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This research presents a robust variational circuit framework designed to optimize quantum states for precision metrology in noisy environments, effectively expanding the accessible state space even under significant decoherence. By leveraging an entangle-rotate architecture, the study demonstrates improved Quantum Fisher Information across various system sizes and interaction types, offering a practical pathway for quantum-enhanced sensing applications.
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Variational quantum state preparation within an entangle-rotate circuit framework for quantum-enhanced metrology in noisy systems

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arXiv:2604.15209v2 Announce Type: replace Abstract: We investigate the generation of quantum states for precision metrology in noisy two-level systems. These states are obtained by optimizing a variational quantum circuit to maximize the quantum Fisher information (QFI) of the output state for a given decoherence rate and interaction Hamiltonian. The circuit architecture, inspired by twist-and-turn schemes, features a sequence of $n$ entangling layers, each consisting of entangling gates followed by a global rotation. We observe notable improvements in the QFI as the circuit layer depth increases, even for appreciable noise rates, demonstrating that our entangle-rotate architecture expands the accessible state space under realistic noise conditions. Our approach thus provides a general and efficient framework for generating quantum-enhanced sensing states. Our analysis extends to systems of power-law interactions spanning from all-to-all to nearest-neighbor interactions. We also analyze the capabilities of our circuit to prepare states for system sizes greater than $8$ qubits.

Abstract:We investigate the generation of quantum states for precision metrology in noisy two-level systems. These states are obtained by optimizing a variational quantum circuit to maximize the quantum Fisher information (QFI) of the output state for a given decoherence rate and interaction Hamiltonian. The circuit architecture, inspired by twist-and-turn schemes, features a sequence of $n$ entangling layers, each consisting of entangling gates followed by a global rotation. We observe notable improvements in the QFI as the circuit layer depth increases, even for appreciable noise rates, demonstrating that our entangle-rotate architecture expands the accessible state space under realistic noise conditions. Our approach thus provides a general and efficient framework for generating quantum-enhanced sensing states. Our analysis extends to systems of power-law interactions spanning from all-to-all to nearest-neighbor interactions. We also analyze the capabilities of our circuit to prepare states for system sizes greater than $8$ qubits.

arXiv:2604.15209 [quant-ph]

(or arXiv:2604.15209v2 [quant-ph] for this version)

https://doi.org/10.48550/arXiv.2604.15209 Focus to learn more arXiv-issued DOI via DataCite

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