Abstract
For many interesting physical problems, we need to describe the “long-term” behavior of systems governed by macroscopic laws and microscopic randomness. A random event has an outcome that is uncertain and unpredictable. Sometimes small changes in initial conditions can result in a substantially different outcome – this is the essence of chaos. Quantities that change randomly in time and space are called stochastic processes. Physical systems that are subject to stochastic driving will have a random component and the variables that describe the system are also stochastic processes. Examples of physical problems include the behavior of gases in the presence of microscopic collisions of the constituent particles, the collective propagation of energetic charged particles in a magnetically turbulent medium, the collective behavior of dust particles in an accretion disk subject to coagulation and destruction, the evolution of a gas of charged protons and electrons (a plasma), etc.
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Notes
- 1.
Although it appears that this statement is self-evident, it is essentially a postulate. A basic postulate of both equilibrium and non-equilibrium statistical mechanics is that all macroscopic properties of a given system can be described in terms of the microscopic state of that system.
References
W. Feller, An Introduction to Probability Theory and its Applications, vol. 1, 3rd edn. (John Wiley, New York, 1968)
R.V. Hogg, A.T. Craig, Introduction to Mathematical Statistics, 4th edn. (McMillan, New York, 1978)
I.N. Gibra, Probability and Statistical Inference for Scientists and Engineers. (Prentice Hall, Englewood Cliffs, 1973)
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Zank, G.P. (2014). Statistical Background. In: Transport Processes in Space Physics and Astrophysics. Lecture Notes in Physics, vol 877. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-8480-6_2
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DOI: https://doi.org/10.1007/978-1-4614-8480-6_2
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