E-Book, Englisch, 411 Seiten, eBook
Honerkamp Statistical Physics
1998
ISBN: 978-3-662-03709-6
Verlag: Springer
Format: PDF
Kopierschutz: 1 - PDF Watermark
An Advanced Approach with Applications
E-Book, Englisch, 411 Seiten, eBook
ISBN: 978-3-662-03709-6
Verlag: Springer
Format: PDF
Kopierschutz: 1 - PDF Watermark
Statistical Physics offers an advanced treatment with numerous applications to modern problems of relevance to researchers and students. Supplementing the concepts and methods employed in statistical mechanics, the book also covers the fundamentals of probability and statistics, mathematical statistics, and stochastic methods for the analysis of data. It is divided into two parts, the first focusing on the modeling of statistical systems, the second on the analysis of these systems.
Zielgruppe
Graduate
Weitere Infos & Material
1. Statistical Physics Is More than Statistical Mechanics.- I. Modeling of Statistical Systems.- 2. Random Variables: Fundamentals of Probability Theory and Statistics.- 3. Random Variables in State Space: Classical Statistical Mechanics of Fluids.- 4. Random Fields: Textures and Classical Statistical Mechanics of Spin Systems.- 5. Time-Dependent Random Variables: Classical Stochastic Processes.- 6. Quantum Random Systems.- 7. Changes of External Conditions.- II. Analysis of Statistical Systems.- 8. Estimation of Parameters.- 9. Signal Analysis: Estimation of Spectra.- 10. Inverse Problems: Estimation of Distributions.- Appendix: Random Number Generation for Simulating Realizations of Random Variables.- Problems.- Hints and Solutions.- References.
