Numerical integration

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Numerical Integration

Transcript of Numerical integration

Page 1: Numerical integration

Numerical Integration

Page 2: Numerical integration

Integration is an important in Physics.

Used to determine the rate of growth in bacteria or to find the

distance given the velocity (s = ∫vdt) as well as many other

uses.

The most familiar practical (probably the 1st

usage) use of

integration is to calculate the area.

Integration

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Integration

Generally we use formulae to determine the integral of a function:

F(x) can be found if its antiderivative, f(x) is known.

aFbFdxxfb

a

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Integration

when the antiderivative is unknown we are required to determine f(x) numerically.

To determine the definite integral we find the area between the curve and the x-axis.

This is the principle of numerical integration.

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Integration

Figure shows the area under a curve using the midpoints

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Integration

There are various integration methods: Trapezoid, Simpson’s, etc.

We’ll be looking in detail at the Trapezoid and variants of the Simpson’s method.

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Trapezoidal Rule

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Trapezoidal Rule

is an improvement on the midpoint implementation.

the midpoints is inaccurate in that there are pieces of the “boxes” above and below the curve (over and under estimates).

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Trapezoidal Rule

Instead the curve is approximated using a sequence of straight lines, “slanted” to match the curve.

fi

fi+1

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Trapezoidal Rule

Clearly the area of one rectangular strip from xi to xi+1 is given by

Generally is used. h is the width of a strip.

iiii xxff 11 I

) x- (x ½ h i1i

1...

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Trapezoidal Rule

The composite Trapezium rule is obtained by applying the equation .1 over all the intervals of interest.

Thus, ,if the interval h is the same for each strip.

n1-n2102 f 2f 2f 2f f I h

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Trapezoidal Rule

Note that each internal point is counted and therefore has a weight h, while end points are counted once and have a weight of h/2.

)f 2f

2f 2f (fdx xf

n1-n

2102

x

x

n

0

h

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Trapezoidal Rule

Given the data in the following table use the trapezoid rule to estimate the integral from x = 1.8 to x = 3.4. The data in the table are for ex and the true value is 23.9144.

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Trapezoidal Rule

As an exercise show that the approximation given by the trapezium rule gives 23.9944.

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Simpson’s Rule

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Simpson’s Rule

The midpoint rule was first improved upon by the trapezium rule.

A further improvement is the Simpson's rule. Instead of approximating the curve by a straight

line, we approximate it by a quadratic or cubic function.

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Simpson’s Rule

Diagram showing approximation using Simpson’s Rule.

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Simpson’s Rule

There are two variations of the rule: Simpson’s 1/3 rule and Simpson’s 3/8 rule.

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Simpson’s Rule

The formula for the Simpson’s 1/3,

n1-n32103

x

x

f 4f 4f 2f 4f fdx xfn

0

h

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Simpson’s Rule

The integration is over pairs of intervals and requires that total number of intervals be even of the total number of points N be odd.

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Simpson’s Rule

The formula for the Simpson’s 3/8,

n1-n321083

x

x

f 3f 2f 3f 3f fdx xfn

0

h

If the number of strips is divisible by three we can use the 3/8

rule.

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Thank You