Quantum Riemannian Cubics with Obstacle Avoidance for Quantum Geometric Model Predictive Control
- URL: http://arxiv.org/abs/2602.08881v1
- Date: Mon, 09 Feb 2026 16:43:11 GMT
- Title: Quantum Riemannian Cubics with Obstacle Avoidance for Quantum Geometric Model Predictive Control
- Authors: Leonardo Colombo,
- Abstract summary: We propose a geometric model predictive control framework for quantum systems subject to smoothness and state constraints.<n>By formulating quantum state evolution intrinsically on the projective Hilbert space, we covariant accelerations to generate smooth trajectories.<n>A structure-preserving variational discretization enables receding-horizon implementation, and a Lyapunov-type stability result is established for the closed-loop system.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: We propose a geometric model predictive control framework for quantum systems subject to smoothness and state constraints. By formulating quantum state evolution intrinsically on the projective Hilbert space, we penalize covariant accelerations to generate smooth trajectories in the form of Riemannian cubics, while incorporating state-dependent constraints through potential functions. A structure-preserving variational discretization enables receding-horizon implementation, and a Lyapunov-type stability result is established for the closed-loop system. The approach is illustrated on the Bloch sphere for a two-level quantum system, providing a viable pathway toward predictive feedback control of constrained quantum dynamics.
Related papers
- Dynamic Programming Principle and Stabilization for Mean-Field Quantum Filtering Systems [1.9501702058980246]
We study a stabilization problem for continuously monitored Ising-coupled qubits.<n>We demonstrate quantum state reduction together with exponential convergence toward prescribed eigenstates under suitable feedback laws.
arXiv Detail & Related papers (2026-02-12T22:58:26Z) - Grassmann Variational Monte Carlo with neural wave functions [45.935798913942904]
We formalize the framework introduced by Pfau et al.citepfau2024accurate in terms of Grassmann geometry of the Hilbert space.<n>We validate our approach on the Heisenberg quantum spin model on the square lattice, achieving highly accurate energies and physical observables for a large number of excited states.
arXiv Detail & Related papers (2025-07-14T13:53:13Z) - Universality of stochastic control of quantum chaos with measurement and feedback [0.0]
We investigate quantum dynamics in an unstable fixed point subjected to control.<n>Recent studies reveal that this interplay underlies a family of measurement- and feedback-driven dynamical quantum phase transitions.<n>By combining numerical simulations, a semiclassical Fokker-Planck analysis, and direct spectra of the quantum channel, we map out the control transition.
arXiv Detail & Related papers (2025-06-11T18:00:01Z) - A New Framework for Quantum Phases in Open Systems: Steady State of Imaginary-Time Lindbladian Evolution [21.39913099096503]
We introduce the concept of imaginary-time Lindbladian evolution as an alternative framework.<n>This new approach defines gapped quantum phases in open systems through the spectrum properties of the imaginary-Liouville superoperator.<n>Our findings demonstrate universal properties at quantum criticality, such as nonanalytic behaviors of steady-state observables, divergence of correlation lengths, and closing of the imaginary-Liouville gap.
arXiv Detail & Related papers (2024-08-06T14:53:40Z) - Designing open quantum systems with known steady states: Davies generators and beyond [0.9903198600681908]
We provide a systematic framework for constructing generic models of nonequilibrium quantum dynamics with a target stationary (mixed) state.<n>We focus on Gibbs states of stabilizer Hamiltonians, identifying local Lindbladians compatible therewith by constraining the rates of dissipative and unitary processes.<n>Our methods also reveal new models of quantum dynamics: for example, we provide a "measurement-induced phase transition" in which measurable two-point functions exhibit critical (power-law) scaling with distance at a critical ratio of the transverse field and rate of measurement and feedback.
arXiv Detail & Related papers (2024-04-22T19:21:34Z) - On reconstruction of states from evolution induced by quantum dynamical
semigroups perturbed by covariant measures [50.24983453990065]
We show the ability to restore states of quantum systems from evolution induced by quantum dynamical semigroups perturbed by covariant measures.
Our procedure describes reconstruction of quantum states transmitted via quantum channels and as a particular example can be applied to reconstruction of photonic states transmitted via optical fibers.
arXiv Detail & Related papers (2023-12-02T09:56:00Z) - A Floquet-Rydberg quantum simulator for confinement in $\mathbb{Z}_2$
gauge theories [44.99833362998488]
Recent advances in the field of quantum technologies have opened up the road for the realization of small-scale quantum simulators.
We present a scalable Floquet scheme for the quantum simulation of the real-time dynamics in a $mathbbZ$ LGT.
We show that an observation of gauge-invariant confinement dynamics in the Floquet-Rydberg setup is at reach of current experimental techniques.
arXiv Detail & Related papers (2023-11-28T13:01:24Z) - Quantum dynamics corresponding to chaotic BKL scenario [62.997667081978825]
Quantization smears the gravitational singularity avoiding its localization in the configuration space.
Results suggest that the generic singularity of general relativity can be avoided at quantum level.
arXiv Detail & Related papers (2022-04-24T13:32:45Z) - 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) - Lyapunov-Based Stabilization and Control of Closed Quantum Systems [0.36748639131154304]
The proposed method is constructed upon a novel quantum Lyapunov function of the system state trajectory tracking error.
A positive-definite operator in the Lyapunov function provides additional degrees of freedom for the designer.
arXiv Detail & Related papers (2021-01-31T00:20:58Z) - Quantum control with a multi-dimensional Gaussian quantum invariant [0.0]
The framework of quantum invariants is an elegant generalization of adiabatic quantum control to control fields that do not need to change slowly.
We construct a multi-dimensional Gaussian quantum invariant that permits the design of time-dependent potentials that let the ground state of an initial potential evolve towards the ground state of a final potential.
The scope of this framework is demonstrated with the task of shuttling an ion around a corner which is a paradigmatic control problem in achieving scalability of trapped ion quantum information technology.
arXiv Detail & Related papers (2020-10-28T16:22:28Z) - Unraveling the topology of dissipative quantum systems [58.720142291102135]
We discuss topology in dissipative quantum systems from the perspective of quantum trajectories.
We show for a broad family of translation-invariant collapse models that the set of dark state-inducing Hamiltonians imposes a nontrivial topological structure on the space of Hamiltonians.
arXiv Detail & Related papers (2020-07-12T11:26:02Z)
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.