Book contents
- Frontmatter
- Contents
- Preface
- List of contributors
- 1 Self-organisations and emergence
- 2 Complexity and chaos in dynamical systems
- 3 Interacting stochastic particle systems
- 4 Statistical mechanics of complex systems
- 5 Numerical simulation fo continuous systems
- 6 Stochastic methods in economics and finance
- 7 Space-time phases
- 8 Selfish routing
- Index
- References
4 - Statistical mechanics of complex systems
Published online by Cambridge University Press: 05 June 2014
- Frontmatter
- Contents
- Preface
- List of contributors
- 1 Self-organisations and emergence
- 2 Complexity and chaos in dynamical systems
- 3 Interacting stochastic particle systems
- 4 Statistical mechanics of complex systems
- 5 Numerical simulation fo continuous systems
- 6 Stochastic methods in economics and finance
- 7 Space-time phases
- 8 Selfish routing
- Index
- References
Summary
Abstract
In this chapter we introduce statistical mechanics in a very general form, and explore how the tools of statistical mechanics can be used to describe complex systems.
To illustrate what statistical mechanics is, let us consider a physical system made of a number of interacting particles. When it is just a single particle in a given potential, it is an easy problem: one can write down the solution (even if one could not calculate everything in closed form). Having two particles is equally easy, as this so-called “two-body problem” can be reduced to two modified one-body problems (one for the centre of mass, other for the relative position). However, a dramatic change occurs when the number of particles is increased to three. The study of the three-body problem started with Newton, Lagrange, Laplace and many others, but the general form of the solution is still unknown. Even relatively recently, in 1993 a new type of periodic solution has been found, where three equal mass particles interacting gravitationally chase each other in a figure-of-eight shaped orbit. This and other systems where the degrees of freedom is low belongs to the subject of dynamical systems, and is discussed in detail in Chapter 2 of this volume. When the number of interacting particles increases to very large numbers, like 1023, which is typical for the number of atoms in a macroscopic object, surprisingly it gets simpler again, as long as we are interested only in aggregate quantities. This is the subject of statistical mechanics.
- Type
- Chapter
- Information
- Complexity ScienceThe Warwick Master's Course, pp. 210 - 245Publisher: Cambridge University PressPrint publication year: 2013