Thermodynamically ideal quantum state inputs to any device
We investigate and ascertain the ideal inputs to any finite-time physical process. We demonstrate that the expectation values of entropy flow, heat, and work can all be determined via Hermitian observables of the initial state. These Hermitian operators encapsulate the breadth of behavior and the id...
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sg-ntu-dr.10356-1816382024-12-16T15:35:55Z Thermodynamically ideal quantum state inputs to any device Riechers, Paul M. Gupta, Chaitanya Kolchinsky, Artemy Gu, Mile School of Physical and Mathematical Sciences Nanyang Quantum Hub CNRS-UNS-NUS-NTU International Joint Research Unit, UMI 3654 Centre for Quantum Technologies, NUS Physics Entropy production Hermitians We investigate and ascertain the ideal inputs to any finite-time physical process. We demonstrate that the expectation values of entropy flow, heat, and work can all be determined via Hermitian observables of the initial state. These Hermitian operators encapsulate the breadth of behavior and the ideal inputs for common thermodynamic objectives. We show how to construct these Hermitian operators from measurements of thermodynamic output from a finite number of effectively arbitrary inputs. The behavior of a small number of test inputs thus determines the full range of thermodynamic behavior from all inputs. For any process, entropy flow, heat, and work can all be extremized by pure input states - eigenstates of the respective operators. In contrast, the input states that minimize entropy production or maximize the change in free energy are nonpure mixed states obtained from the operators as the solution of a convex-optimization problem. To attain these, we provide an easily implementable gradient-descent method on the manifold of density matrices, where an analytic solution yields a valid direction of descent at each iterative step. Ideal inputs within a limited domain, and their associated thermodynamic operators, are obtained with less effort. This allows analysis of ideal thermodynamic inputs within quantum subspaces of infinite-dimensional quantum systems; it also allows analysis of ideal inputs in the classical limit. Our examples illustrate the diversity of "ideal"inputs: distinct initial states minimize entropy production, extremize the change in free energy, and maximize work extraction. Agency for Science, Technology and Research (A*STAR) Ministry of Education (MOE) National Research Foundation (NRF) Published version This work is supported by the Singapore Ministry of Education Tier 1 Grant No. RG146/20, by Grant No. FQXi-RFP-IPW-1903 (“Are quantum agents more energetically efficient at making predictions?”) from the Foundational Questions Institute, by the Fetzer Franklin Fund (a donor-advised fund of Silicon Valley Community Foundation), by the National Research Foundation, Singapore, by the Agency for Science, Technology and Research (A*STAR) under its CQT Bridging Grant and QEP2.0 program (NRF2021-QEP2-02-P06), and by the Singapore Ministry of Education Tier 2 Grant No. MOE-T2EP50221-0005. This project was partly made possible through the support of Grant No. 62417 from the John Templeton Foundation. 2024-12-11T05:39:41Z 2024-12-11T05:39:41Z 2024 Journal Article Riechers, P. M., Gupta, C., Kolchinsky, A. & Gu, M. (2024). Thermodynamically ideal quantum state inputs to any device. PRX Quantum, 5(3), 030318-. https://dx.doi.org/10.1103/PRXQuantum.5.030318 2691-3399 https://hdl.handle.net/10356/181638 10.1103/PRXQuantum.5.030318 2-s2.0-85199938392 3 5 030318 en RG146/20 NRF2021-QEP2-02-P06 MOE-T2EP50221-0005 PRX Quantum © The Author(s). Published by the American Physical Society under the terms of the Creative Commons Attribution 4.0 International license. Further distribution of this work must maintain attribution to the author(s) and the published article’s title, journal citation, and DOI. application/pdf |
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Physics Entropy production Hermitians Riechers, Paul M. Gupta, Chaitanya Kolchinsky, Artemy Gu, Mile Thermodynamically ideal quantum state inputs to any device |
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We investigate and ascertain the ideal inputs to any finite-time physical process. We demonstrate that the expectation values of entropy flow, heat, and work can all be determined via Hermitian observables of the initial state. These Hermitian operators encapsulate the breadth of behavior and the ideal inputs for common thermodynamic objectives. We show how to construct these Hermitian operators from measurements of thermodynamic output from a finite number of effectively arbitrary inputs. The behavior of a small number of test inputs thus determines the full range of thermodynamic behavior from all inputs. For any process, entropy flow, heat, and work can all be extremized by pure input states - eigenstates of the respective operators. In contrast, the input states that minimize entropy production or maximize the change in free energy are nonpure mixed states obtained from the operators as the solution of a convex-optimization problem. To attain these, we provide an easily implementable gradient-descent method on the manifold of density matrices, where an analytic solution yields a valid direction of descent at each iterative step. Ideal inputs within a limited domain, and their associated thermodynamic operators, are obtained with less effort. This allows analysis of ideal thermodynamic inputs within quantum subspaces of infinite-dimensional quantum systems; it also allows analysis of ideal inputs in the classical limit. Our examples illustrate the diversity of "ideal"inputs: distinct initial states minimize entropy production, extremize the change in free energy, and maximize work extraction. |
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School of Physical and Mathematical Sciences |
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School of Physical and Mathematical Sciences Riechers, Paul M. Gupta, Chaitanya Kolchinsky, Artemy Gu, Mile |
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Article |
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Riechers, Paul M. Gupta, Chaitanya Kolchinsky, Artemy Gu, Mile |
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Riechers, Paul M. |
title |
Thermodynamically ideal quantum state inputs to any device |
title_short |
Thermodynamically ideal quantum state inputs to any device |
title_full |
Thermodynamically ideal quantum state inputs to any device |
title_fullStr |
Thermodynamically ideal quantum state inputs to any device |
title_full_unstemmed |
Thermodynamically ideal quantum state inputs to any device |
title_sort |
thermodynamically ideal quantum state inputs to any device |
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2024 |
url |
https://hdl.handle.net/10356/181638 |
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1819113013338177536 |