.3755431537592]
The one-dimensional stationary quantum Vlasov equation is analyzed using the energy as one of the dynamical variables.
In the semiclassical case where quantum tunneling effects are small, an infinite series solution is developed.
arXiv Detail & Related papers (2021-02-18T20:55:04Z) - Dissipative flow equations [62.997667081978825]
We generalize the theory of flow equations to open quantum systems focusing on Lindblad master equations.
We first test our dissipative flow equations on a generic matrix and on a physical problem with a driven-dissipative single fermionic mode.
arXiv Detail & Related papers (2020-07-23T14:47:17Z) - One-particle approximation as a simple playground for irreversible
quantum evolution [0.0]
It is shown that the calculation of the reduced density matrix and entanglement analysis are considerably simplified.
The irreversible quantum evolution described by Gorini--Kossakowski--Sudarshan--Lindblad equations could be defined by a solution of a Shroedinger equation with a dissipative generator.
arXiv Detail & Related papers (2019-12-31T00:14:46Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.