the period-doubling cascade
Imagine a system that beats out a steady rhythm, repeating every one tick. Turn a knob a little and it now takes two ticks to repeat — the rhythm has doubled in length, like a tune that only comes round every other bar. Turn the knob a bit more and the period doubles again to four ticks, then eight, then sixteen, the doublings arriving in ever-quicker succession until the repeat-length becomes infinite and the rhythm dissolves into never-repeating chaos. This staircase of successive period-doublings is the period-doubling cascade, one of the principal routes by which order gives way to chaos.
Concretely, in a system like the logistic map x_(n+1) = r x_n (1 - x_n), the long-term cycle's period doubles at a sequence of parameter values r_1 < r_2 < r_3 < ... A stable fixed point (period 1) loses stability at r_1 and is replaced by a stable period-2 cycle; that loses stability at r_2 and becomes period 4; then period 8 at r_3, and so on. The remarkable structure is in the spacing: the gaps between successive doublings shrink geometrically, each gap about 4.669 times smaller than the last. That constant is Feigenbaum's number delta. Because the gaps shrink by a fixed ratio, the infinite sequence of doublings is squeezed into a finite parameter window, accumulating at a limit r_infinity beyond which chaos begins.
The cascade is the clearest, most universal road to chaos, and its punchline is Feigenbaum's discovery of universality: the ratio 4.669... is the same not just for the logistic map but for any smooth map with a single quadratic hump, and it has been measured in real fluid-convection and electronic experiments. So the cascade is not a quirk of one equation — it is a shared mechanism with quantitative laws that hold across physics, chemistry, and biology. Seeing the period double once is a warning; seeing it double again and again is watching a system march, in a predictable rhythm, toward unpredictability.
In the logistic map, period 1 holds for r below 3; the first doubling to period 2 is at r = 3; period 4 begins near 3.449; period 8 near 3.544; period 16 near 3.564. The windows shrink by roughly 4.669 each time and pile up at r_infinity = 3.5699..., where chaos sets in.
Successive doublings come faster by the universal factor 4.669, accumulating at the onset of chaos.
Period-doubling is one route to chaos, not the only one — others (intermittency, quasiperiodic breakdown, crises) also occur. And even past the accumulation point, the chaos is interrupted by narrow 'windows' of restored periodicity (a famous period-3 window), so 'beyond r_infinity it is pure chaos' is an oversimplification.