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This article discusses the concepts of self-similarity, power law scaling, and scaling relationships in fractals. It explores how these ideas can be applied to various fields, including mathematics, geography, biology, and physics.
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More about FRACTALS AND SCALING Larry Liebovitch, Ph.D. Florida Atlantic University 2004
Scaling Self-Similarity Q (ar) = k Q(r) Q (r) = B rb Self-Similarity can be satisfied by the power law scaling: Q (r) = B rb Proof: using the scaling relationship to evaluate Q(a) and Q(ar), Q (r) = B rb Q (ar) = B ab rb if k = ab then Q (ar) = k Q (r)
log ar log a log ar + log r log a Self-Similarity Scaling Q (r) = B rb f(Log[r]/Log[a]) Q (ar) = k Q(r) Self-Similarity can be satisfied by the more complex scaling: log r log a Q (r) = B rbf ( ) where f(1+x) = f(x) Proof: using the scaling relationship to evaluate Q(a) and Q(ar), log r log a Q (r) = B rbf ( ) Q (ar) = B ab rbf ( ) = Babrbf ( ) log ar log a log r log a = B ab rbf ( ) = Babrbf ( ) 1+ if k = ab then Q (ar) = k Q (r)
Scaling Relationships most common form: Power Law Q (r) = B rb Q (r) Log Q (r) Logarithm of the measuremnt measurement Log r r resolution used to make the measurement Logarithm of the resolution used to make the measurement
log r log a Scaling Relationships less common, more general form: Q (r) = B rb f ( ) Log Q (r) Q (r) Logarithm of the measuremnt measurement r Log r resolution used to make the measurement Logarithm of the resolution used to make the measurement
How Long is the Coastline of Britain? Richardson 1961 The problem of contiguity: An Appendix to Statistics of Deadly Quarrels General Systems Yearbook 6:139-187 AUSTRIALIAN COAST 4.0 CIRCLE SOUTH AFRICAN COAST 3.5 GERMAN LAND-FRONTIER, 1900 Log10 (Total Length in Km) WEST COAST OF BRITIAN 3.0 LAND-FRONTIER OF PORTUGAL 3.5 1.0 2.0 3.0 1.5 2.5 LOG10 (Length of Line Segments in Km)
Scaling of Membrane Area Paumgartner, Losa, and Weibel 1981 J. Microscopy 121:51 - 63
imi inner mitochondrial membrane omi outer mitochondrial membrane er endoplasmic reticulum 30 [1 - D] [1 - D] -0.54 10 imi -0.09 omi BOUNDARY LENGTH DENSITY IN M-1 -0.72 er 1 x10-6 40 60 4 6 20 8 10 RESOLUTION SCALE M-1
Scaling of Ion Channel Kinetics Liebovitch et al. 1987 Math. Biosci. 84:37-68 70 pS Channel, on cell, Corneal Endothelium 1000 100 keffin Hz effective kinetic rate constant 10 1 1 1000 10 100 teffin msec effective time scale
Two Interpretations of the Fractal Scalings Structural The scaling relationship reflects the distribution of the activation energy barriers between the open and closed sets of conformational substates. closed open Energy
Two Interpretations of the Fractal Scalings Dynamical The scaling relationship reflects the time dependence of the activation energy barrier between the open and closed states. t3 t2 t1 closed time Energy open
Biological Examples of Scaling Relationships spatial • area of endoplasmic reticulum • membrane • area of inner mitochondrial membrane • area of outer mitochondrial membrane • diameter of airways in the lung • size of spaces between endothelial • cells in the lung • surface area of proteins
Biological Examples of Scaling Relationships temporal • kinetics of ion channels • reaction rates of chemical • reactions limited by diffusion • washout kinetics of substances • in the blood
Scaling Resolution 1 cm Perimeter = 8 cm Perimeter = 12 cm Resolution 0.5 cm
Scaling scaling relationship: much more interesting one measurement: not so interesting one value slope Logarithm of the measuremnt Logarithm of the measuremnt Logarithm of the resolution used to make the measurement Logarithm of the resolution used to make the measurement