Numerical Computation and Optimization

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Presentation transcript:

Numerical Computation and Optimization Numerical Integration Trapezoidal Rule By Assist Prof. Dr. Ahmed Jabbar

What is Integration Integration: The process of measuring the area under a function plotted on a graph. Where: f(x) is the integrand a= lower limit of integration b= upper limit of integration

Basis of Trapezoidal Rule Trapezoidal Rule is based on the Newton-Cotes Formula that states if one can approximate the integrand as an nth order polynomial… where and

Basis of Trapezoidal Rule Then the integral of that function is approximated by the integral of that nth order polynomial. Trapezoidal Rule assumes n=1, that is, the area under the linear polynomial,

Derivation of the Trapezoidal Rule

Method Derived From Geometry The area under the curve is a trapezoid. The integral

Example 1 The vertical distance covered by a rocket from t=8 to t=30 seconds is given by: Use single segment Trapezoidal rule to find the distance covered. Find the true error, for part (a). Find the absolute relative true error, for part (a).

Solution a)

Solution (cont) a) b) The exact value of the above integral is

Solution (cont) b) c) The absolute relative true error, , would be

Multiple Segment Trapezoidal Rule In Example 1, the true error using single segment trapezoidal rule was large. We can divide the interval [8,30] into [8,19] and [19,30] intervals and apply Trapezoidal rule over each segment.

Multiple Segment Trapezoidal Rule With Hence:

Multiple Segment Trapezoidal Rule The true error is: The true error now is reduced from -807 m to -205 m. Extending this procedure to divide the interval into equal segments to apply the Trapezoidal rule; the sum of the results obtained for each segment is the approximate value of the integral.

Multiple Segment Trapezoidal Rule Divide into equal segments as shown in Figure 4. Then the width of each segment is: The integral I is: Figure 4: Multiple (n=4) Segment Trapezoidal Rule

Multiple Segment Trapezoidal Rule The integral I can be broken into h integrals as: Applying Trapezoidal rule on each segment gives:

Example 2 The vertical distance covered by a rocket from 8 to 30 seconds is given by: a) Use two-segment Trapezoidal rule to find the distance covered. b) Find the true error, for part (a). c) Find the absolute relative true error, for part (a).

Solution a) The solution using 2-segment Trapezoidal rule is

Solution (cont) Then:

Solution (cont) b) The exact value of the above integral is so the true error is

Solution (cont) The absolute relative true error, , would be

Solution (cont) n Value Et 1 11868 -807 7.296 --- 2 11266 -205 1.853 5.343 3 11153 -91.4 0.8265 1.019 4 11113 -51.5 0.4655 0.3594 5 11094 -33.0 0.2981 0.1669 6 11084 -22.9 0.2070 0.09082 7 11078 -16.8 0.1521 0.05482 8 11074 -12.9 0.1165 0.03560 Table 1 gives the values obtained using multiple segment Trapezoidal rule for Table 1: Multiple Segment Trapezoidal Rule Values Exact Value=11061 m

Example 3 Use Multiple Segment Trapezoidal Rule to find the area under the curve from to Using two segments, we get and

Solution Then:

Solution (cont) So what is the true value of this integral? Making the absolute relative true error:

Solution (cont) Table 2: Values obtained using Multiple Segment Trapezoidal Rule for: n Approximate Value 1 0.681 245.91 99.724% 2 50.535 196.05 79.505% 4 170.61 75.978 30.812% 8 227.04 19.546 7.927% 16 241.70 4.887 1.982% 32 245.37 1.222 0.495% 64 246.28 0.305 0.124%

Error in Multiple Segment Trapezoidal Rule Below is the table for the integral as a function of the number of segments. You can visualize that as the number of segments are doubled, the true error gets approximately quartered. n Value 2 11266 -205 1.854 5.343 4 11113 -51.5 0.4655 0.3594 8 11074 -12.9 0.1165 0.03560 16 11065 -3.22 0.02913 0.00401

Error in Multiple Segment Trapezoidal Rule The true error in a multiple segment Trapezoidal Rule with n segments for an integral Is given by where for each i, is a point somewhere in the domain , .

Error in Multiple Segment Trapezoidal Rule