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Tensor-network approach for quantum metrology in many-body quantum systems
Krzysztof Chabuda1, Jacek Dziarmaga2, Tobias J Osborne3
1Faculty of Physics, University of Warsaw, ul. Pasteura 5, 02-093, Warszawa, Poland.
This study introduces a novel tensor network framework using matrix product operators (MPO) for quantum metrology. It enables precise identification of optimal quantum sensing protocols and probe states, even in complex noisy systems.
Area of Science:
- Quantum Information Science
- Quantum Metrology
- Condensed Matter Physics
Background:
- Optimal quantum metrology is crucial for precision measurements but challenging in many-particle systems.
- Current numerical and analytical methods struggle with complex quantum models.
Purpose of the Study:
- To develop a comprehensive framework for identifying optimal quantum metrological protocols.
- To enable the characterization of quantum sensing in previously inaccessible regimes.
Main Methods:
- Exploitation of matrix product operators (MPO) and infinite MPO (iMPO) tensor network techniques.
- Application to quantum metrology problems with short-range noise correlations.
Main Results:
- Identification of maximal achievable estimation precision and optimal probe states.
- Efficient determination of asymptotic precision for infinite particle numbers.
- Demonstration with atomic clock stabilization and magnetic field sensing examples.
Conclusions:
- The MPO tensor network framework provides an efficient solution for quantum metrology challenges.
- The methods are applicable to various quantum sensing scenarios and noise correlations.
- The framework also aids in calculating fidelity susceptibility for phase transition studies.
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