Carleman linearization approach for chemical kinetics integration toward quantum computation

07/05/2022
by   Takaki Akiba, et al.
0

The Harrow, Hassidim, Lloyd (HHL) algorithm is a quantum algorithm expected to accelerate solving large-scale linear ordinary differential equations (ODEs). To apply the HHL to non-linear problems such as chemical reactions, the system must be linearized. In this study, Carleman linearization was utilized to transform nonlinear first-order ODEs of chemical reactions into linear ODEs. Although this linearization theoretically requires the generation of an infinite matrix, the original nonlinear equations can be reconstructed. For the practical use, the linearized system should be truncated with finite size and analysis precision can be determined by the extent of the truncation. Matrix should be sufficiently large so that the precision is satisfied because quantum computers can treat. Our method was applied to a one-variable nonlinear dy/dt = -y^2 system to investigate the effect of truncation orders in Carleman linearization and time step size on the absolute error. Subsequently, two zero-dimensional homogeneous ignition problems for H2/air and CH4/air gas mixtures were solved. The results revealed that the proposed method could accurately reproduce reference data. Furthermore, an increase in the truncation order in Carleman linearization improved accuracy even with a large time-step size. Thus, our approach can provide accurate numerical simulations rapidly for complex combustion systems.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/05/2020

Magnetic Field Simulations Using Explicit Time Integration With Higher Order Schemes

A transient magneto-quasistatic vector potential formulation involving n...
research
03/20/2023

Symmetric-conjugate splitting methods for linear unitary problems

We analyze the preservation properties of a family of reversible splitti...
research
10/30/2020

Truncated Milstein method for non-autonomous stochastic differential equations and its modification

The truncated Milstein method, which was initial proposed in (Guo, Liu, ...
research
10/12/2019

Optimization of One-parameter Family of Integration Formulae for Solving Stiff Chemical-kinetic ODEs

A fast and robust Jacobian-free time-integration method - called Minimum...
research
05/31/2021

Parallel transport dynamics for mixed quantum states with applications to time-dependent density functional theory

Direct simulation of the von Neumann dynamics for a general (pure or mix...
research
06/17/2021

Calculation of chemical reactions in electrophoresis

The main goal of the work is to find stationary solutions of the equatio...
research
05/21/2023

Schur Decomposition for Stiff Differential Equations

A quantitative definition of numerical stiffness for initial value probl...

Please sign up or login with your details

Forgot password? Click here to reset