Characterization and thermometry of dissipatively stabilized steady states

Abstract In this work we study the properties of dissipatively stabilized steady states of noisy quantum algorithms, exploring the extent to which they can be well approximated as thermal distributions, and proposing methods to extract the effective temperature T . We study an algorithm called the relaxational quantum eigensolver (RQE), which is one of a family of algorithms that attempt to find ground states and balance error in noisy quantum devices. In RQE, we weakly couple a second register of auxiliary ‘shadow’ qubits to the primary system in Trotterized evolution, thus engineering an approximate zero-temperature bath by periodically resetting the auxiliary qubits during the algorithm’s runtime. Balancing the infinite temperature bath of random gate error, RQE returns states with an average energy equal to a constant fraction of the ground state. We probe the steady states of this algorithm for a range of base error rates, using several methods for estimating both T and deviations from thermal behavior. In particular, we both confirm that the steady states of these systems are often well-approximated by thermal distributions, and show that the same resources used for cooling can be adopted for thermometry, yielding a fairly reliable measure of the temperature. These methods could be readily implemented in near-term quantum hardware, and for stabilizing and probing Hamiltonians where simulating approximate thermal states is hard for classical computers.

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Publication Details

Journal
Quantum Science and Technology
Published
2024-12-12
DOI
https://doi.org/10.1088/2058-9565/ad9e2d
Citations
2
Primary Topic
Advanced Thermodynamics and Statistical Mechanics
Type
article
Field-Weighted Citation Impact
0.56

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article

Characterization and thermometry of dissipatively stabilized steady states

David Rodríguez Pérez, William M. Jones, Eliot Kapit, George Grattan et al.
2 citations
Quantum Science and Technology
Advanced Thermodynamics and Statistical Mechanics
0.56
article

Characterization and thermometry of dissipatively stabilized steady states

David Rodríguez Pérez, William M. Jones, Eliot Kapit, George Grattan, Alexandar M. Liguori-Schremp
article en
2 citations

Abstract

Abstract In this work we study the properties of dissipatively stabilized steady states of noisy quantum algorithms, exploring the extent to which they can be well approximated as thermal distributions, and proposing methods to extract the effective temperature T . We study an algorithm called the relaxational quantum eigensolver (RQE), which is one of a family of algorithms that attempt to find ground states and balance error in noisy quantum devices. In RQE, we weakly couple a second register of auxiliary ‘shadow’ qubits to the primary system in Trotterized evolution, thus engineering an approximate zero-temperature bath by periodically resetting the auxiliary qubits during the algorithm’s runtime. Balancing the infinite temperature bath of random gate error, RQE returns states with an average energy equal to a constant fraction of the ground state. We probe the steady states of this algorithm for a range of base error rates, using several methods for estimating both T and deviations from thermal behavior. In particular, we both confirm that the steady states of these systems are often well-approximated by thermal distributions, and show that the same resources used for cooling can be adopted for thermometry, yielding a fairly reliable measure of the temperature. These methods could be readily implemented in near-term quantum hardware, and for stabilizing and probing Hamiltonians where simulating approximate thermal states is hard for classical computers.

Quantum Science and TechnologyVol. 10(2)
Colorado School of Mines (US)
National Science Foundation, Army Research Office
Affordable and clean energy
Openalex Percentile: Top 33%
Advanced Thermodynamics and Statistical Mechanics
0.56
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Characterization and thermometry of dissipatively stabilized steady states — David Rodríguez Pérez, William M. Jones, et al. · Quantum Science and Technology (2024) | TGRS Research Map | TGRS