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Logistic map
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=== Period-doubling route to chaos === In the logistic map, we have a function <math>f_r (x) = rx(1-x)</math>, and we want to study what happens when we iterate the map many times. The map might fall into a fixed point, a fixed cycle, or chaos. When the map falls into a stable fixed cycle of length <math>n</math>, we would find that the graph of <math>f_r^n</math> and the graph of <math>x\mapsto x</math> intersects at <math>n</math> points, and the slope of the graph of <math>f_r^n</math> is bounded in <math>(-1, +1)</math> at those intersections. For example, when <math>r=3.0</math>, we have a single intersection, with slope bounded in <math>(-1, +1)</math>, indicating that it is a stable single fixed point. As <math>r</math> increases to beyond <math>r=3.0</math>, the intersection point splits to two, which is a period doubling. For example, when <math>r=3.4</math>, there are three intersection points, with the middle one unstable, and the two others stable. As <math>r</math> approaches <math>r = 3.45</math>, another period-doubling occurs in the same way. The period-doublings occur more and more frequently, until at a certain <math>r\approx 3.56994567</math>, the period doublings become infinite, and the map becomes chaotic. This is the [[Period-doubling bifurcation|period-doubling route to chaos]]. <div class=skin-invert-image>{{multiple image | align = center | direction = horizontal | total_width = 620 | image1 = ロジスティック写像2回反復グラフの周期倍化分岐の様(a = 2.7).png | caption1 = Relationship between <math>x_{n+2}</math> and <math>x_{n}</math> when <math>a=2.7</math>. Before the period doubling bifurcation occurs. The orbit converges to the fixed point <math>x_{f2}</math>. | image2 = ロジスティック写像2回反復グラフの周期倍化分岐の様(a = 3).png | caption2 = Relationship between <math>x_{n+2}</math> and <math>x_{n}</math> when <math>a=3</math>. The tangent slope at the fixed point <math>x_{f2}</math>. is exactly 1, and a period doubling bifurcation occurs. | image3 = ロジスティック写像2回反復グラフの周期倍化分岐の様(a = 3.3).png | caption3 = Relationship between <math>x_{n+2}</math> and <math>x_{n}</math> when <math>a=3.3</math>. The fixed point <math>x_{f2}</math> becomes unstable, splitting into a periodic-2 stable cycle. }}</div> <div class=skin-invert-image>{{multiple image | align = center | direction = horizontal | total_width = 620 | image1 = Logistic map iterates, r=3.0.svg | caption1 = When <math>r=3.0</math>, we have a single intersection, with slope exactly <math>+1</math>, indicating that it is about to undergo a period-doubling. | image2 = Logistic iterates 3.4.svg | caption2 = When <math>r=3.4</math>, there are three intersection points, with the middle one unstable, and the two others stable. | image3 = Logistic iterates r=3.45.svg | caption3 = When <math>r=3.45</math>, there are three intersection points, with the middle one unstable, and the two others having slope exactly <math>+1</math>, indicating that it is about to undergo another period-doubling. | image4 = Logistic iterates with r=3.56994567.svg | caption4 = When <math>r\approx 3.56994567</math>, there are infinitely many intersections, and we have arrived at [[Period-doubling bifurcation|chaos via the period-doubling route]]. | perrow = 2/2 }}</div>
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