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Quantum Fisher Information Matrix and Multiparameter Estimation
Quantum Fisher information matrix and multiparameter estimation Jing Liu1, Haidong Yuan2, Xiao-Ming Lu3, Xiaoguang Wang4 1MOE Key Laboratory of Fundamental Physical Quantities Measurement & Hubei Key Laboratory of Gravitation and Quantum Physics, PGMF and School of Physics, Huazhong University of Science and Technology, Wuhan 430074, P. R. China 2Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, Hong Kong 3Department of Physics, Hangzhou Dianzi University, Hangzhou 310018, China 4Zhejiang Institute of Modern Physics, Department of Physics, Zhejiang University, Hangzhou 310027, China E-mail: [email protected], [email protected], [email protected], [email protected] Abstract. Quantum Fisher information matrix (QFIM) is a core concept in theoretical quantum metrology due to the significant importance of quantum Cram´er- Rao bound in quantum parameter estimation. However, studies in recent years have revealed wide connections between QFIM and other aspects of quantum mechanics, including quantum thermodynamics, quantum phase transition, entanglement witness, quantum speed limit and non-Markovianity. These connections indicate that QFIM is more than a concept in quantum metrology, but rather a fundamental quantity in quantum mechanics. In this paper, we summarize the properties and existing calculation techniques of QFIM for various cases, and review the development of QFIM in some aspects of quantum mechanics apart from quantum metrology. On the other hand, as the main application of QFIM, the second part of this paper reviews the quantum multiparameter Cram´er-Raobound, its attainability condition and the associated optimal measurements. Moreover, recent developments in a few typical scenarios of quantum multiparameter estimation and the quantum advantages are also thoroughly discussed in this part. -
Information Geometry in Quantum Field Theory: Lessons from Simple Examples
Information geometry in quantum field theory: lessons from simple examples Johanna Erdmenger,a Kevin T. Grosvenor,a and Ro Jeffersonb aInstitute for Theoretical Physics and Astrophysics and W¨urzburg-Dresden Cluster of Excellence ct.qmat, Julius-Maximilians-Universit¨atW¨urzburg, Am Hubland, 97074 W¨urzburg, Germany bMax Planck Institute for Gravitational Physics (Albert Einstein Institute), Am M¨uhlenberg 1, 14476 Potsdam-Golm, Germany E-mail: [email protected], [email protected], [email protected] Abstract: Motivated by the increasing connections between information theory and high- energy physics, particularly in the context of the AdS/CFT correspondence, we explore the information geometry associated to a variety of simple systems. By studying their Fisher met- rics, we derive some general lessons that may have important implications for the application of information geometry in holography. We begin by demonstrating that the symmetries of the physical theory under study play a strong role in the resulting geometry, and that the appearance of an AdS metric is a relatively general feature. We then investigate what infor- mation the Fisher metric retains about the physics of the underlying theory by studying the geometry for both the classical 2d Ising model and the corresponding 1d free fermion theory, and find that the curvature diverges precisely at the phase transition on both sides. We dis- cuss the differences that result from placing a metric on the space of theories vs. states, using the example of coherent free fermion states. We compare the latter to the metric on the space of coherent free boson states and show that in both cases the metric is determined by the arXiv:2001.02683v2 [hep-th] 2 Apr 2020 symmetries of the corresponding density matrix. -
Information Geometry and Quantum Fields
Information Geometry and Quantum Fields Kevin T. Grosvenor Julius-Maximilians Universität Würzburg, Germany SPIGL ’20, Les Houches, France July 30, 2020 Collaborators SciPost Phys. 8 (2020) 073 [arXiv:2001.02683] Johanna Erdmenger Ro Jefferson 1 32 Sources and References 2 32 Outline 1. Introduction to AdS/CFT 2. Fisher metric, Symmetries and Uniqueness 3. Classical metric on States: Instantons 4. Classical metric on Theories: Ising Model 5. Quantum metric on States: Coherent states 6. Connections and Curvature 7. Conclusions and Outlook 3 32 AdS/CFT Correspondence Holography: G. ’t Hooft (THU-93/26, ’93), L. Susskind (JMP 36, ’95) AdS/CFT: J. Maldacena (ATMP 2, ’97) Weak-strong duality. D R d E e d x φ0(x) O(x) = e−SSUGRA CFT φ(0;x)=φ0(x) 4 32 d;2 Embedding into R : −(X0)2 + (X1)2 + ··· + (Xd)2 − (Xd+1)2 = −L2 d(d−1) 1;:::;d Isometries: 2 rotations among X , one rotation between X0 and Xd+1, and 2d boosts mixing X0 and Xd+1 with X1;:::;d. Algebra of isometries is so(d; 2) . Anti-de Sitter Spacetime 2 L2 2 r2 µ ν Poincaré patch: ds = r2 dr + L2 ηµνdx dx . Constant negative curvature, maximally symmetric spacetime. 1 R d+1 p Vacuum of Einstein-Hilbert S = 16πG d x −g(R − 2Λ) with constant negative Λ (cosmological constant). 5 32 Anti-de Sitter Spacetime 2 L2 2 r2 µ ν Poincaré patch: ds = r2 dr + L2 ηµνdx dx . Constant negative curvature, maximally symmetric spacetime. 1 R d+1 p Vacuum of Einstein-Hilbert S = 16πG d x −g(R − 2Λ) with constant negative Λ (cosmological constant). -
Information Geometry in Quantum Field Theory: Lessons from Simple Examples Abstract Contents
SciPost Phys. 8, 073 (2020) Information geometry in quantum field theory: lessons from simple examples Johanna Erdmenger1?, Kevin T. Grosvenor1† and Ro Jefferson2‡ 1 Institute for Theoretical Physics and Astrophysics and Würzburg-Dresden Cluster of Excellence ct.qmat, Julius-Maximilians-Universität Würzburg, Am Hubland, 97074 Würzburg, Germany 2 Max Planck Institute for Gravitational Physics (Albert Einstein Institute), Am Mühlenberg 1, 14476 Potsdam-Golm, Germany ? [email protected],† [email protected], ‡ rjeff[email protected] Abstract Motivated by the increasing connections between information theory and high-energy physics, particularly in the context of the AdS/CFT correspondence, we explore the in- formation geometry associated to a variety of simple systems. By studying their Fisher metrics, we derive some general lessons that may have important implications for the application of information geometry in holography. We begin by demonstrating that the symmetries of the physical theory under study play a strong role in the resulting ge- ometry, and that the appearance of an AdS metric is a relatively general feature. We then investigate what information the Fisher metric retains about the physics of the un- derlying theory by studying the geometry for both the classical 2d Ising model and the corresponding 1d free fermion theory, and find that the curvature diverges precisely at the phase transition on both sides. We discuss the differences that result from placing a metric on the space of theories vs. states, using the example of coherent free fermion states. We compare the latter to the metric on the space of coherent free boson states and show that in both cases the metric is determined by the symmetries of the correspond- ing density matrix. -
Geometry of Quantum Phase Transitions
Geometry of Quantum Phase Transitions Angelo Carolloa,b, Davide Valentia, Bernardo Spagnoloa,b,c aDepartment of Physics and Chemistry, University of Palermo, Viale delle Scienze, Ed. 18, I-90128 Palermo, Italy bRadiophysics Department, Lobachevsky State University of Nizhni Novgorod, 23 Gagarin Avenue, Nizhni Novgorod 603950, Russia cIstituto Nazionale di Fisica Nucleare, Sezione di Catania, Via S. Sofia 64, I-90123 Catania, Italy Abstract In this article we provide a review of geometrical methods employed in the analysis of quantum phase transitions and non-equilibrium dissipative phase transitions. After a pedagogical introduction to geometric phases and geomet- ric information in the characterisation of quantum phase transitions, we describe recent developments of geometrical approaches based on mixed-state generalisation of the Berry-phase, i.e. the Uhlmann geometric phase, for the inves- tigation of non-equilibrium steady-state quantum phase transitions (NESS-QPTs ). Equilibrium phase transitions fall invariably into two markedly non-overlapping categories: classical phase transitions and quantum phase transitions, whereas in NESS-QPTs this distinction may fade off. The approach described in this review, among other things, can quantitatively assess the quantum character of such critical phenomena. This framework is applied to a paradig- matic class of lattice Fermion systems with local reservoirs, characterised by Gaussian non-equilibrium steady states. The relations between the behaviour of the geometric phase curvature, the divergence of the correlation length, the character of the criticality and the gap - either Hamiltonian or dissipative - are reviewed. Keywords: Quantum geometric information, Geometric phase, Quantum phase transitions, Dissipative phase transitions, Quantum metrology Contents 1 Introduction 2 2 Continuous Phase Transition and Universality 5 3 Quantum vs Classical Phase Transitions 7 4 Quantum Phase Transitions 7 5 Geometric Phase and Criticality 8 5.1 Berry’s phase . -
Quantum Fisher Information Matrix and Multiparameter Estimation JPHAC5
Journal of Physics A: Mathematical and Theoretical TOPICAL REVIEW • OPEN ACCESS Recent citations Quantum Fisher information matrix and - Optimally controlled quantum discrimination and estimation multiparameter estimation Daniel Basilewitsch et al - Quantum parameter estimation in a To cite this article: Jing Liu et al 2020 J. Phys. A: Math. Theor. 53 023001 dissipative environment Wei Wu and Chuan Shi - Dynamics of quantum Fisher information in the two-qubit systems constructed from the Yang–Baxter matrices View the article online for updates and enhancements. Durgun Duran This content was downloaded from IP address 137.189.66.69 on 15/09/2020 at 08:22 IOP Journal of Physics A: Mathematical and Theoretical J. Phys. A: Math. Theor. Journal of Physics A: Mathematical and Theoretical J. Phys. A: Math. Theor. 53 (2020) 023001 (68pp) https://doi.org/10.1088/1751-8121/ab5d4d 53 Topical Review 2020 © 2019 IOP Publishing Ltd Quantum Fisher information matrix and multiparameter estimation JPHAC5 Jing Liu1,5 , Haidong Yuan2, Xiao-Ming Lu3 023001 and Xiaoguang Wang4 1 MOE Key Laboratory of Fundamental Physical Quantities Measurement Hubei Key J Liu et al & Laboratory of Gravitation and Quantum Physics, PGMF and School of Physics, Huazhong University of Science and Technology, Wuhan 430074, People’s Republic of China 2 Quantum Fisher information matrix and multiparameter estimation Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, Hong Kong Special Administrative Region of China 3 Department of Physics, -
The Entropy-Based Quantum Metric
Entropy 2014, 16, 3878-3888; doi:10.3390/e16073878 OPEN ACCESS entropy ISSN 1099-4300 www.mdpi.com/journal/entropy Article The Entropy-Based Quantum Metric Roger Balian Institut de Physique Théorique, CEA/Saclay, F-91191 Gif-sur-Yvette Cedex, France; E-Mail: [email protected] Received: 15 May 2014; in revised form: 25 June 2014 / Accepted: 11 July 2014 / Published: 15 July 2014 Abstract: The von Neumann entropy S(D^) generates in the space of quantum density matrices D^ the Riemannian metric ds2 = −d2S(D^), which is physically founded and which characterises the amount of quantum information lost by mixing D^ and D^ + dD^. A rich geometric structure is thereby implemented in quantum mechanics. It includes a canonical mapping between the spaces of states and of observables, which involves the Legendre transform of S(D^). The Kubo scalar product is recovered within the space of observables. Applications are given to equilibrium and non equilibrium quantum statistical mechanics. There the formalism is specialised to the relevant space of observables and to the associated reduced states issued from the maximum entropy criterion, which result from the exact states through an orthogonal projection. Von Neumann’s entropy specialises into a relevant entropy. Comparison is made with other metrics. The Riemannian properties of the metric ds2 = −d2S(D^) are derived. The curvature arises from the non-Abelian nature of quantum mechanics; its general expression and its explicit form for q-bits are given, as well as geodesics. Keywords: quantum entropy; metric; q-bit; information; geometry; geodesics; relevant entropy 1. A Physical Metric for Quantum States Quantum physical quantities pertaining to a given system, termed as “observables” O^, behave as non-commutative random variables and are elements of a C*-algebra. -
Fisher-Bures Adversary Graph Convolutional Networks
Fisher-Bures Adversary Graph Convolutional Networks Ke Suny∗ Piotr Koniuszyz Zhen Wangy yCSIRO Data61 zAustralia National University fKe.Sun, Peter.Koniusz, [email protected] Abstract expected loss w.r.t. small random perturbations of the in- put graph. In order to do so, we must first have a rigorous definition of the manifold of graphs denoted by M, which In a graph convolutional network, we assume is the space of all graphs satisfying certain constraints. that the graph G is generated w.r.t. some obser- Then, based on the local geometry of M around a graph vation noise. During learning, we make small G 2 M, we can derive a compact parameterization of random perturbations ∆G of the graph and try the perturbation so that it can be plugged into a GCN. to improve generalization. Based on quantum We will show empirically that the performance of GCN information geometry, ∆G can be character- can be improved and present theoretical insights on the ized by the eigendecomposition of the graph differential geometry of M. Laplacian matrix. We try to minimize the loss w.r.t. the perturbed G + ∆G while making ∆G Notations to be effective in terms of the Fisher informa- tion of the neural network. Our proposed model We assume an undirected graph G without self-loops con- can consistently improve graph convolutional sisting of n nodes indexed as 1; ··· ; n. Xn×D denotes networks on semi-supervised node classifica- the given node features, Hn×d denotes some learned high- tion tasks with reasonable computational over- level features, and Yn×O denotes the one-hot node labels. -
The Entropy-Based Quantum Metric
Entropy 2014, xx, 1-x; doi:10.3390/—— OPEN ACCESS entropy ISSN 1099-4300 www.mdpi.com/journal/entropy Article The entropy-based quantum metric Roger Balian * Institut de Physique Théorique CEA Saclay 91191 Gif-sur-Yvette Cedex * Author to whom correspondence should be addressed; [email protected] Received: xx / Accepted: xx / Published: xx Abstract: The von Neumann entropy S(Dˆ) generates in the space of quantum density matrices Dˆ the Riemannian metric ds2 = −d2S(Dˆ), which is physically founded and which characterises the amount of quantum information lost by mixing Dˆ and Dˆ + dDˆ. A rich geometric structure is thereby implemented in quantum mechanics. It includes a canonical mapping between the spaces of states and of observables, which involves the Legendre transform of S(Dˆ). The Kubo scalar product is recovered within the space of observables. Applications are given to equilibrium and non equilibrium quantum statistical mechanics. There the formalism is specialised to the relevant space of observables and to the associated reduced states issued from the maximum entropy criterion, which result from the exact states through an orthogonal projection. Von Neumann’s entropy specialises into a relevant entropy. Comparison is made with other metrics. The Riemannian properties of the metric ds2 = −d2S(Dˆ) are derived. The curvature arises from the non-Abelian nature of quantum mechanics; its general expression and its explicit form for q-bits are given, as well as geodesics. Keywords: quantum entropy; metric; q-bit; information; geometry; geodesics; relevant entropy 1. A physical metric for quantum states. Quantum physical quantities pertaining to a given system, termed as “observables” Oˆ, behave as non-commutative random variables and are elements of a C*-algebra.