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Complexity and Criticality

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ISBN-10: 1860945171

ISBN-13: 9781860945175

Edition: 2005

Authors: Kim Christensen, Nicholas R. Moloney

List price: $46.00
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This book provides a challenging and stimulating introduction to the contemporary topics of complexity and criticality, and explores their common basis of scale invariance, a central unifying theme of the book. Criticality refers to the behaviour of extended systems at a phase transition where scale invariance prevails. The many constituent microscopic parts bringing about macroscopic phenomena that cannot be understood by considering a single part alone. The phenomenology of phase transitions is introduced by considering percolation, a simple model with a purely geometrical phase transition, thus enabling the reader to become intuitively familiar with concepts such as scale invariance and…    
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Book details

List price: $46.00
Copyright year: 2005
Publisher: Imperial College Press
Binding: Paperback
Pages: 392
Size: 6.12" wide x 8.90" long x 0.69" tall
Weight: 1.474
Language: English

Preface
Percolation
Introduction
Definition of site percolation
Quantities of interest
Percolation in d = 1
Cluster number density
Average cluster size
Transition to percolation
Correlation function
Critical occupation probability
Percolation on the Bethe Lattice
Definition of the Bethe lattice
Critical occupation probability
Average cluster size
Transition to percolation
Cluster number density
Correlation function
Percolation in d = 2
Transition to percolation
Average cluster size
Cluster number density - exact
Cluster number density - numerical
Cluster Number Density - Scaling Ansatz
Scaling function and data collapse
Scaling function and data collapse in d = 1
Scaling function and data collapse on the Bethe lattice
Scaling function and data collapse in d = 2
Scaling Relations
Geometric Properties of Clusters
Self-similarity and fractal dimension
Mass of a large but finite cluster at p = p[subscript c]
Correlation length
Mass of the percolating cluster for p > p[subscript c]
Finite-Size Scaling
Order parameter
Average cluster size and higher moments
Cluster number density
Non-Universal Critical Occupation Probabilities
Universal Critical Exponents
Real-Space Renormalisation
Self-similarity and the correlation length
Self-similarity and fixed points
Coarse graining and rescaling
Real-space renormalisation group procedure
Renormalisation in d = 1
Renormalisation in d = 2 on a triangular lattice
Renormalisation in d = 2 on a square lattice
Approximation via the truncation of parameter space
Summary
Exercises
Ising Model
Introduction
Definition of the Ising model
Review of equilibrium statistical mechanics
Thermodynamic limit
System of Non-Interacting Spins
Partition function and free energy
Magnetisation and susceptibility
Energy and specific heat
Quantities of Interest
Magnetisation
Response functions
Correlation length and spin-spin correlation function
Critical temperature and external field
Symmetry breaking
Ising Model in d = 1
Partition function
Free energy
Magnetisation and susceptibility
Energy and specific heat
Correlation function
Critical temperature
Mean-Field Theory of the Ising Model
Partition function and free energy
Magnetisation and susceptibility
Energy and specific heat
Landau Theory of the Ising Model
Free energy
Magnetisation and susceptibility
Specific heat
Landau Theory of Continuous Phase Transitions
Ising Model in d = 2
Partition function
Magnetisation and susceptibility
Energy and specific heat
Critical temperature
Widom Scaling Ansatz
Scaling ansatz for the free energy
Scaling ansatz for the specific heat
Scaling ansatz for the magnetisation
Scaling ansatz for the susceptibility
Scaling ansatz for the spin-spin correlation function
Scaling Relations
Widom Scaling Form and Critical Exponents in d = 1
Non-Universal Critical Temperatures
Universal Critical Exponents
Ginzburg Criterion
Real-Space Renormalisation
Kadanoff's block spin transformation
Kadanoff's block spin and the free energy
Kadanoff's block spin and the correlation function
Renormalisation in d = 1
Renormalisation in d = 2 on a square lattice
Wilson's Renormalisation Group Theory
Coupling space and renormalisation group flow
Self-similarity and fixed points
Basin of attraction of fixed points
RG flow in coupling and configurational space
Universality and RG flow near fixed point
Widom scaling form
Summary
Exercises
Self-Organised Criticality
Introduction
Sandpile metaphor
BTW Model in d = 1
Algorithm of the BTW model in d = 1
Transient and recurrent configurations
Avalanche time series
Avalanche-size probability
Mean-Field Theory of the BTW Model
Random neighbour BTW model
Algorithm of the random neighbour BTW model
Steady state and the average avalanche size
Branching Process
Branching ratio
Avalanche-size probability - exact
Avalanche-size probability - scaling form
Avalanche-Size Probability - Scaling Ansatz
Scaling Relations
Moment Analysis of Avalanche-Size Probability
BTW Model in d = 2
Algorithm of the BTW model in d = 2
Steady state and the average avalanche size
Avalanche time series
Avalanche-size probability
Ricepile Experiment and the Oslo Model
Ricepile experiment
Ricepile avalanche time series
Ricepile avalanche-size probability density
Ricepile modelling
Algorithm of the Oslo model
Transient and recurrent configurations
Avalanche time series
Avalanche-size probability
Earthquakes and the OFC Model
Earthquake mechanism
Earthquake time series
Earthquake-size frequency
Earthquake modelling
Algorithm of the OFC model
Steady state and the average avalanche size
Avalanche time series
Avalanche-size probability
Rainfall
Rainfall mechanism
Rainfall time series
Rainfall-size number density
Summary
Exercises
Taylor Expansion
Hyperbolic Functions
Homogeneous and Scaling Functions
Fractals
Data Binning
Boltzmann Distribution
Free Energy
Metropolis Algorithm
Bibliography
List of Symbols