Quantum Implicit-Explicit Schemes for Multiscale Ordinary and Partial Differential Equations via Schrödingerization
- URL: http://arxiv.org/abs/2605.29423v1
- Date: Thu, 28 May 2026 06:17:33 GMT
- Title: Quantum Implicit-Explicit Schemes for Multiscale Ordinary and Partial Differential Equations via Schrödingerization
- Abstract summary: We present a quantum implicit-explicit (IMEX) scheme for multiscale ordinary and partial differential equations.<n>A key ingredient of our approach is a continuous-time formulation of classical IMEX schemes.<n>We employ the Schrdingerization framework to implement IMEX schemes on quantum computers.
- Score: 34.04094622012203
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: In this paper, we present a quantum implicit-explicit (IMEX) scheme for multiscale ordinary and partial differential equations whose discretization parameters are independent of the scaling parameter $\varepsilon$. A key ingredient of our approach is a continuous-time formulation of classical IMEX schemes, which decouples the evolution time of the quantum algorithm from the physical time of the differential equation and is therefore particularly useful in multiscale settings. Building on this idea, we employ the Schrödingerization framework [Phys. Rev. Lett. 133 (2024), 230602] to implement IMEX schemes on quantum computers. Compared to previous HHL type quantum AP scheme [J. Comput. Phys. 471 (2022), 111641], this new method requires narrower -- an extra logarithmic factor -- auxiliary register numerical examples on linear heat and multiscale telegraph equations demonstrate the independence in $\varepsilon$ of the method.
Related papers
- Analytical Series Expansion for Efficient Gradient Evaluation in Multi-Qubit Optimal Control [42.97938764966747]
We present a unifying framework for gradient-based quantum optimal control.<n>For the case of unitary propagators, we derive a series expansion involving time-independent commutators and time-dependent coefficients.<n>The method is particularly suited for simulating optimal control tasks in quantum systems with local interactions.
arXiv Detail & Related papers (2026-07-29T12:50:52Z) - Quantum simulation of Liouville equation in geometrical optics with partial transmission and reflection via Schrödingerization [42.22857110018992]
This paper investigates quantum simulation algorithms for the Liouville equation in geometrical optics with partial transmission and reflection at sharp interfaces.<n>By means of a warped phase transformation in one higher dimension, the Schrdingerization method converts linear partial differential equations into a system of Schrdinger-type equations with unitary evolution.<n>We present detailed constructions of the resulting quantum algorithms and show through complexity analysis that the proposed methods achieve quantum advantage in the precision parameter $$ over their classical counterparts.
arXiv Detail & Related papers (2026-03-12T14:47:16Z) - Quantum neural ordinary and partial differential equations [38.77776626953413]
We present a unified framework that brings the continuous-time formalism of classical neural ODEs/PDEs into quantum machine learning and quantum control.<n>We define QNODEs as the evolution of finite-dimensional quantum systems, and QNPDEs as infinite-dimensional (continuous-variable) counterparts.
arXiv Detail & Related papers (2025-08-24T18:43:44Z) - Non-perturbative switching rates in bistable open quantum systems: from driven Kerr oscillators to dissipative cat qubits [72.41778531863143]
We use path integral techniques to predict the switching rate in a single-mode bistable open quantum system.<n>Our results open new avenues for exploring switching phenomena in multistable single- and many-body open quantum systems.
arXiv Detail & Related papers (2025-07-24T18:01:36Z) - Quantum Circuits for partial differential equations via Schrödingerisation [26.7034263292622]
We present implementation of a quantum algorithm for general PDEs using Schr"odingerisation techniques.<n>We provide examples of the heat equation, and the advection equation approximated by the upwind scheme.
arXiv Detail & Related papers (2024-03-15T05:42:03Z) - Quantum Variational Solving of Nonlinear and Multi-Dimensional Partial Differential Equations [1.2670268797931266]
A variational quantum algorithm for numerically solving partial differential equations was proposed by Lubasch et al.
We generalize the method to cover a broader class of nonlinear PDEs as well as multidimensional PDEs.
We show via numerical simulations that the algorithm can solve instances of the Single-Asset Black-Scholes equation.
arXiv Detail & Related papers (2023-11-02T18:29:31Z) - Efficient Quantum Algorithms for Nonlinear Stochastic Dynamical Systems [2.707154152696381]
We propose efficient quantum algorithms for solving nonlinear differential equations (SDE) via the associated Fokker-Planck equation (FPE)
We discretize the FPE in space and time using two well-known numerical schemes, namely Chang-Cooper and implicit finite difference.
We then compute the solution of the resulting system of linear equations using the quantum linear systems.
arXiv Detail & Related papers (2023-03-04T17:40:23Z) - 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) - Time complexity analysis of quantum difference methods for the
multiscale transport equations [0.0]
We find that the complexities for the even-odd parity based Asymptotic-Preserving scheme do not depend on $varepsilon$.
This indicates that it is still of great importance to use AP schemes for multiscale problems in quantum computing.
arXiv Detail & Related papers (2022-11-12T07:13:49Z) - Quantum algorithms for grid-based variational time evolution [36.136619420474766]
We propose a variational quantum algorithm for performing quantum dynamics in first quantization.
Our simulations exhibit the previously observed numerical instabilities of variational time propagation approaches.
arXiv Detail & Related papers (2022-03-04T19:00:45Z) - A variational quantum algorithm for the Feynman-Kac formula [0.6116681488656472]
We propose an algorithm based on variational quantum imaginary time evolution for solving the Feynman-Kac partial differential equation.
We see a remarkable agreement between the classical methods and the quantum variational method for an illustrative example on six and eight qubits.
Future research topics in the areas of quantitative finance and other types of PDEs are also discussed.
arXiv Detail & Related papers (2021-08-24T17:14:47Z)
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.