Fractales bartolo luque - curso de introduccion sistemas complejos
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Transcript of Fractales bartolo luque - curso de introduccion sistemas complejos
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Fractales
Bartolo Luque
GaborCsordas y Gabor Papp
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3
El efecto Droste
Tal vez la forma más elemental y pri-mitiva de recursividad sea el efectoDroste: una imagen que contiene unaréplica en miniatura de sí misma.
El nombre proviene de una popularmarca de chocolates de los PaísesBajos que, a principios del siglo xx,empleó este efecto en una de susimágenes publicitarias. En ellaaparecía una enfermera que portaba,justamente, una caja de cacaoDroste decorada con una réplica enminiatura de la imagen original. Asípues, en la caja aparecía otra vez laenfermera, la cual llevaba otra caja, yasí sucesivamente.
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Diseño publicitario
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Visage of War, Salvador Dali (1940)
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Geometrical Self-Similarity
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Geometrical Self-SimilarityThe magnified piece of an object is an exact copy of the whole object.
SierpinskiTriangle.exe
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zoom in
and rescale
Geometrical Self-Similarity
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zoom in
and rescale
Geometrical Self-Similarity
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Cosas raras: el perímetroKoch snowflake
nnN 43)( ⋅=
nnL )3/1()( =
nnLnNnP )3/4(3)()()( ⋅==
3)0(1)0(==
==
nNnL
∞→n ∞
KochCurve.exe
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14
"I coined fractal from the Latin adjective fractus. The corresponding Latin verb frangere means "to break": to create irregular fragments. It is therefore sensible - and how appropriate for our needs! - that, in addition to "fragmented"(as in fraction or refraction), fractus should also mean "irregular", both meanings being preserved in fragment."
(The Fractal Geometry of Nature)
La palabra latina fractus significa quebrado. En palabrasde Benoit Mandelbrot:
Benoit Mandelbrot (1924-2010)
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The Cantor Set is the dust of points obtained as the limit of this succession of
segments
This is already the limit of
succession of iterations
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Más cosas raras: Curva de Peano
¿Tiene entonces la curva dimensión 1 o dimensión 2?¿Tiene sentido esta pregunta?
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Objects in mirror are closer than they appear.
Monsters inSci-Fi
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King Kong (1933) Them (1954) Godzilla (1954)Record: 120 m
Tarantula (1955)
The deadlymantis(1957)
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20
?
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Ley cuadrado cúbica
Cuando un objeto crece sin cambiar de forma, su superficie crece como el
cuadrado de alguna longitud característica
(por ejemplo, su altura) mientras que el volumen crece como el cubo de dicha
cantidad.
Galileo (1564-1642)
¿Qué se podemos deducir de la ley?
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3
2
~)(~)(rrVrrS
3
2
8~)2(4~)2(rrVrrS⋅⋅
⋅⋅
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19571958
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250 Hz150 Hz
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ρρ
µ SLSL
==
211 −∝∝ LSL
ν
µν
TL21
=
Allometry is the study of the relationship between size and shape.
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2−∝ Lν
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2−∝ Lν
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DimensionTopological Dimension
• Points (or disconnected collections of them) have topological dimension 0.
• Lines and curves have topological dimension 1.• 2-‐D things (think filled in square) have topological dimension 2.• 3-‐D things (a solid cube) have topological dimension 3.
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intuitive: length, area, volume
rescale bya factor b
length s
Fractal vs. integer dimension
b ·s
b2·Aarea A
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intuitive: length, area, volume
rescale bya factor b
length s
b2·Aarea A
Fractal vs. integer dimension
b1·s
D
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Dimensions of objects• Consider objects in 1, 2 and 3 dimensions:
D = 1 D = 2 D = 3
• Reduce length of ruler by factor, r
r = 1/2
N = 2N = 4
N = 8
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• Quantity increases by N = (1/r)D
r = 1/2
r =1/3
N = 2
N = 3
N = 4
N = 9
N = 8
N = 27
( )( )rND/1log
log=
( )( )
( )( )
13log3log
2log2log
===D ( )( )( )
23log9log
2log)4log(
===D( )
( )( )
33log27log
2log)8log(
===D
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1 1
r N
Sierpinsky revisited
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1 1
r N
1/2 3
Sierpinsky revisited
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1 1
r N
1/2 3
1/4 9
Sierpinsky revisited
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1 1
r N
1/2 3
1/4 9
1/8 27
k
0
1
2
3
r = 2-kN = 3k
Sierpinsky revisitedN = (1/r)D
( )( )rND/1log
log=
( )( )
( )( )2log3log
2log3log
== k
k
D
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Fractal vs. integer dimension
585.1)2log()3log( D ≈=
“more than a line – less than an area”
What’s special about fractals is that the “dimension” is not necessarily a whole number
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“Clouds are not spheres,mountains are not cones, coastlines are not circles, and bark is not smooth, nor does lightning travel in a straightline.”
Benoit B. Mandelbrot
Geometric scale invariance and fractal geometry
«Un fractal es un objeto matemático cuya dimensión de Hausdorff es siempre mayor a su dimensión topológica».
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Koch island:
scale byfactor b=3
length s
length 4 s
2619.1)3log()4log( D ≈=
Fractal vs. integer dimension
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N(ε) = 2k where k is the iteration And ε =(1/3)k
D=ln(2)/ln(3) = 0.6309…
N(ε) = 8k where k is the iteration And ε =(1/3)k
D=ln(8)/ln(3) = 1.8927…
The Cantor Set is the dust of points obtained as the limit of this succession
of segments
This is already the limit of succession of iterations
N = (1/r)D
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Self-similarity in nature
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Romanesco –a cross between broccoli
and cauliflower
Self-similarity in nature
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Self-similarity in nature
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Fractal concepts characterize those objects in which properly scaled portions are identical to the original object. Can be identical in deterministic or statistical sense.
Self-Similarity: Geometrical and Statistical
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La gran ola de Kanagawa
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Scale Laws... Power Laws
α−⋅= rBrQ )(
......... 2−∝ Lν
Q (r) Log Q (r)
r Log r
BrrQ loglog)(log +−= α
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How long is the coast of Britain?
Suppose the coast of Britain is measured using a 200 km ruler, specifying that both ends of the ruler must touch the coast. Now cut the ruler in half and repeat the measurement, then repeat again:
B. B. Mandelbrot, Science’1967
Scale-dependent length.
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Compass o ruler method:
How Long is the Coastline of Britain?
r = Length of Line Segments in KmQ(r) = N(r) r = Total Length in Km
r r
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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
Log 10(Total Length in Km)
CIRCLE
SOUTH AFRICAN COAST
4.0
3.5
3.0
1.0 1.5 2.0 2.5 3.0 3.5Log10 (Length of Line Segments in Km)
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Scaling
The value measured for a property, such as length, surface, or volume, depends on the resolution at which it is measured.
How depends is called the scaling relationship.
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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
Log 10(Total Length in Km)
CIRCLE
SOUTH AFRICAN COAST
4.0
3.5
3.0
1.0 1.5 2.0 2.5 3.0 3.5Log10 (Length of Line Segments in Km)
25.0)( −∝ rrL
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Statistical Self-SimilarityIn real world are usually not exact smaller copies of the whole object. The value of statistical property Q(r) measured at resolution r, is proportional to the value Q(ar) measured at resolution ar.
Q(ar) = kQ(r)pdf [Q(ar)] = pdf [kQ(r)]d
)()()(;)(
25.025.025.025.0
25.0
rLarAaraAraLrArL
⋅=⋅⋅=⋅⋅=⋅
⋅=−−−−
−
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Self-Similarity Implies a Scaling Relationship
Q (r) = B rb
Q (ar) = k Q(r) Q (r) = B rb
Self-Similarity can be satisfied by the power law scaling, the simplest and most common form of the scaling relationship:
Proof: using the scaling relationship to evaluate Q(r) and Q(ar)
Q (r) = B rb Q (ar) = B ab rb
if k = ab then Q (ar) = k Q (r)
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Power Lawmeasurement
r Log rLogarithm
of
the measuremnt
Resolution used to make the measurement
Logarithm of the resolution used to make the measurement
Such power law scaling relationships are characteristic of fractals. Power lawrelationships are found so often because so many things in nature are fractal.
Scale Laws and Power Laws
α−⋅= rBrQ )( BrrQ loglog)(log +−= α
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Mass�(Perimeter)3Double the size � Octuple MassDimension = 3
Solid Spheres"Euclidean Object"
33
234
34~
2
⎟⎠
⎞⎜⎝
⎛==
=
πππρ
π
PRVM
RP
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Crumbled Paper Balls"Non-Euclidean Objects"
M.A.F. Gomes, “Fractal geometry in crumpled paper balls”Am.J.Phys. 55, 649-650 (1987).
R.H.Ko and C.P.Bean, “A simple experiment that demonstrates fractal behavior”, Phys. Teach. 29, 78 (1991).
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Crumbled Paper Balls"Non-Euclidean Objects"
Mass�(Perimeter)Dimensionlog(Mass) �Dimension log(Perimeter)
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L.H.F. Silva and M.T. Yamashita, “The dimension of the pore space in sponges,” European Journal of Physics 30: 135-137, 2009 .
Por cierto, los geólogos suelen utilizar este tipo de idea para caracterizar la porosidad de rocas y su permeabilidad (Alexis Mojica, Leomar Acosta, “La porosidad de las rocas y su naturaleza fractal,” Invet. pens. crit. 4: 88-93, 2006 ).
Se recortan muchos cubitos de esponja de lado progresivamente mayor, por ejemplo, desde 1 cm de lado, 2 cm, 3 cm, hasta donde podamos. Pesamos las esponjas con una balanza, luego las sumergimos en agua y las volvemos a pesar. La diferencia de masa entre la esponja seca y la mojada. Dibujando esta diferencia en función del lado en escala doblemente logarítmica se observará que la dimensión fractal de la esponja es D = 2.95, menor que 3, resultado de la existencia de los poros.
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Object � SetProperty � Distribution
Mean size o characteristic size
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66
What is the normal length of a penis?
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While results vary across studies, the consensus is that the mean human penis is approximately 12.9 – 15 cm in length with a 95% confidence interval of (10.7 cm, 19.1 cm).
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Mean
Non - Fractal
More Data
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Fractal?
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Self-similarity in geology
From: D. Sornette, Critical Phenomena in Natural Sciences (2000)
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Self-similarity in geology
From: D. Sornette, Critical Phenomena in Natural Sciences (2000)
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Cloud perimeters over 5 decades yield D ≈ 1.35 (Lovejoy, 1982)
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Power laws, Pareto distributions and Zipf’s lawM. E. J. Newman
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WWW Nodes: WWW pages
Links: URL linksP(k) ~ k- 2.1Scale-Free Networks
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?
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The Average Depends on the Amount of Data Analyzed
each piece
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The Average Depends on the Amount of Data Analyzed
oraverage size
number of pieces included
average size
number of pieces included
Contributions to the mean dominated by the number of smallest sizes.
Contributions to the mean dominated by the number of biggest sizes.
0→µ ∞→µ
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Non-FractalLog avg
density within radius r
Log radius r
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Fractal
Log avgdensity within radius r
Log radius r
.5
-1.0
-2.0
-1.5
.5 1.0 1.5 2.0 2.5 3.0 3.5 4.0 4.5 5.0 5.5 6.00-2.5
0
Meakin 1986 In On Growth and Form: Fractal and Non-Fractal Patterns in Physics Ed. Stanley & Ostrowsky, Martinus Nijoff Pub., pp. 111-135
When the moments, such as the mean and variance, don’t exist, what should I measure? The exponent...
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Fractals in NatureElectrical Discharge from Tesla Coil
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Fractals in Nature
Lichtenberg Figure
Created by exposing plastic rod to electron beam & injecting chargeinto material. Discharged by touching earth connector to left hand end
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Viscous fingeringElectrodeposition
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Diffusion-limited aggregation (DLA)
T.A. Witten, L.M. Sander 1981
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Statistical scale invariance of DLA
P. Meakin, Fractals, scaling and growth far from equilibrium
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Mass-length relation M1�R1D M2�R2D
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Fractal
Log avgdensity within radius r
Log radius r
.5
-1.0
-2.0
-1.5
.5 1.0 1.5 2.0 2.5 3.0 3.5 4.0 4.5 5.0 5.5 6.00-2.5
0
Meakin 1986 In On Growth and Form: Fractal and Non-Fractal Patterns in Physics Ed. Stanley & Ostrowsky, Martinus Nijoff Pub., pp. 111-135
When the moments, such as the mean and variance, don’t exist, what should I measure? The exponent...
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Box-counting
∙ Cover the object by boxes of size ∊
< ∊ >
∙ count non-empty boxes
∙ repeat for many ∊
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Measuring fractal dimension
∙ cover the object by boxes of size ∊
<∊>
∙ count non-empty boxes
∙ repeat for many ∊
box-counting: resolution-dependent measurement
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Measuring fractal dimension
∙ cover the object by boxes of size ∊
∙ count non-empty boxes
∙ repeat for many ∊
box-counting: resolution-dependent measurement
∙ consider the number n of non-empty boxesas a function of ∊
(in the limit ∊→0)
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Fractals and Chaos.Larry S. Liebovitch.
Fractals, Chaos, Power Laws.Manfred Schroeder