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Gradient flow techniques for quantum Markov semigroups

Gradient flow techniques for quantum Markov semigroups

Melchior Wirth (ORCID: 0000-0002-0519-4241)
  • Grant DOI 10.55776/ESP156
  • Funding program ESPRIT
  • Status ended
  • Start July 1, 2022
  • End September 30, 2024
  • Funding amount € 294,016

Disciplines

Mathematics (100%)

Keywords

    Differential Calculus, Gradient Flows, Noncommutative Ricci Curvature Bounds, Noncommutative Functional Inequalities, Quantum Markov Semigroups

Abstract Final report

Quantum mechanics describes physical systems at microscopic scales. If such a system is open, that is, it interacts with its environment, then its time evolution can be modeled mathematically by quantum Markov semigroups. A general phenomenon for such open systems is the return to equilibrium: If the environment is in thermodynamic equilibrium, then the state of the open system that interacts with the environment will also tend to equilibrium. This is for example a challenge for the construction of quantum computers since this decoherence causes prepared quantum states to become more and more indistinguishable from the noise of the environment. Beyond this qualitative observation, it is of interest to make quantitative statements about this return to equilibrium. One general method for this comes from the theory of gradient flows. The time evolution of an open system is a gradient flow if the deviation from equilibrium does not only decrease, but decreases as fast as possible. To make this precise, one needs a measure for the deviation from equilibrium and an adapted metric on the state space, that is, a measure for the distance between to states of the system. One goal of this project is to construct such an adapted metric on the state space for a whole class of measures for the deviation from equilibrium. To do so, it is necessary to have a precise understanding of the structure of the quantum Markov semigroups that model the time evolution of open quantum systems. There is a fascinating correspondence between such quantum Markov semigroups and derivations operations that satisfy a product rule similar to the one of the ordinary derivation operator from calculus. However, so far this theory is limited to the (purely theoretical) case where the environment of the open system is at infinite temperature. The second goal of this project is to extend this correspondence to systems at finite temperature.

In this project, significant progress was made in the understanding of the mathematical structure of the master equations that describe the time evolution of open quantum systems coupled to an environment in equilibrium. These equations have been well-understood for systems with finitely many degrees of freedom, but the master equations of systems with infinitely many degrees of freedom had only been characterized in certain special cases. In particular, these equations were almost completely characterized for the GNS version of the detailed balance condition and connections with derivations were made for the KMS version of the detailed balance condition, which are new even for systems with finitely many degrees of freedom. In the study of the return to equilibrium of open quantum systems, it was established that gradient flow techniques can prove optimal decay rates of the relative entropy for qubit systems. The progress in the analysis of the long-time behavior of open quantum systems moreover lead to new insights, including the solution of a slightly relaxed version, into a conjecture of Montanaro and Osborne in quantum information theory with applications to quantum learning algorithms. On the purely mathematical side, this project has paved the way to the application of derivations in deformation / rigidity theory to type III von Neumann algebras. Furthermore, as part of the project, a new class of von Neumann algebras was introduced, which generalize central objects of operator-valued free probability and lead to new structural insights into these objects.

Research institution(s)
  • Institute of Science and Technology Austria - ISTA - 100%
Project participants
  • Jan Maas, Institute of Science and Technology Austria - ISTA , mentor

Research Output

  • 31 Citations
  • 11 Publications
Publications
  • 2025
    Title Operator-Valued Twisted Araki–Woods Algebras
    DOI 10.1007/s00220-025-05285-7
    Type Journal Article
    Author Kumar R
    Journal Communications in Mathematical Physics
    Pages 110
    Link Publication
  • 2025
    Title Exponential Relative Entropy Decay Along Quantum Markov Semigroups
    DOI 10.48550/arxiv.2505.07549
    Type Preprint
    Author Wirth M
    Link Publication
  • 2024
    Title Modular Completely Dirichlet forms as Squares of Derivations
    DOI 10.1093/imrn/rnae092
    Type Journal Article
    Author Wirth M
    Journal International Mathematics Research Notices
    Pages 10597-10614
    Link Publication
  • 2023
    Title Derivations and KMS-Symmetric Quantum Markov Semigroups
    DOI 10.1007/s00220-023-04795-6
    Type Journal Article
    Author Vernooij M
    Journal Communications in Mathematical Physics
    Pages 381-416
    Link Publication
  • 2023
    Title Boundary representations of intermediate forms between a regular Dirichlet form and its active main part
    DOI 10.48550/arxiv.2301.01035
    Type Preprint
    Author Keller M
    Link Publication
  • 2022
    Title The Differential Structure of Generators of GNS-symmetric Quantum Markov Semigroups
    DOI 10.48550/arxiv.2207.09247
    Type Preprint
    Author Wirth M
    Link Publication
  • 2022
    Title Ergodic decompositions of Dirichlet forms under order isomorphisms
    DOI 10.1007/s00028-022-00859-7
    Type Journal Article
    Author Dello Schiavo L
    Journal Journal of Evolution Equations
    Pages 9
    Link Publication
  • 2024
    Title Intertwining Curvature Bounds for Graphs and Quantum Markov Semigroups
    DOI 10.48550/arxiv.2401.05179
    Type Journal Article
    Author Wirth Melchior
    Journal arXiv e-prints
  • 2024
    Title Christensen-Evans theorem and extensions of GNS-symmetric quantum Markov semigroups
    DOI 10.1016/j.jfa.2024.110475
    Type Journal Article
    Author Wirth M
    Journal Journal of Functional Analysis
  • 2024
    Title Quantum Talagrand, KKL and Friedgut’s Theorems and the Learnability of Quantum Boolean Functions
    DOI 10.1007/s00220-024-04981-0
    Type Journal Article
    Author Rouzé C
    Journal Communications in Mathematical Physics
    Pages 95
    Link Publication
  • 2022
    Title Curvature-Dimension Conditions for Symmetric Quantum Markov Semigroups
    DOI 10.1007/s00023-022-01220-x
    Type Journal Article
    Author Wirth M
    Journal Annales Henri Poincaré
    Pages 717-750
    Link Publication

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