Quantum simulation of partial differential equations via Schrodingerisation: technical details
arXiv:2212.14703 · doi:10.1103/PhysRevA.108.032603
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.
Extended technical details. For short paper, see arXiv: 2212.13969
References in corpus (6)
- Quantum algorithm for solving linear systems of equations
- Polynomial-time quantum algorithm for the simulation of chemical dynamics
- Quantum algorithm and circuit design solving the Poisson equation
- Time complexity analysis of quantum algorithms via linear representations for nonlinear ordinary and partial differential equations
- Time complexity analysis of quantum difference methods for linear high dimensional and multiscale partial differential equations
- On quantum algorithms for the Schrödinger equation in the semi-classical regime
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