Propagation of Errors Major: All Engineering Majors Authors: Autar Kaw, Matthew Emmons http://numericalmethods.eng.usf.edu Transforming Numerical Methods Education for STEM Undergraduates 3/24/2016 http://numericalmethods.eng.usf.edu 1 Propagation of Errors http://numericalmethods.eng.usf.edu Propagation of Errors In numerical methods, the calculations are not made with exact numbers. How do these inaccuracies propagate through the calculations? 3 http://numericalmethods.eng.usf.edu Example 1: Find the bounds for the propagation in adding two numbers. For example if one is calculating X +Y where X = 1.5 ± 0.05 Y = 3.4 ± 0.04 Solution Maximum possible value of X = 1.55 and Y = 3.44 Maximum possible value of X + Y = 1.55 + 3.44 = 4.99 Minimum possible value of X = 1.45 and Y = 3.36. Minimum possible value of X + Y = 1.45 + 3.36 = 4.81 Hence 4 4.81 ≤ X + Y ≤4.99. http://numericalmethods.eng.usf.edu Propagation of Errors In Formulas If f is a function of several variables X 1 , X 2 , X 3 ,......., X n1 , X n then the maximum possible value of the error in f is f f f f f X 1 X 2 ....... X n1 X n X 1 X 2 X n1 X n 5 http://numericalmethods.eng.usf.edu Example 2: The strain in an axial member of a square crosssection is given by F 2 h E Given F 72 0.9 N h 4 0.1 mm E 70 1.5 GPa Find the maximum possible error in the measured strain. 6 http://numericalmethods.eng.usf.edu Example 2: Solution 72 3 2 9 (4 10 ) (70 10 ) 64.286 10 6 64.286 F h E F h E 7 http://numericalmethods.eng.usf.edu Example 2: 1 2 F h E 2F 3 h h E F 2 2 E h E Thus 1 2F F E 2 F 3 h 2 2 E h E hE h E 1 2 72 0 . 9 0.0001 3 2 9 3 3 9 (4 10 ) (70 10 ) (4 10 ) (70 10 ) Hence 72 9 1 . 5 10 (4 103 ) 2 (70 109 ) 2 5.3955 (64.286 5.3955 ) 8 http://numericalmethods.eng.usf.edu Example 3: Subtraction of numbers that are nearly equal can create unwanted inaccuracies. Using the formula for error propagation, show that this is true. Solution Let z x y Then z z z x y x y (1)x (1)y x y So the relative change is x y z z x y 9 http://numericalmethods.eng.usf.edu Example 3: For example if x 2 0.001 y 2.003 0.001 0.001 0.001 z z | 2 2.003 | = 0.6667 = 66.67% 10 http://numericalmethods.eng.usf.edu Additional Resources For all resources on this topic such as digital audiovisual lectures, primers, textbook chapters, multiple-choice tests, worksheets in MATLAB, MATHEMATICA, MathCad and MAPLE, blogs, related physical problems, please visit http://numericalmethods.eng.usf.edu/topics/propagatio n_of_errors.html THE END http://numericalmethods.eng.usf.edu