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Lecture 19 - Numerical Integration CVEN 302 July 22, 2002
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Lecture’s Goals Trapezoidal Rule Simpson’s Rule –1/3 Rule –3/8 Rule Midpoint Gaussian Quadrature Basic Numerical Integration
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We want to find integration of functions of various forms of the equation known as the Newton Cotes integration formulas.
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Basic Numerical Integration Weighted sum of function values x0x0 x1x1 xnxn x n-1 x f(x)
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Numerical Integration Idea is to do integral in small parts, like the way you first learned integration - a summation Numerical methods just try to make it faster and more accurate
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Numerical Integration Newton-Cotes Closed Formulae -- Use both end points –Trapezoidal Rule : Linear –Simpson’s 1/3-Rule : Quadratic –Simpson’s 3/8-Rule : Cubic –Boole’s Rule : Fourth-order
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Numerical Integration Newton-Cotes Open Formulae -- Use only interior points –midpoint rule
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Trapezoid Rule Straight-line approximation x0x0 x1x1 x f(x) L(x)
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Trapezoid Rule Lagrange interpolation
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Trapezoid Rule Integrate to obtain the rule
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Example:Trapezoid Rule Evaluate the integral Exact solution Trapezoidal Rule
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Simpson’s 1/3-Rule Approximate the function by a parabola x0x0 x1x1 x f(x) x2x2 hh L(x)
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Simpson’s 1/3-Rule
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Integrate the Lagrange interpolation
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Simpson’s 3/8-Rule Approximate by a cubic polynomial x0x0 x1x1 x f(x) x2x2 hh L(x) x3x3 h
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Simpson’s 3/8-Rule
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Example: Simpson’s Rules Evaluate the integral Simpson’s 1/3-Rule Simpson’s 3/8-Rule
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Midpoint Rule Newton-Cotes Open Formula ab x f(x) xmxm
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Two-point Newton-Cotes Open Formula Approximate by a straight line x0x0 x1x1 x f(x) x2x2 hhx3x3 h
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Three-Point Newton-Cotes Open Formula Approximate by a parabola x0x0 x1x1 x f(x) x2x2 hhx3x3 hhx4x4
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Better Numerical Integration Composite integration –Composite Trapezoidal Rule –Composite Simpson’s Rule Richardson Extrapolation Romberg integration
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Apply trapezoid rule to multiple segments over integration limits Two segments Four segmentsMany segments Three segments
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Composite Trapezoid Rule x0x0 x1x1 x f(x) x2x2 hhx3x3 hhx4x4
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Composite Trapezoid Rule Evaluate the integral
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Composite Trapezoid Example
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Composite Trapezoid Rule with Unequal Segments Evaluate the integral h 1 = 2, h 2 = 1, h 3 = 0.5, h 4 = 0.5
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Composite Simpson’s Rule x0x0 x2x2 x f(x) x4x4 hhx n-2 hxnxn …... Piecewise Quadratic approximations hx3x3 x1x1 x n-1
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Composite Simpson’s Rule Multiple applications of Simpson’s rule
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Composite Simpson’s Rule Evaluate the integral n = 2, h = 2 n = 4, h = 1
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Composite Simpson’s Example
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Composite Simpson’s Rule with Unequal Segments Evaluate the integral h 1 = 1.5, h 2 = 0.5
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Richardson Extrapolation Use trapezoidal rule as an example –subintervals: n = 2 j = 1, 2, 4, 8, 16, ….
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Richardson Extrapolation For trapezoidal rule –k th level of extrapolation
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Romberg Integration Accelerated Trapezoid Rule
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Romberg Integration Accelerated Trapezoid Rule
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Romberg Integration Example
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Gaussian Quadratures Newton-Cotes Formulae –use evenly-spaced functional values Gaussian Quadratures –select functional values at non-uniformly distributed points to achieve higher accuracy –change of variables so that the interval of integration is [- 1,1] –Gauss-Legendre formulae
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Gaussian Quadrature on [-1, 1] Choose (c 1, c 2, x 1, x 2 ) such that the method yields “exact integral” for f(x) = x 0, x 1, x 2, x 3 x2x2 x1x1 1
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Gaussian Quadrature on [-1, 1] Exact integral for f = x 0, x 1, x 2, x 3 –Four equations for four unknowns
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Gaussian Quadrature on [-1, 1] Choose (c 1, c 2, c 3, x 1, x 2, x 3 ) such that the method yields “exact integral” for f(x) = x 0, x 1, x 2, x 3,x 4, x 5 x3x3 x1x1 1 x2x2
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Gaussian Quadrature on [-1, 1]
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Exact integral for f = x 0, x 1, x 2, x 3, x 4, x 5
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Gaussian Quadrature on [a, b] Coordinate transformation from [a,b] to [-1,1] t2t2 t1t1 ab
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Example: Gaussian Quadrature Evaluate Coordinate transformation Two-point formula
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Example: Gaussian Quadrature Three-point formula Four-point formula
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Summary Integration Techniques –Trapezoidal Rule : Linear –Simpson’s 1/3-Rule : Quadratic –Simpson’s 3/8-Rule : Cubic –Boole’s Rule : Fourth-order Gaussian Quadrature
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Homework Check the Homework webpage
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