Maximum entropy thermodynamics

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Related lectures (30)

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Generative Models: Boltzmann Machine

Covers generative models, focusing on Boltzmann machines and constrained maximization using Lagrange multipliers.

Statistical Thermodynamics: Maxwell-Boltzmann Distribution

Covers the Maxwell-Boltzmann distribution and entropy in composite systems.

Continuity Equations: Internal Entropy Production

Explores continuity equations and internal entropy production in various coordinate systems, emphasizing scalar functions and vector quantities.

Classical Thermodynamics: Fundamentals and Equilibrium Conditions

Covers the fundamentals of classical thermodynamics, including heat capacity definitions, equilibrium conditions, and phase transitions.

Statistical Thermodynamics: Canonical Partition Function

Explains the canonical partition function in statistical thermodynamics and its role in determining energy distribution.

Nanoscale Heat Transfer: Fundamentals and Applications

Covers the fundamentals of nanoscale heat transfer and energy conversion, exploring conduction, convection, and radiation.

Chemical Kinetics: Basic Concepts

Covers the basic concepts of chemical kinetics and related theories.

Onsager Relations

Explores the Onsager relations, internal entropy production, and coupling in chemical reactions and vector quantities.

Molecular dynamics under constraints

Explores molecular dynamics simulations under holonomic constraints, focusing on numerical integration and algorithm formulation.

Statistical Thermodynamics: Partition Function and Stirling Approximation

Explores the partition function and Stirling approximation in statistical thermodynamics, emphasizing the importance of recognizing higher order terms.