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Romberg’s Method
Romberg’s Method
 An extrapolation formula of the Trapezoidal Rule for
  integration. It provides a better approximation of the
  integral by reducing the True Error.
 We use two estimates of an integral to compute a third
  integral that is more accurate than the previous integrals.
 Named after Werner Romberg
Trapezoidal Rule
 Trapezoidal Method
  Given              where f(x) - integrand
                             a – lower limit
                             b – upper limit




Et = True Value + Approximate Value
|∈t | = |True Error / True Value| x 100
Trapezoidal Rule
 Multiple Segment Trapezoidal Rule
 Divide [a,b] into n equal segments and apply trapezoidal rule
 over each segment. The sum of the results obtained for each
 segment is the approx. value for the integral.
Error in Multiple Segment Trapezoidal
Rule
 True error is given by




  where     ∈ [a+(i-1)h , a+ih] for each i

                    - approx. average of f’’(x) in [a,b].
  Because of that, we can say
Richardson’s Extrapolation Formula for
Integration by Trapezoidal Rule
 True error estimated as
                                  where C = proportionality
                                              constant
  Recall: Et = TV – In where TV = true value
                               In = approx value.
  Then       = TV – In (*)
  If we double the no. of segments from n to 2n,
                          (**)

  Solving (*) and (**), we get
Romberg Integration
 From estimate of true error:
                              Recall:




                   estimate of true error
                                            exact true error
  For small h,
Romberg Integration
 Result obtained has an error of O(h4) and can be written as




                              (*)
                                           double the no. of
                                            segments
                                    (**)
Romberg Integration
 From (*) and (**)




                      now has an error of
                        O(h6)
Romberg Integration
 General expression:




  where k = order of interpolation
      (i.e. k = 1, values for regular trapezoidal rule
            k = 2, values using error estimate O(h2) )
        j = more/less accurate estimate of integral
      (i.e. value of integral w/ index j+1 is more accurate
      than that with index j)
Examples:
 The vertical distance in meters covered by a rocket from t=8
  to t=30 seconds is given by



  Use Romberg’s rule to find the distance covered. Use the 1,
  2, 4, and 8-segment trapezoidal rule results.
  Solution:
                      correspond to 1, 2, 4, and 8-segment
                      trapezoidal rule results.
1st order extrapolation values: 2nd order extrapolation values




                               3rd order extrapolation values
Romberg’s method
Solution:
 yhtrd


 Solution:
References:
 http://www.mymathlib.com/quadrature/rombergs_metho
  d.html
 http://numericalmethods.eng.usf.edu/mtl/gen/07int/mtl_
  gen_int_txt_romberg.pdf

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Romberg’s method

  • 2. Romberg’s Method  An extrapolation formula of the Trapezoidal Rule for integration. It provides a better approximation of the integral by reducing the True Error.  We use two estimates of an integral to compute a third integral that is more accurate than the previous integrals.  Named after Werner Romberg
  • 3. Trapezoidal Rule  Trapezoidal Method Given where f(x) - integrand a – lower limit b – upper limit Et = True Value + Approximate Value |∈t | = |True Error / True Value| x 100
  • 4. Trapezoidal Rule  Multiple Segment Trapezoidal Rule Divide [a,b] into n equal segments and apply trapezoidal rule over each segment. The sum of the results obtained for each segment is the approx. value for the integral.
  • 5. Error in Multiple Segment Trapezoidal Rule  True error is given by where ∈ [a+(i-1)h , a+ih] for each i - approx. average of f’’(x) in [a,b]. Because of that, we can say
  • 6. Richardson’s Extrapolation Formula for Integration by Trapezoidal Rule  True error estimated as where C = proportionality constant Recall: Et = TV – In where TV = true value In = approx value. Then = TV – In (*) If we double the no. of segments from n to 2n, (**) Solving (*) and (**), we get
  • 7. Romberg Integration  From estimate of true error: Recall: estimate of true error exact true error For small h,
  • 8. Romberg Integration Result obtained has an error of O(h4) and can be written as (*) double the no. of segments (**)
  • 9. Romberg Integration  From (*) and (**) now has an error of O(h6)
  • 10. Romberg Integration  General expression: where k = order of interpolation (i.e. k = 1, values for regular trapezoidal rule k = 2, values using error estimate O(h2) ) j = more/less accurate estimate of integral (i.e. value of integral w/ index j+1 is more accurate than that with index j)
  • 11. Examples:  The vertical distance in meters covered by a rocket from t=8 to t=30 seconds is given by Use Romberg’s rule to find the distance covered. Use the 1, 2, 4, and 8-segment trapezoidal rule results. Solution: correspond to 1, 2, 4, and 8-segment trapezoidal rule results.
  • 12. 1st order extrapolation values: 2nd order extrapolation values 3rd order extrapolation values
  • 16. References:  http://www.mymathlib.com/quadrature/rombergs_metho d.html  http://numericalmethods.eng.usf.edu/mtl/gen/07int/mtl_ gen_int_txt_romberg.pdf