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Dynamics, Information and Complexity in Quantum Systems: Theoretical and Mathematical Physics

Autor Fabio Benatti
en Limba Engleză Hardback – 23 aug 2023
This second edition of Dynamics, Information and Complexity in Quantum Systems widens its scope by focussing more on the dynamics of quantum correlations and information in microscopic and mesoscopic systems, and their use for metrological and machine learning purposes. The book is divided into three parts:
Part One: Classical Dynamical Systems
  • Addresses classical dynamical systems, classical dynamical entropy, and classical algorithmic complexity.
  • Includes a survey of the theory of simple perceptrons and their storage capacity.
Part Two: Quantum Dynamical Systems
  • Focuses on the dynamics of entanglement under dissipative dynamics and its metrological use in finite level quantum systems.
  • Discusses the quantum fluctuation approach to large-scale mesoscopic systems and their emergent dynamics in quantum   systems with infinitely many degrees of freedom.
  • Introduces a model ofquantum perceptron whose storage capacity is computed and compared with the classical one.
Part Three: Quantum Dynamical Entropies and Complexities
  • Devoted to quantum dynamical entropies and algorithmic complexities.
This book is meant for advanced students, young and senior researchers working in the fields of quantum statistical mechanics, quantum information, and quantum dynamical systems. It is self-contained, and the only prerequisites needed are a standard knowledge of statistical mechanics, quantum mechanics, and linear operators on Hilbert spaces.
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Specificații

ISBN-13: 9783031342479
ISBN-10: 303134247X
Ilustrații: XIV, 618 p. 21 illus.
Dimensiuni: 155 x 235 mm
Greutate: 1.1 kg
Ediția:2nd ed. 2023
Editura: Springer International Publishing
Colecția Springer
Seria Theoretical and Mathematical Physics

Locul publicării:Cham, Switzerland

Cuprins

Introduction.- Classical Dynamics and Ergodic Theory.- Dynamical Entropy and Information.- Algorithmic Complexity.- Machine Learning.- Quantum Mechanics of Finite Degrees of Freedom.- Quantum Information Theory.- Quantum Mechanics of Infinite Degrees of Freedom.- Quantum Dynamical Entropies.- Quantum Algorithmic Complexities.- Quantum Machine Learning.

Notă biografică

Fabio Benatti is an Associate Professor of the Department of Physics at the University of Trieste, Italy. He received the degree in Physics from the University of Trieste and the PhD in Mathematical Physics from SISSA – the International School for Advanced Studies in Trieste. He was post-doctoral fellow at the Institute for Theoretical Physics of the University of Vienna and at the Dublin Institute for Advanced Studies. His research interests include open quantum systems, quantum many-body physics, quantum information and quantum entropies. Also, Prof. Benatti is keen on exploring algorithmic complexity issues at the interface between classical and quantum behaviors.

Textul de pe ultima copertă

This second edition of Dynamics, Information and Complexity in Quantum Systems widens its scope by focussing more on the dynamics of quantum correlations and information in microscopic and mesoscopic systems, and their use for metrological and machine learning purposes. The book is divided into three parts:
Part One: Classical Dynamical Systems
  • Addresses classical dynamical systems, classical dynamical entropy, and classical algorithmic complexity.
  • Includes a survey of the theory of simple perceptrons and their storage capacity.
Part Two: Quantum Dynamical Systems
  • Focuses on the dynamics of entanglement under dissipative dynamics and its metrological use in finite level quantum systems.
  • Discusses the quantum fluctuation approach to large-scale mesoscopic systems and their emergent dynamics in quantum   systems with infinitely many degrees of freedom.
  • Introduces a model of quantum perceptron whose storage capacity is computed and compared with the classical one.
Part Three: Quantum Dynamical Entropies and Complexities
  • Devoted to quantum dynamical entropies and algorithmic complexities.
This book is meant for advanced students, young and senior researchers working in the fields of quantum statistical mechanics, quantum information, and quantum dynamical systems. It is self-contained, and the only prerequisites needed are a standard knowledge of statistical mechanics, quantum mechanics, and linear operators on Hilbert spaces.

Caracteristici

Includes new chapters on classical and quantum perceptrons and on quantum fluctuations Offers a self-contained overview of the dynamics of information in dissipative quantum systems Addresses complexity issues in classical and quantum dynamical systems and information theory

Recenzii

From the reviews:“This book fits very well with the recent trends in theoretical and mathematical physics exploiting the interrelations between quantum theory, statistical mechanics and information theory. … The book is clearly written and contains a reasonable amount of elementary background material illustrated by numerous examples, and therefore can serve very well students at the graduate level and researchers entering the field of quantum dynamics and quantum information.” (Robert Alicki, Mathematical Reviews, Issue 2010 c)