Statistical Physics: An Advanced Approach with Applications
Saved in:
| Format: | Electronic eBook |
|---|---|
| Language: | English |
| Published: |
Berlin, Heidelberg
Springer Berlin Heidelberg
2012
|
| Edition: | 3rd ed. 2012 |
| Series: | Graduate Texts in Physics
|
| Subjects: | |
| Online Access: | TUM01 UBT01 Volltext |
| Item Description: | Statistical Physics is more than Statistical Mechanics -- Part I: Modeling of Statistical Systems -- Random Variables: Fundamentals of Probability Theory and Statistics -- Random Variables in State Space: Classical Statistical Mechanics of Fluids -- Random Fields: Textures and Classical Statistical Mechanics of Spin Systems -- Time-Dependent Random Variables: Classical Stochastic Processes -- Quantum Random Systems -- Changes of External Conditions -- Part II: Analysis of Statistical Systems -- Estimation of Parameters -- Signal Analysis: Estimation of Spectra -- Estimators Based on a Probability Distribution for the Parameters -- Identification of Stochastic Models from Observations -- Estimating the Parameters of a Hidden Stochastic Model -- Statistical Tests and Classification Methods -- Appendix: Random Number Generation for Simulating Realizations of Random Variables -- Problems -- Hints and Solutions. The application of statistical methods to physics is essential. This unique book on statistical physics offers an advanced approach with numerous applications to the modern problems students are confronted with. Therefore the text contains more concepts and methods in statistics than the student would need for statistical mechanics alone. Methods from mathematical statistics and stochastics for the analysis of data are discussed as well. The book is divided into two parts, focusing first on the modeling of statistical systems and then on the analysis of these systems. Problems with hints for solution help the students to deepen their knowledge. The third edition has been updated and enlarged with new sections deepening the knowledge about data analysis. Moreover, a customized set of problems with solutions is accessible on the Web at extras.springer.com. |
| Physical Description: | 1 Online-Ressource |
| ISBN: | 9783642286841 |
| DOI: | 10.1007/978-3-642-28684-1 |
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| discipline | Physik |
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| edition | 3rd ed. 2012 |
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| id | DE-604.BV040751305 |
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| indexdate | 2024-07-10T00:33:09Z |
| institution | BVB |
| isbn | 9783642286841 |
| language | English |
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| publisher | Springer Berlin Heidelberg |
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| series2 | Graduate Texts in Physics |
| spelling | Statistical Physics An Advanced Approach with Applications by Josef Honerkamp 3rd ed. 2012 Berlin, Heidelberg Springer Berlin Heidelberg 2012 1 Online-Ressource txt rdacontent c rdamedia cr rdacarrier Graduate Texts in Physics Statistical Physics is more than Statistical Mechanics -- Part I: Modeling of Statistical Systems -- Random Variables: Fundamentals of Probability Theory and Statistics -- Random Variables in State Space: Classical Statistical Mechanics of Fluids -- Random Fields: Textures and Classical Statistical Mechanics of Spin Systems -- Time-Dependent Random Variables: Classical Stochastic Processes -- Quantum Random Systems -- Changes of External Conditions -- Part II: Analysis of Statistical Systems -- Estimation of Parameters -- Signal Analysis: Estimation of Spectra -- Estimators Based on a Probability Distribution for the Parameters -- Identification of Stochastic Models from Observations -- Estimating the Parameters of a Hidden Stochastic Model -- Statistical Tests and Classification Methods -- Appendix: Random Number Generation for Simulating Realizations of Random Variables -- Problems -- Hints and Solutions. The application of statistical methods to physics is essential. This unique book on statistical physics offers an advanced approach with numerous applications to the modern problems students are confronted with. Therefore the text contains more concepts and methods in statistics than the student would need for statistical mechanics alone. Methods from mathematical statistics and stochastics for the analysis of data are discussed as well. The book is divided into two parts, focusing first on the modeling of statistical systems and then on the analysis of these systems. Problems with hints for solution help the students to deepen their knowledge. The third edition has been updated and enlarged with new sections deepening the knowledge about data analysis. Moreover, a customized set of problems with solutions is accessible on the Web at extras.springer.com. Mathematische Physik Physics Mathematical physics Statistical Physics, Dynamical Systems and Complexity Mathematical Methods in Physics Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Statistische Physik (DE-588)4057000-9 gnd rswk-swf Statistische Physik (DE-588)4057000-9 s 1\p DE-604 Honerkamp, Josef Sonstige oth https://doi.org/10.1007/978-3-642-28684-1 Verlag Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Statistical Physics An Advanced Approach with Applications Mathematische Physik Physics Mathematical physics Statistical Physics, Dynamical Systems and Complexity Mathematical Methods in Physics Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Statistische Physik (DE-588)4057000-9 gnd |
| subject_GND | (DE-588)4057000-9 |
| title | Statistical Physics An Advanced Approach with Applications |
| title_auth | Statistical Physics An Advanced Approach with Applications |
| title_exact_search | Statistical Physics An Advanced Approach with Applications |
| title_full | Statistical Physics An Advanced Approach with Applications by Josef Honerkamp |
| title_fullStr | Statistical Physics An Advanced Approach with Applications by Josef Honerkamp |
| title_full_unstemmed | Statistical Physics An Advanced Approach with Applications by Josef Honerkamp |
| title_short | Statistical Physics |
| title_sort | statistical physics an advanced approach with applications |
| title_sub | An Advanced Approach with Applications |
| topic | Mathematische Physik Physics Mathematical physics Statistical Physics, Dynamical Systems and Complexity Mathematical Methods in Physics Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Statistische Physik (DE-588)4057000-9 gnd |
| topic_facet | Mathematische Physik Physics Mathematical physics Statistical Physics, Dynamical Systems and Complexity Mathematical Methods in Physics Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences Statistische Physik |
| url | https://doi.org/10.1007/978-3-642-28684-1 |
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