Conformal duality of the nonlinear Schrödinger equation: Theory and applications to parameter estimation
- URL: http://arxiv.org/abs/2306.17720v3
- Date: Fri, 5 Jul 2024 14:51:52 GMT
- Title: Conformal duality of the nonlinear Schrödinger equation: Theory and applications to parameter estimation
- Authors: David B. Reinhardt, Dean Lee, Wolfgang P. Schleich, Matthias Meister,
- Abstract summary: We present the unified theory of the nonlinear Schr"odinger equation (NLSE)
All stationary solutions of the local one-dimensional cubic-quintic NLSE can be classified according to a single number called the cross-ratio.
Any two solutions with the same cross-ratio can be converted into one another using a conformal transformation.
- Score: 0.09782246441301058
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: The nonlinear Schr\"odinger equation (NLSE) is a rich and versatile model, which in one spatial dimension has stationary solutions similar to those of the linear Schr\"odinger equation as well as more exotic solutions such as solitary waves and quantum droplets. Here we present the unified theory of the NLSE, showing that all stationary solutions of the local one-dimensional cubic-quintic NLSE can be classified according to a single number called the cross-ratio. Any two solutions with the same cross-ratio can be converted into one another using a conformal transformation, and the same also holds true for traveling wave solutions. Further, we introduce an optimization afterburner that relies on this conformal symmetry to substantially improve NLSE parameter estimation from noisy empirical data. The new method therefore should have far reaching practical applications for nonlinear physical systems.
Related papers
- Generalized and new solutions of the NRT nonlinear Schrödinger equation [0.0]
We present new solutions of the non-linear Schr"oodinger equation proposed by Nobre, Rego-Monteiro and Tsallis for the free particle.
Analytical expressions for the wave function, the auxiliary field and the probability density are derived using a variety of approaches.
arXiv Detail & Related papers (2024-10-26T17:02:33Z) - Two-stage initial-value iterative physics-informed neural networks for simulating solitary waves of nonlinear wave equations [12.702685828829201]
We propose a new two-stage initial-value iterative neural network (IINN) algorithm for solitary wave computations.
The proposed IINN method is efficiently applied to learn some types of solutions in different nonlinear wave equations.
arXiv Detail & Related papers (2024-09-02T10:00:02Z) - Total Uncertainty Quantification in Inverse PDE Solutions Obtained with Reduced-Order Deep Learning Surrogate Models [50.90868087591973]
We propose an approximate Bayesian method for quantifying the total uncertainty in inverse PDE solutions obtained with machine learning surrogate models.
We test the proposed framework by comparing it with the iterative ensemble smoother and deep ensembling methods for a non-linear diffusion equation.
arXiv Detail & Related papers (2024-08-20T19:06:02Z) - Lindbladian reverse engineering for general non-equilibrium steady states: A scalable null-space approach [49.1574468325115]
We introduce a method for reconstructing the corresponding Lindbaldian master equation given any target NESS.
The kernel (null-space) of the correlation matrix corresponds to Lindbladian solutions.
We illustrate the method in different systems, ranging from bosonic Gaussian to dissipative-driven collective spins.
arXiv Detail & Related papers (2024-08-09T19:00:18Z) - Physics-Informed Quantum Machine Learning: Solving nonlinear
differential equations in latent spaces without costly grid evaluations [21.24186888129542]
We propose a physics-informed quantum algorithm to solve nonlinear and multidimensional differential equations.
By measuring the overlaps between states which are representations of DE terms, we construct a loss that does not require independent sequential function evaluations on grid points.
When the loss is trained variationally, our approach can be related to the differentiable quantum circuit protocol.
arXiv Detail & Related papers (2023-08-03T15:38:31Z) - Dynamical chaos in nonlinear Schr\"odinger models with subquadratic
power nonlinearity [137.6408511310322]
We deal with a class of nonlinear Schr"odinger lattices with random potential and subquadratic power nonlinearity.
We show that the spreading process is subdiffusive and has complex microscopic organization.
The limit of quadratic power nonlinearity is also discussed and shown to result in a delocalization border.
arXiv Detail & Related papers (2023-01-20T16:45:36Z) - 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) - Fast quantum state discrimination with nonlinear PTP channels [0.0]
We investigate models of nonlinear quantum computation based on deterministic positive trace-preserving (PTP) channels and evolution equations.
PTP channels support Bloch ball torsion and other distortions studied previously, where it has been shown that such nonlinearity can be used to increase the separation between a pair of close qubit states.
We argue that this operation can be made robust to noise by using dissipation to induce a bifurcation to a novel phase where a pair of attracting fixed points create an intrinsically fault-tolerant nonlinear state discriminator.
arXiv Detail & Related papers (2021-11-10T22:42:37Z) - Exact solutions of interacting dissipative systems via weak symmetries [77.34726150561087]
We analytically diagonalize the Liouvillian of a class Markovian dissipative systems with arbitrary strong interactions or nonlinearity.
This enables an exact description of the full dynamics and dissipative spectrum.
Our method is applicable to a variety of other systems, and could provide a powerful new tool for the study of complex driven-dissipative quantum systems.
arXiv Detail & Related papers (2021-09-27T17:45:42Z) - Designing Kerr Interactions for Quantum Information Processing via
Counterrotating Terms of Asymmetric Josephson-Junction Loops [68.8204255655161]
static cavity nonlinearities typically limit the performance of bosonic quantum error-correcting codes.
Treating the nonlinearity as a perturbation, we derive effective Hamiltonians using the Schrieffer-Wolff transformation.
Results show that a cubic interaction allows to increase the effective rates of both linear and nonlinear operations.
arXiv Detail & Related papers (2021-07-14T15:11:05Z) - 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)
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.