Temporal modulation as a resource: enhanced frequency estimation in continuous variable systems
- URL: http://arxiv.org/abs/2606.15108v1
- Date: Sat, 13 Jun 2026 04:45:01 GMT
- Title: Temporal modulation as a resource: enhanced frequency estimation in continuous variable systems
- Abstract summary: We show that temporal encoding fundamentally alters mechanism of dynamical phase accumulation.<n>This framework reveals a genuine precision enhancement over the conventional time-independent baseline.<n>Our framework provides a universal paradigm for exploiting time-dependent quantum control in next-generation sensors.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Frequency estimation, a cornerstone of quantum metrology, has been significantly enhanced by advanced quantum sensing strategies. However, most protocols rely either on static or time-independent encoding mechanisms, inherently limiting their achievable precision scaling, or on control strategies requiring changing the Hamiltonian and/or implementing feedback mechanisms. To overcome this, we investigate a simpler dynamical encoding protocol where the quantum oscillator is driven by a general continuous temporal frequency modulation $Ω(t) = ω_0 f(t)$. We analytically demonstrate that for a given modulation profile $f(t)$ and its corresponding time-integral $F(t)$, the quantum Fisher information (QFI) scales as $\mathcal{O}(F(t)^2)$. This enhancement stems from the fact that temporal encoding fundamentally alters the mechanism of dynamical phase accumulation. Crucially, when evaluated under the energy and evolution-time constraints, this framework reveals a genuine precision enhancement over the conventional time-independent baseline. By analyzing explicit polynomial and exponential modulations, we establish that arbitrary precision scaling can be deterministically engineered, with ultimate bounds that are asymptotically saturable via optimal homodyne detection. Our framework provides a universal paradigm for exploiting time-dependent quantum control in next-generation sensors.
Related papers
- Continual Quantum Architecture Search with Tensor-Train Encoding: Theory and Applications to Signal Processing [68.35481158940401]
CL-QAS is a continual quantum architecture search framework.<n>It mitigates challenges of costly encoding amplitude and forgetting in variational quantum circuits.<n>It achieves controllable robustness expressivity, sample-efficient generalization, and smooth convergence without barren plateaus.
arXiv Detail & Related papers (2026-01-10T02:36:03Z) - Real-time optimal quantum control for atomic magnetometers with decoherence [0.0]
We apply continuous quantum measurements and estimation theory to optical atomic magnetometers to achieve optimal sensitivity.<n>We derive a fundamental quantum limit on sensitivity that scales at best linearly with sensing time and atom number N.<n>Our strategy can also track biologically relevant signals, such as heartbeat-like waveforms, and drive the atomic ensemble into an entangled state.
arXiv Detail & Related papers (2025-12-04T21:38:39Z) - Towards Quantum Enhanced Adversarial Robustness with Rydberg Reservoir Learning [45.92935470813908]
Quantum computing reservoir (QRC) leverages the high-dimensional, nonlinear dynamics inherent in quantum many-body systems.<n>Recent studies indicate that perturbation quantums based on variational circuits remain susceptible to adversarials.<n>We investigate the first systematic evaluation of adversarial robustness in a QR based learning model.
arXiv Detail & Related papers (2025-10-15T12:17:23Z) - Quantum-Optimized Selective State Space Model for Efficient Time Series Prediction [39.146761527401424]
We propose a hybrid quantum-optimized approach that integrates state space dynamics with a variational quantum gate.<n>We empirically validate Q-SSM on three widely used benchmarks, i.e., ETT, Traffic, and Exchange Rate.<n>Results show that Q-SSM consistently improves over strong baselines.
arXiv Detail & Related papers (2025-08-29T22:00:48Z) - Isoprobability Models of Qubit Dynamics [0.0]
We develop the concept of isoprobability classes of models of qubit dynamics.<n>We introduce an additional degree of freedom, and hence flexibility in qubit control.<n>We experimentally validate the isoprobability equivalence on an IBM Quantum processor.
arXiv Detail & Related papers (2025-06-24T12:36:06Z) - QAMA: Scalable Quantum Annealing Multi-Head Attention Operator for Deep Learning [48.12231190677108]
Quantum Annealing Multi-Head Attention (QAMA) is proposed, a novel drop-in operator that reformulates attention as an energy-based Hamiltonian optimization problem.<n>In this framework, token interactions are encoded into binary quadratic terms, and quantum annealing is employed to search for low-energy configurations.<n> Empirically, evaluation on both natural language and vision benchmarks shows that, across tasks, accuracy deviates by at most 2.7 points from standard multi-head attention.
arXiv Detail & Related papers (2025-04-15T11:29:09Z) - Time-dependent Neural Galerkin Method for Quantum Dynamics [39.63609604649394]
We introduce a classical computational method for quantum dynamics that relies on a global-in-time variational principle.<n>Our scheme computes the entire state trajectory over a finite time window by minimizing a loss function that enforces the Schr"odinger's equation.<n>We showcase the method by simulating global quantum quenches in the paradigmatic Transverse-Field Ising model in both 1D and 2D.
arXiv Detail & Related papers (2024-12-16T13:48:54Z) - Systematic time-coarse graining for driven quantum systems [7.217684156614636]
We introduce a systematic perturbation theory for obtaining the complete non-unitary effective model of the time-coarse grained dynamics of a driven quantum system.
Remarkably, even though the effective theory presumes unitary time evolution at the microscopic level, the time-coarse grained dynamics is found to follow a non-unitary time evolution in general.
arXiv Detail & Related papers (2024-07-08T16:11:52Z) - Quantumness and speedup limit of a qubit under transition frequency
modulation [0.0]
We show the capability of a frequency-modulated qubit embedded in a leaky cavity to exhibit enhancement of its dynamical quantum features.
We also find an evolution speedup of the qubit through proper manipulation of the modulation parameters of the driving field.
arXiv Detail & Related papers (2022-06-14T20:20:57Z) - Critical Quantum Metrology with Fully-Connected Models: From Heisenberg
to Kibble-Zurek Scaling [0.0]
Phase transitions represent a compelling tool for classical and quantum sensing applications.
Quantum sensors can saturate the Heisenberg scaling in the limit of large probe number and long measurement time.
Our analysis unveils the existence of universal precision-scaling regimes.
arXiv Detail & Related papers (2021-10-08T14:11:54Z) - Quantum algorithms for quantum dynamics: A performance study on the
spin-boson model [68.8204255655161]
Quantum algorithms for quantum dynamics simulations are traditionally based on implementing a Trotter-approximation of the time-evolution operator.
variational quantum algorithms have become an indispensable alternative, enabling small-scale simulations on present-day hardware.
We show that, despite providing a clear reduction of quantum gate cost, the variational method in its current implementation is unlikely to lead to a quantum advantage.
arXiv Detail & Related papers (2021-08-09T18:00:05Z) - Fast and differentiable simulation of driven quantum systems [58.720142291102135]
We introduce a semi-analytic method based on the Dyson expansion that allows us to time-evolve driven quantum systems much faster than standard numerical methods.
We show results of the optimization of a two-qubit gate using transmon qubits in the circuit QED architecture.
arXiv Detail & Related papers (2020-12-16T21:43:38Z)
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.