Quantum Error Corrected Non-Markovian Metrology
- URL: http://arxiv.org/abs/2503.07745v1
- Date: Mon, 10 Mar 2025 18:01:34 GMT
- Title: Quantum Error Corrected Non-Markovian Metrology
- Authors: Zachary Mann, Ningping Cao, Raymond Laflamme, Sisi Zhou,
- Abstract summary: Heisenberg limit (HL) is the fundamental precision bound set by quantum mechanics.<n>HL is often hindered by noise-induced decoherence, which typically reduces achievable precision to the standard quantum limit.<n>We analyze a hidden Markov model in which a quantum probe coupled to an inaccessible environment undergoes joint evolution.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Quantum metrology aims to maximize measurement precision on quantum systems, with a wide range of applications in quantum sensing. Achieving the Heisenberg limit (HL) - the fundamental precision bound set by quantum mechanics - is often hindered by noise-induced decoherence, which typically reduces achievable precision to the standard quantum limit (SQL). While quantum error correction (QEC) can recover the HL under Markovian noise, its applicability to non-Markovian noise remains less explored. In this work, we analyze a hidden Markov model in which a quantum probe, coupled to an inaccessible environment, undergoes joint evolution described by Lindbladian dynamics, with the inaccessible degrees of freedom serving as a memory. We derive generalized Knill-Laflamme conditions for the hidden Markov model and establish three types of sufficient conditions for achieving the HL under non-Markovian noise using QEC. Additionally, we demonstrate the attainability of the SQL when these sufficient conditions are violated, by analytical solutions for special cases and numerical methods for general scenarios. Our results not only extend prior QEC frameworks for metrology but also provide new insights into precision limits under realistic noise conditions.
Related papers
- Quantum extreme learning machines for photonic entanglement witnessing [30.432877421232842]
Quantum extreme learning machines (QELMs) embody a powerful alternative for witnessing quantum entanglement.
We implement a photonic QELM that leverages the orbital angular momentum of photon pairs as an ancillary degree of freedom.
Unlike conventional methods, our approach does not require fine-tuning, precise calibration, or refined knowledge of the apparatus.
arXiv Detail & Related papers (2025-02-25T16:55:35Z) - The reliable quantum master equation of the Unruh-DeWitt detector [1.5389903506084919]
We present a method for estimating the validity range of the quantum Markovian master equation as applied to the Unruh-DeWitt detector.
We propose a relaxed van Hove limit (i.e., late-time limit) and offer a perturbative estimate of the error order resulting from the standard derivation procedure of open quantum dynamics.
arXiv Detail & Related papers (2025-02-10T12:51:23Z) - Non-Markovian Noise Mitigation: Practical Implementation, Error Analysis, and the Role of Environment Spectral Properties [3.1003326924534482]
We propose a non-Markovian Noise Mitigation(NMNM) method by extending the probabilistic error cancellation (PEC) method in the QEM framework to treat non-Markovian noise.<n>We establish a direct connection between the overall approximation error and sampling overhead of QEM and the spectral property of the environment.
arXiv Detail & Related papers (2025-01-09T07:22:06Z) - Restoring Heisenberg-Limited Precision in Non-Markovian Open Quantum Systems via Dynamical Decoupling [4.2150820030965725]
Heisenberg Scaling, the ultimate quantum limit on measurement precision, can be recovered in quantum metrology under non-Markovian noise.<n>We apply our framework to the damped Jaynes-Cummings model, successfully mitigating memory effects and maintaining measurement precision in complex, non-Markovian environments.
arXiv Detail & Related papers (2025-01-03T17:37:15Z) - Bayesian Quantum Amplitude Estimation [49.1574468325115]
We introduce BAE, a noise-aware Bayesian algorithm for quantum amplitude estimation.<n>We show that BAE achieves Heisenberg-limited estimation and benchmark it against other approaches.
arXiv Detail & Related papers (2024-12-05T18:09:41Z) - Quantum Conformal Prediction for Reliable Uncertainty Quantification in
Quantum Machine Learning [47.991114317813555]
Quantum models implement implicit probabilistic predictors that produce multiple random decisions for each input through measurement shots.
This paper proposes to leverage such randomness to define prediction sets for both classification and regression that provably capture the uncertainty of the model.
arXiv Detail & Related papers (2023-04-06T22:05:21Z) - Achieving metrological limits using ancilla-free quantum error-correcting codes [1.9265037496741413]
Existing quantum error-correcting codes generally exploit entanglement between one probe and one noiseless ancilla of the same dimension.
Here we construct two types of multi-probe quantum error-correcting codes, where the first one utilizes a negligible amount of ancillas and the second one is ancilla-free.
arXiv Detail & Related papers (2023-03-02T00:51:02Z) - Probing finite-temperature observables in quantum simulators of spin
systems with short-time dynamics [62.997667081978825]
We show how finite-temperature observables can be obtained with an algorithm motivated from the Jarzynski equality.
We show that a finite temperature phase transition in the long-range transverse field Ising model can be characterized in trapped ion quantum simulators.
arXiv Detail & Related papers (2022-06-03T18:00:02Z) - Measurement based estimator scheme for continuous quantum error
correction [52.77024349608834]
Canonical discrete quantum error correction (DQEC) schemes use projective von Neumann measurements on stabilizers to discretize the error syndromes into a finite set.
Quantum error correction (QEC) based on continuous measurement, known as continuous quantum error correction (CQEC), can be executed faster than DQEC and can also be resource efficient.
We show that by constructing a measurement-based estimator (MBE) of the logical qubit to be protected, it is possible to accurately track the errors occurring on the physical qubits in real time.
arXiv Detail & Related papers (2022-03-25T09:07:18Z) - Characterizing quantum instruments: from non-demolition measurements to
quantum error correction [48.43720700248091]
In quantum information processing quantum operations are often processed alongside measurements which result in classical data.
Non-unitary dynamical processes can take place on the system, for which common quantum channel descriptions fail to describe the time evolution.
Quantum measurements are correctly treated by means of so-called quantum instruments capturing both classical outputs and post-measurement quantum states.
arXiv Detail & Related papers (2021-10-13T18:00:13Z) - Enhanced nonlinear quantum metrology with weakly coupled solitons and
particle losses [58.720142291102135]
We offer an interferometric procedure for phase parameters estimation at the Heisenberg (up to 1/N) and super-Heisenberg scaling levels.
The heart of our setup is the novel soliton Josephson Junction (SJJ) system providing the formation of the quantum probe.
We illustrate that such states are close to the optimal ones even with moderate losses.
arXiv Detail & Related papers (2021-08-07T09:29:23Z) - Error mitigation and quantum-assisted simulation in the error corrected
regime [77.34726150561087]
A standard approach to quantum computing is based on the idea of promoting a classically simulable and fault-tolerant set of operations.
We show how the addition of noisy magic resources allows one to boost classical quasiprobability simulations of a quantum circuit.
arXiv Detail & Related papers (2021-03-12T20:58:41Z) - Using Quantum Metrological Bounds in Quantum Error Correction: A Simple
Proof of the Approximate Eastin-Knill Theorem [77.34726150561087]
We present a proof of the approximate Eastin-Knill theorem, which connects the quality of a quantum error-correcting code with its ability to achieve a universal set of logical gates.
Our derivation employs powerful bounds on the quantum Fisher information in generic quantum metrological protocols.
arXiv Detail & Related papers (2020-04-24T17:58:10Z)
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.