Math 2.0

Numerical analysis Definition

Root-finding algorithm

Builds on Continuous functionReal sequenceLimit of a sequenceRate of convergence

Definition

Let D⊆ℝnD \subseteq \R^n and let f ⁣:D→ℝnf \colon D \to \R^n be a continuous function; the case n=1n = 1 is the most common, and ℂ\C may replace ℝ\R. A zero (or root) of ff is a point r∈Dr \in D with f(r)=0f(r) = 0. A root-finding algorithm is a procedure that takes ff and starting data. It produces a sequence (xk)(x_k) in DD, or a sequence of nested sets containing a zero. It uses ff only through values of ff and possibly of its derivatives. It is designed so that (xk)(x_k) has a zero of ff as its limit, or so that the sets shrink to a zero.

Remarks

Example: the iteration xk+1=xk−(xk2−2)/(2xk)x_{k+1} = x_k - (x_k^2 - 2)/(2x_k) from x0=1x_0 = 1 gives 1,1.5,1.41667,1.414216,…1, 1.5, 1.41667, 1.414216, \ldots, which tends to the zero 2\sqrt{2} of f(x)=x2−2f(x) = x^2 - 2. Non-example: the iteration xk+1=2/xkx_{k+1} = 2/x_k from x0=1x_0 = 1 oscillates between 11 and 22, so it does not tend to a zero of x2−2x^2 - 2, although 2\sqrt{2} is its fixed point. An algorithm is globally convergent on a class of functions if it converges from every admissible start, and locally convergent if it converges from starts close enough to a zero. Its speed is measured by its order of convergence, see rate of convergence.

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  1. Continuous function concept
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Further reading

  1. Web https://en.wikipedia.org/wiki/Root-finding_algorithm
About this page
Tag8JYC7S28JX
URIm2://8JYC7S28JX
Kinddefinition
WritingW0 stub
MSC65H05, 65H04
DefinesRoot-finding algorithm
UsesContinuous function, Real sequence, Limit of a sequence, Rate of convergence

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