Sample of Input & Output Using Least Squares Option

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  • The following is an example of the procedure for entering file data into the program "CurvFitXYZ", polynomial form equation, using the Least Squares Option.

    The file data "data_in.txt" for this example is formatted as shown below:

    Z[1] n1 X[1] Y[1] X[2] Y[2] X[3] Y[3] ...... X[n1] Y[n]
    Z[2] n2 X[1] Y[1] X[2] Y[2] X[3] Y[3] ...... X[n2] Y[n]
    Z[3] n3 X[1] Y[1] X[2] Y[2] X[3] Y[3] ...... X[n3] Y[n]
    Z[4] n4 X[1] Y[1] X[2] Y[2] X[3] Y[3] ...... X[n4] Y[n]

    where "n" is defined as number of points for each curve.

    Values input for this example are:

    60. 9. 0. 8. 4. 10. 8. 12. 12. 9. 16. 13.
    20. 15. 24. 17. 28. 16. 32. 23.
    80. 9. 0. 20. 4. 18. 8. 23. 12. 20. 16. 25.
    20. 22. 24. 28. 28. 27. 32. 30.
    100. 9. 0. 28. 4. 32. 8. 30. 12. 35. 16. 33.
    20. 38. 24. 35. 28. 40. 32. 42.
    120. 9. 0. 42. 4. 40. 8. 41. 12. 43. 16. 41.
    20. 45. 24. 47. 28. 50. 32. 54.

    ENTER THE TYPE EQUATION YOU WISH TO CURVE FIT.
    FOR POLYNOMIAL FORM, y = ax + b, INPUT 1
    FOR EXPONENTIAL FORM, y = a(b)^x, LOG BASE 10, INPUT 2
    FOR POWER FORM, y = a(x)^b, LOG BASE 10, INPUT 3
    FOR EXPONENTIAL FORM, y = a(e)^kx, LOG BASE e, INPUT 4
    ENTER TYPE ? 1

    ENTER ORDER OF DETERMINANT FOR CURVE FIT SOLUTION
    Example : equation (ax + b), ORDER = 2
    Example : equation (ax^2 + bx + c), ORDER = 3
    Example : equation (ax^3 + bx^2 + cx +d), ORDER = 4
    ORDER = ? 4

    IF YOU WISH TO CURVE FIT USING LEAST SQUARES OPTION,
    ENTER 1
    IF YOU WISH TO CURVE FIT THROUGH SPECIFIC POINTS EQUAL TO
    ORDER OF DETERMINANT, ENTER 2 ? 1

    INPUT NUMBER OF Z VALUES
    FOR FUNCTION y = f(x) INPUT 1.
    FOR FUNCTION y = f(x,z) INPUT 2 FOR LINEAR VARIATION OF z.
    FOR FUNCTION y = f(x,z) INPUT 3 FOR QUADRATIC VARIATION OF z.
    FOR FUNCTION y = f(x,z) INPUT 4 FOR CUBIC VARIATION OF z.
    FOR FUNCTION y = f(x,z) INPUT 5 FOR QUARTIC VARIATION OF z.
    NUMBER OF Z VALUES ? 4
    IS LEAST SQUARES DATA INPUT FROM FILE data_in.txt ?
    Input (y for yes) or (n for no) ? y

    SOLUTION VALUES FOR CURVE(1) COEFFICIENTS :

    coeff(1) = 8.222222e+000
    coeff(2) = 4.402658e-001
    coeff(3) = -2.078824-002
    coeff(4) = 6.444655e-004

    SOLUTION VALUES FOR CURVE(2) COEFFICIENTS :

    coeff(1) = 1.942424e+001
    coeff(2) = 8.216089e-002
    coeff(3) = 1.007846e-002
    coeff(4) = -7.891414e-005

    SOLUTION VALUES FOR CURVE(3) COEFFICIENTS :

    coeff(1) = 2.833333e+001
    coeff(2) = 6.600830e-001
    coeff(3) = -2.739448e-002
    coeff(4) = 6.313131e-004

    SOLUTION VALUES FOR CURVE(4) COEFFICIENTS :

    coeff(1) = 4.162626e+001
    coeff(2) = -2.464526e-001
    coeff(3) = 1.889430e-002
    coeff(4) = 2.630471e-005

    IF YOU WISH TO CHECK CURVE FIT AT
    ARBITRARY VALUES OF X FOR A SPECIFIC CURVE
    Input 1, if not input 2 ? 1

    DO YOU WISH TO INPUT VALUES OF X OR HAVE
    COMPUTER SELECT VALUES AT CONSTANT INTERVAL,
    Enter 1 to input x, 2 for constant interval ? 1

    WHICH CURVE SERIES (1, 2, 3, 4)
    SERIES NUMBER = 1

    INPUT NUMBER OF X VALUES : 4
    FOR X(1)
    VALUE = 0
    FOR X(2)
    VALUE = 8
    FOR X(3)
    VALUE = 16
    FOR X(4)
    VALUE = 32

    COMPUTED VALUES

    X=0.0000 Y=8.2222
    X=8.0000 Y=10.7439
    X=16.0000 Y=12.5844
    X=32.0000 Y=22.1414

    IF YOU WISH TO TEST CURVE FIT AT ANOTHER X VALUE,
    Input 1, if not input 2 ? 1

    WHICH CURVE SERIES (1, 2, 3, 4)
    SERIES NUMBER = 4

    INPUT NUMBER OF X VALUES : 9
    FOR X(1)
    VALUE = 0
    FOR X(2)
    VALUE = 2
    FOR X(3)
    VALUE = 4
    FOR X(4)
    VALUE = 8
    FOR X(5)
    VALUE = 12
    FOR X(6)
    VALUE = 16
    FOR X(7)
    VALUE = 24
    FOR X(8)
    VALUE = 30
    FOR X(9)
    VALUE = 32

    COMPUTED VALUES

    X=0.0000 Y=41.6263
    X=2.0000 Y=41.2091
    X=4.0000 Y=40.9444
    X=8.0000 Y=40.8773
    X=12.0000 Y=41.4351
    X=16.0000 Y=42.6277
    X=24.0000 Y=46.9582
    X=30.0000 Y=51.9478
    X=32.0000 Y=53.9495
    IF YOU WISH TO TEST CURVE FIT AT ANOTHER X VALUE,
    Input 1, if not input 2 ? 2

    FINAL SOLUTION VALUES FOR CONSTANT TERM(1) COEFFICIENTS :

    COEFFICIENT a0 = -1.059091e+002
    COEFFICIENT a1 = 3.576431+000
    COEFFICIENT a2 = -3.625000e-002
    COEFFICIENT a3 = 1.390993e-004

    FINAL SOLUTION VALUES FOR CONSTANT TERM(2) COEFFICIENTS :

    COEFFICIENT a0 = 3.133559e+001
    COEFFICIENT a1 = -1.129733e+000
    COEFFICIENT a2 = 1.327246e-002
    COEFFICIENT a3 = -5.042676e-005

    FINAL SOLUTION VALUES FOR CONSTANT TERM(3) COEFFICIENTS :

    COEFFICIENT a0 = -2.044440e+000
    COEFFICIENT a1 = 7.307581e-002
    COEFFICIENT a2 = -8.459314e-004
    COEFFICIENT a3 = 3.168779e-006

    FINAL SOLUTION VALUES FOR CONSTANT TERM(4) COEFFICIENTS :

    COEFFICIENT a0 = 3.890467e-002
    COEFFICIENT a1 = -1.363680e-003
    COEFFICIENT a2 = 1.553622e-005
    COEFFICIENT a3 = -5.726755e-008

    IF YOU WISH TO TEST CURVE FIT
    Input 1, if not input 2 ? 1
    INPUT X VALUE = 0
    INPUT LOW VALUE OF Z : 60
    INPUT HIGH VALUE OF Z : 120

    INPUT Z INTERVAL : 20

    For X-VALUE = 0.000000

    COMPUTED VALUES

    Z=6.000000e+001 Y=8.222222e+000
    Z=8.000000e+001 Y=1.942424e+001
    Z=1.000000e+002 Y=3.833333e+001
    Z=1.200000e+002 Y=4.162626e+001

    INPUT ANOTHER X VALUE (yes = 1) (no = 2) ? 2

    Coefficient data are output in file (coeff_out).
    X versus Y results of curve fit are output in file (xy_out).

    END OF PROGRAM, ENTER ANY CHARACTER TO EXIT : 1

    A copy of the coefficient data output file (coeff_out) is
    listed below:

    -1.059091e+002, 3.576431e+000, -3.625000e-002, 1.390993e-004, 3.133559e+001,
    -1.129733e+000, 1.327246e-002, -5.042676ee-005, -2.044440e+000, 7.307581e-002,
    -8.459314e-004, 3.168779e-006, 3.890467ee-002, -1.363680e-003, 1.553622e-005,
    -5.726755e-008,

    The results of the curve fit data requested for Curve 1 and Curve 4
    for this example located in output file (xy_out) listed below:

    6.000000e+001,
    0.000000e+000, 8.222222e+000,
    8.000000e+000, 1.074387e+001,
    1.600000e+001, 1.258442e+001,
    3.200000e+001, 2.214141e+001,
    1.200000e+002,
    0.000000e+000, 4.162626e+001,
    2.000000e+000, 4.120915e+001,
    4.000000e+000, 4.094444e+001,
    8.000000e+000, 4.087734e+001,
    1.200000e+001, 4.143506e+001,
    1.600000e+001, 4.262771e+001,
    2.400000e+001, 4.695815e+001,
    3.000000e+001, 5.194778e+001,
    3.200000e+001, 5.394949e+001,

    These data may be copied to a spreadsheet program with plotting
    capability, to view the curve fit results for Curves 1 and 4.