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Guarnieri G, Eisert J, Miller HJD. Generalized Linear Response Theory for the Full Quantum Work Statistics. PHYSICAL REVIEW LETTERS 2024; 133:070405. [PMID: 39213553 DOI: 10.1103/physrevlett.133.070405] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Accepted: 06/17/2024] [Indexed: 09/04/2024]
Abstract
We consider a quantum system driven out of equilibrium via a small Hamiltonian perturbation. Building on the paradigmatic framework of linear response theory (LRT), we derive an expression for the full generating function of the dissipated work. Remarkably, we find that all information about the distribution can be encoded in a single quantity, the standard relaxation function in LRT, thus opening up new ways to use phenomenological models to study nonequilibrium fluctuations in complex quantum systems. Our results establish a number of refined quantum thermodynamic constraints on the work statistics that apply to regimes of perturbative but arbitrarily fast protocols, and do not rely on assumptions such as slow driving or weak coupling. Finally, our approach uncovers a distinctly quantum signature in the work statistics that originates from underlying zero-point energy fluctuations. This causes an increased dispersion of the probability distribution at short driving times, a feature that can be probed in efforts to witness nonclassical effects in quantum thermodynamics.
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Nazé P. Adiabatic processes like isothermal processes. Phys Rev E 2023; 107:064114. [PMID: 37464663 DOI: 10.1103/physreve.107.064114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Accepted: 05/26/2023] [Indexed: 07/20/2023]
Abstract
The objective of this work is to show that adiabatic processes can be very similar to isothermal ones. First, we show that the criteria for the compatibility of linear-response theory with the second law of thermodynamics for thermally isolated systems are the same as those for systems performing isothermal processes. Motivated by such a result, we explore the thermodynamic consequences of the time-average excess work, observing an unexpected existence of a well-defined relaxation time for thermally isolated systems that obeys the second law of thermodynamics. This is justified by recognizing that such systems, in the usual sense, present random relaxation time, which can be "averaged" by taking the time average of the relaxation function. Such a proceeding is very similar to what happens in isothermal processes, where a stochastic average must be done on the relaxation function to have a well-defined relaxation time. In the end, we analyze the Landau-Zener model from this new point of view, discussing the construction of slowly-varying processes from linear-response theory and observing negative entropy production rates for nonmonotonic and rapid protocols.
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Affiliation(s)
- Pierre Nazé
- Departamento de Física, Instituto de Geociências e Ciências Exatas, Universidade Estadual Paulista "Júlio de Mesquita Filho", 13506-900, Rio Claro, SP, Brazil
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3
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Nazé P. Global optimization and monotonicity in entropy production of weak drivings. Phys Rev E 2023; 107:024120. [PMID: 36932504 DOI: 10.1103/physreve.107.024120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 02/02/2023] [Indexed: 06/18/2023]
Abstract
Knowing if an optimal solution is local or global has always been a hard question to answer in more sophisticated situations of optimization problems. In this paper, for finite-time and weak isothermal driving processes, we show the existence of a global optimal protocol for the entropy production. We prove this by showing its convexity as a functional in the derivative of the protocol. This property also proves its monotonicity in such a context, which leads to the satisfaction of the second law of thermodynamics. In the end, we exemplify that the analytical technique of the Euler-Lagrange equation applied to overdamped Brownian motion delivers the global optimal protocol, by comparing it with the results of the global optimization technique of genetic programming.
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Affiliation(s)
- Pierre Nazé
- Departamento de Ciências Exatas e Tecnológicas, Universidade Federal do Amapá, 68903-419, Macapá, Amapá, Brazil
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4
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Arrachea L. Energy dynamics, heat production and heat-work conversion with qubits: toward the development of quantum machines. REPORTS ON PROGRESS IN PHYSICS. PHYSICAL SOCIETY (GREAT BRITAIN) 2023; 86:036501. [PMID: 36603220 DOI: 10.1088/1361-6633/acb06b] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Accepted: 01/05/2023] [Indexed: 06/17/2023]
Abstract
We present an overview of recent advances in the study of energy dynamics and mechanisms for energy conversion in qubit systems with special focus on realizations in superconducting quantum circuits. We briefly introduce the relevant theoretical framework to analyze heat generation, energy transport and energy conversion in these systems with and without time-dependent driving considering the effect of equilibrium and non-equilibrium environments. We analyze specific problems and mechanisms under current investigation in the context of qubit systems. These include the problem of energy dissipation and possible routes for its control, energy pumping between driving sources and heat pumping between reservoirs, implementation of thermal machines and mechanisms for energy storage. We highlight the underlying fundamental phenomena related to geometrical and topological properties, as well as many-body correlations. We also present an overview of recent experimental activity in this field.
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Affiliation(s)
- Liliana Arrachea
- Escuela de Ciencia y Tecnología and ICIFI, Universidad de San Martín, Av. 25 de Mayo y Francia, 1650 Buenos Aires, Argentina
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Shortcuts to adiabatic population inversion via time-rescaling: stability and thermodynamic cost. Sci Rep 2022; 12:11538. [PMID: 35798967 PMCID: PMC9262946 DOI: 10.1038/s41598-022-15912-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Accepted: 06/30/2022] [Indexed: 11/08/2022] Open
Abstract
A shortcut to adiabaticity is concerned with the fast and robust manipulation of the dynamics of a quantum system which reproduces the effect of an adiabatic process. In this work, we use the time-rescaling method to study the problem of speeding up the population inversion of a two-level quantum system, and the fidelity of the fast dynamics versus systematic errors in the control parameters. This approach enables the generation of shortcuts from a prescribed slow dynamics by simply rescaling the time variable of the quantum evolution operator. It requires no knowledge of the eigenvalues and eigenstates of the Hamiltonian and, in principle, no additional coupling fields. From a quantum thermodynamic viewpoint, we also demonstrate that the main properties of the distribution of work required to drive the system along the shortcuts are unchanged with respect to the reference (slow) protocol.
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6
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Kibble–Zurek Scaling from Linear Response Theory. ENTROPY 2022; 24:e24050666. [PMID: 35626551 PMCID: PMC9141844 DOI: 10.3390/e24050666] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 04/27/2022] [Accepted: 05/07/2022] [Indexed: 01/27/2023]
Abstract
While quantum phase transitions share many characteristics with thermodynamic phase transitions, they are also markedly different as they occur at zero temperature. Hence, it is not immediately clear whether tools and frameworks that capture the properties of thermodynamic phase transitions also apply in the quantum case. Concerning the crossing of thermodynamic critical points and describing its non-equilibrium dynamics, the Kibble–Zurek mechanism and linear response theory have been demonstrated to be among the very successful approaches. In the present work, we show that these two approaches are also consistent in the description of quantum phase transitions, and that linear response theory can even inform arguments of the Kibble–Zurek mechanism. In particular, we show that the relaxation time provided by linear response theory gives a rigorous argument for why to identify the “gap” as a relaxation rate, and we verify that the excess work computed from linear response theory exhibits Kibble–Zurek scaling.
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Abiuso P, Miller HJD, Perarnau-Llobet M, Scandi M. Geometric Optimisation of Quantum Thermodynamic Processes. ENTROPY (BASEL, SWITZERLAND) 2020; 22:E1076. [PMID: 33286845 PMCID: PMC7597153 DOI: 10.3390/e22101076] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Revised: 09/18/2020] [Accepted: 09/19/2020] [Indexed: 11/22/2022]
Abstract
Differential geometry offers a powerful framework for optimising and characterising finite-time thermodynamic processes, both classical and quantum. Here, we start by a pedagogical introduction to the notion of thermodynamic length. We review and connect different frameworks where it emerges in the quantum regime: adiabatically driven closed systems, time-dependent Lindblad master equations, and discrete processes. A geometric lower bound on entropy production in finite-time is then presented, which represents a quantum generalisation of the original classical bound. Following this, we review and develop some general principles for the optimisation of thermodynamic processes in the linear-response regime. These include constant speed of control variation according to the thermodynamic metric, absence of quantum coherence, and optimality of small cycles around the point of maximal ratio between heat capacity and relaxation time for Carnot engines.
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Affiliation(s)
- Paolo Abiuso
- ICFO—Institut de Ciències Fotòniques, The Barcelona Institute of Science and Technology, 08860 Castelldefels, Barcelona, Spain; (P.A.); (M.S.)
| | - Harry J. D. Miller
- Department of Physics and Astronomy, The University of Manchester, Manchester M13 9PL, UK;
| | | | - Matteo Scandi
- ICFO—Institut de Ciències Fotòniques, The Barcelona Institute of Science and Technology, 08860 Castelldefels, Barcelona, Spain; (P.A.); (M.S.)
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9
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Abiuso P, Perarnau-Llobet M. Optimal Cycles for Low-Dissipation Heat Engines. PHYSICAL REVIEW LETTERS 2020; 124:110606. [PMID: 32242675 DOI: 10.1103/physrevlett.124.110606] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/21/2019] [Revised: 10/31/2019] [Accepted: 03/03/2020] [Indexed: 06/11/2023]
Abstract
We consider the optimization of a finite-time Carnot engine characterized by small dissipations. We bound the power with a simple inequality and show that the optimal strategy is to perform small cycles around a given working point, which can be, thus, chosen optimally. Remarkably, this optimal point is independent of the figure of merit combining power and efficiency that is being maximized. Furthermore, for a general class of dissipative dynamics the maximal power output becomes proportional to the heat capacity of the working substance. Since the heat capacity can scale supraextensively with the number of constituents of the engine, this enables us to design optimal many-body Carnot engines reaching maximum efficiency at finite power per constituent in the thermodynamic limit.
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Affiliation(s)
- Paolo Abiuso
- ICFO-Institut de Ciències Fotòniques, The Barcelona Institute of Science and Technology,08860 Castelldefels (Barcelona), Spain
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Francica G, Goold J, Plastina F. Role of coherence in the nonequilibrium thermodynamics of quantum systems. Phys Rev E 2019; 99:042105. [PMID: 31108617 DOI: 10.1103/physreve.99.042105] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2017] [Indexed: 06/09/2023]
Abstract
Exploiting the relative entropy of coherence, we isolate the coherent contribution in the energetics of a driven nonequilibrium quantum system. We prove that a division of the irreversible work can be made into a coherent and incoherent part. This provides an operational criterion for quantifying the coherent contribution in a generic nonequilibrium transformation on a closed quantum system. We then study such a contribution in two physical models of a driven qubit and kicked rotor. In addition, we also show that coherence generation is connected to the nonadiabaticity of a processes, for which it gives the dominant contribution for slow-enough transformations. The amount of generated coherence in the energy eigenbasis is equivalent to the change in diagonal entropy, and here we show that it fulfills a fluctuation theorem.
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Affiliation(s)
- G Francica
- Dip. Fisica, Università della Calabria, 87036 Arcavacata di Rende (CS), Italy
- INFN-Gruppo Collegato di Cosenza, 87036, Cosenza, Italy
| | - J Goold
- School of Physics, Trinity College Dublin, Dublin 2, D02 PN40, Ireland
| | - F Plastina
- Dip. Fisica, Università della Calabria, 87036 Arcavacata di Rende (CS), Italy
- INFN-Gruppo Collegato di Cosenza, 87036, Cosenza, Italy
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11
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Chupeau M, Besga B, Guéry-Odelin D, Trizac E, Petrosyan A, Ciliberto S. Thermal bath engineering for swift equilibration. Phys Rev E 2018; 98:010104. [PMID: 30110875 DOI: 10.1103/physreve.98.010104] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2018] [Indexed: 06/08/2023]
Abstract
We provide a theoretical and experimental protocol that dynamically controls the effective temperature of a thermal bath, through a well-designed noise engineering. We use this powerful technique to shortcut the relaxation of an overdamped Brownian particle in a quadratic potential by a joint time engineering of the confinement strength and of the noise. For an optically trapped colloid, we report an equilibrium recovery time reduced by about two orders of magnitude compared to the natural relaxation time. Our scheme paves the way towards reservoir engineering in nanosystems.
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Affiliation(s)
- Marie Chupeau
- LPTMS, CNRS, Université Paris-Sud, Université Paris-Saclay, UMR 8626, 91405 Orsay, France
| | - Benjamin Besga
- CNRS, Laboratoire de Physique de l'École Normale Supérieure, Université de Lyon, UMR 5672, 46 Allée d'Italie, 69364 Lyon, France
| | - David Guéry-Odelin
- Laboratoire de Collisions Agrégats Réactivité, CNRS, UMR 5589, IRSAMC, France
| | - Emmanuel Trizac
- LPTMS, CNRS, Université Paris-Sud, Université Paris-Saclay, UMR 8626, 91405 Orsay, France
| | - Artyom Petrosyan
- CNRS, Laboratoire de Physique de l'École Normale Supérieure, Université de Lyon, UMR 5672, 46 Allée d'Italie, 69364 Lyon, France
| | - Sergio Ciliberto
- CNRS, Laboratoire de Physique de l'École Normale Supérieure, Université de Lyon, UMR 5672, 46 Allée d'Italie, 69364 Lyon, France
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12
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Acconcia TV, Bonança MVS. Microcanonical Szilárd engines beyond the quasistatic regime. Phys Rev E 2017; 96:062117. [PMID: 29347443 DOI: 10.1103/physreve.96.062117] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2016] [Indexed: 11/07/2022]
Abstract
We discuss the possibility of extracting energy from a single thermal bath using microcanonical Szilárd engines operating in finite time. This extends previous works on the topic which are restricted to the quasistatic regime. The feedback protocol is implemented based on linear response predictions of the excess work. It is claimed that the underlying mechanism leading to energy extraction does not violate Liouville's theorem and preserves ergodicity throughout the cycle. We illustrate our results with several examples including an exactly solvable model.
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Affiliation(s)
- Thiago V Acconcia
- Instituto de Física "Gleb Wataghin," Universidade Estadual de Campinas, 777 Rua Sérgio Buarque de Holanda, Campinas, São Paulo 13083-859, Brazil
| | - Marcus V S Bonança
- Instituto de Física "Gleb Wataghin," Universidade Estadual de Campinas, 777 Rua Sérgio Buarque de Holanda, Campinas, São Paulo 13083-859, Brazil
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13
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Bravetti A, Tapias D. Thermodynamic cost for classical counterdiabatic driving. Phys Rev E 2017; 96:052107. [PMID: 29347640 DOI: 10.1103/physreve.96.052107] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2017] [Indexed: 06/07/2023]
Abstract
Motivated by the recent growing interest about the thermodynamic cost of shortcuts to adiabaticity, we consider the cost of driving a classical system by the so-called counterdiabatic driving (CD). To do so, we proceed in three steps: first we review a general definition recently put forward in the literature for the thermodynamic cost of driving a Hamiltonian system; then we provide a new complementary definition of cost, which is of particular relevance for cases where the average excess work vanishes; finally, we apply our general framework to the case of CD. Interestingly, we find that in such a case our results are the exact classical counterparts of those reported by Funo et al. [Phys. Rev. Lett. 118, 100602 (2017)PRLTAO0031-900710.1103/PhysRevLett.118.100602]. In particular we show that a universal trade-off between speed and cost for CD also exists in the classical case. To illustrate our points we consider the example of a time-dependent harmonic oscillator subject to different strategies of adiabatic control.
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Affiliation(s)
- Alessandro Bravetti
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de México, Ciudad Universitaria, Ciudad de México 04510, Mexico
| | - Diego Tapias
- Departamento de Física, Facultad de Ciencias, Universidad Nacional Autónoma de México, Ciudad Universitaria, Ciudad de México 04510, Mexico
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14
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Deffner S. Kibble-Zurek scaling of the irreversible entropy production. Phys Rev E 2017; 96:052125. [PMID: 29347795 DOI: 10.1103/physreve.96.052125] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2017] [Indexed: 06/07/2023]
Abstract
If a system is driven at finite rate through a phase transition by varying an intensive parameter, the order parameter shatters into finite domains. The Kibble-Zurek mechanism predicts the typical size of these domains, which are governed only by the rate of driving and the spatial and dynamical critical exponents. We show that also the irreversible entropy production fulfills a universal behavior, which however is determined by an additional critical exponent corresponding to the intensive control parameter. Our universal prediction is numerically tested in two systems exhibiting noise-induced phase transitions.
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Affiliation(s)
- Sebastian Deffner
- Department of Physics, University of Maryland Baltimore County, Baltimore, Maryland 21250, USA
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Campbell S, Deffner S. Trade-Off Between Speed and Cost in Shortcuts to Adiabaticity. PHYSICAL REVIEW LETTERS 2017; 118:100601. [PMID: 28339279 DOI: 10.1103/physrevlett.118.100601] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/21/2016] [Indexed: 05/25/2023]
Abstract
Achieving effectively adiabatic dynamics is a ubiquitous goal in almost all areas of quantum physics. Here, we study the speed with which a quantum system can be driven when employing transitionless quantum driving. As a main result, we establish a rigorous link between this speed, the quantum speed limit, and the (energetic) cost of implementing such a shortcut to adiabaticity. Interestingly, this link elucidates a trade-off between speed and cost, namely, that instantaneous manipulation is impossible as it requires an infinite cost. These findings are illustrated for two experimentally relevant systems-the parametric oscillator and the Landau-Zener model-which reveal that the spectral gap governs the quantum speed limit as well as the cost for realizing the shortcut.
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Affiliation(s)
- Steve Campbell
- Centre for Theoretical Atomic, Molecular and Optical Physics, Queen's University Belfast, Belfast BT7 1NN, United Kingdom
- Dipartimento di Fisica, Università degli Studi di Milano, Via Celoria 16, 20133 Milan, Italy
- Istituto Nazionale di Fisica Nucleare, Sezione di Milano, Via Celoria 16, 20133 Milan, Italy
| | - Sebastian Deffner
- Department of Physics, University of Maryland Baltimore County, Baltimore, Maryland 21250, USA
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Martínez IA, Petrosyan A, Guéry-Odelin D, Trizac E, Ciliberto S. Engineered Swift Equilibration of a Brownian particle. NATURE PHYSICS 2016; 12:843-846. [PMID: 27610190 PMCID: PMC5011424 DOI: 10.1038/nphys3758] [Citation(s) in RCA: 58] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
A fundamental and intrinsic property of any device or natural system is its relaxation time relax, which is the time it takes to return to equilibrium after the sudden change of a control parameter [1]. Reducing τrelax, is frequently necessary, and is often obtained by a complex feedback process. To overcome the limitations of such an approach, alternative methods based on driving have been recently demonstrated [2, 3], for isolated quantum and classical systems [4-9]. Their extension to open systems in contact with a thermostat is a stumbling block for applications. Here, we design a protocol, named Engineered Swift Equilibration (ESE), that shortcuts time-consuming relaxations, and we apply it to a Brownian particle trapped in an optical potential whose properties can be controlled in time. We implement the process experimentally, showing that it allows the system to reach equilibrium times faster than the natural equilibration rate. We also estimate the increase of the dissipated energy needed to get such a time reduction. The method paves the way for applications in micro and nano devices, where the reduction of operation time represents as substantial a challenge as miniaturization [10].
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Affiliation(s)
- Ignacio A Martínez
- Laboratoire de Physique, CNRS UMR5672, Université de Lyon, École Normale Supérieure, 46 Allée d'Italie, 69364 Lyon, France
| | - Artyom Petrosyan
- Laboratoire de Physique, CNRS UMR5672, Université de Lyon, École Normale Supérieure, 46 Allée d'Italie, 69364 Lyon, France
| | - David Guéry-Odelin
- Laboratoire Collisions Agrégats Réactivité, CNRS UMR5589, Université de Toulouse, 31062 Toulouse, France
| | - Emmanuel Trizac
- LPTMS, CNRS, Univ. Paris-Sud, Université Paris-Saclay, 91405 Orsay, France
| | - Sergio Ciliberto
- Laboratoire de Physique, CNRS UMR5672, Université de Lyon, École Normale Supérieure, 46 Allée d'Italie, 69364 Lyon, France
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17
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Zheng Y, Hänggi P, Poletti D. Occurrence of discontinuities in the performance of finite-time quantum Otto cycles. Phys Rev E 2016; 94:012137. [PMID: 27575106 DOI: 10.1103/physreve.94.012137] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2016] [Indexed: 06/06/2023]
Abstract
We study a quantum Otto cycle in which the strokes are performed in finite time. The cycle involves energy measurements at the end of each stroke to allow for the respective determination of work. We then optimize for the work and efficiency of the cycle by varying the time spent in the different strokes and find that the optimal value of the ratio of time spent on each stroke goes through sudden changes as the parameters of this cycle vary continuously. The position of these discontinuities depends on the optimized quantity under consideration such as the net work output or the efficiency.
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Affiliation(s)
- Yuanjian Zheng
- Engineering Product Development Pillar, Singapore University of Technology and Design, 8 Somapah Road, 487372 Singapore
- Division of Physics and Applied Physics, School of Physical and Mathematical Sciences, Nanyang Technological University, 21 Nanyang Link, 637371 Singapore
| | - Peter Hänggi
- Institut für Physik, Universität Augsburg, Universitätsstraße 1, D-86135 Augsburg, Germany
- Nanosystems Initiative Munich, Schellingstr. 4, D-80799 München, Germany
- Department of Physics, National University of Singapore, 117542 Singapore, Republic of Singapore
| | - Dario Poletti
- Engineering Product Development Pillar, Singapore University of Technology and Design, 8 Somapah Road, 487372 Singapore
- MajuLab, CNRS-UNS-NUS-NTU International Joint Research Unit, UMI 3654, Singapore
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