Statistical Mechanics Entropy, Order Parameters, and Complexity

By: Sethna, James PLanguage: English Series: Oxford master series in physicsPublication details: United Kingdom Oxford University Press 2021Edition: 2nd editionDescription: XXVI,464 pISBN: 9780198865247 (HB)Subject(s): Statistical mechanics | Physics
Contents:
What is statistical mechanics? Random walks and emergent properties Temperature and equilibrium Phase-space dynamics and ergodicity Entropy Free energies Quantum statistical mechanics Calculation and computation Order parameters, broken symmetry, and topology Correlations, response, and dissipation Abrupt phase transitions Continuous phase transitions
Summary: Statistical mechanics is our tool for deriving the laws that emerge from complex systems. Sethna's text distills the subject to be accessible to those in all realms of science and engineering -- avoiding extensive use of quantum mechanics, thermodynamics, and molecular physics. Statistical mechanics explains how bacteria search for food, and how DNA replication is proof-read in biology; optimizes data compression, and explains transitions in complexity in computer science; explains the onset of chaos, and launched random matrix theory in mathematics; addresses extreme events in engineering; and models pandemics and language usage in the social sciences. Sethna's exercises introduce physicists to these triumphs and a hundred others -- broadening the horizons of scholars both practicing and nascent. Flipped classrooms and remote learning can now rely on 33 pre-class exercises that test reading comprehension (Emergent vs. fundamental; Weirdness in high dimensions; Aging, entropy and DNA), and 70 in-class activities that illuminate and broaden knowledge (Card shuffling; Human correlations; Crackling noises). Science is awash in information, providing ready access to definitions, explanations, and pedagogy. Sethna's text focuses on the tools we use to create new laws, and on the fascinating simple behavior in complex systems that statistical mechanics explains"-- Provided by publishe
Item type: BOOKS List(s) this item appears in: New Arrivals (30 May 2023)
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What is statistical mechanics?
Random walks and emergent properties
Temperature and equilibrium
Phase-space dynamics and ergodicity
Entropy
Free energies
Quantum statistical mechanics
Calculation and computation
Order parameters, broken symmetry, and topology
Correlations, response, and dissipation
Abrupt phase transitions
Continuous phase transitions

Statistical mechanics is our tool for deriving the laws that emerge from complex systems. Sethna's text distills the subject to be accessible to those in all realms of science and engineering -- avoiding extensive use of quantum mechanics, thermodynamics, and molecular physics. Statistical mechanics explains how bacteria search for food, and how DNA replication is proof-read in biology; optimizes data compression, and explains transitions in complexity in computer science; explains the onset of chaos, and launched random matrix theory in mathematics; addresses extreme events in engineering; and models pandemics and language usage in the social sciences. Sethna's exercises introduce physicists to these triumphs and a hundred others -- broadening the horizons of scholars both practicing and nascent. Flipped classrooms and remote learning can now rely on 33 pre-class exercises that test reading comprehension (Emergent vs. fundamental; Weirdness in high dimensions; Aging, entropy and DNA), and 70 in-class activities that illuminate and broaden knowledge (Card shuffling; Human correlations; Crackling noises). Science is awash in information, providing ready access to definitions, explanations, and pedagogy. Sethna's text focuses on the tools we use to create new laws, and on the fascinating simple behavior in complex systems that statistical mechanics explains"-- Provided by publishe

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