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[1] | 1 | /* |
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| 2 | |
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| 3 | Curve fitting problem 12.11(a) H P Williams "Model Building in Mathematical Programming" |
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| 4 | |
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| 5 | Dr. H J Mackenzie |
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| 6 | HARD software |
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| 7 | hjm@hardsoftware.com |
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| 8 | |
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| 9 | 2006-01-05 |
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| 10 | |
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| 11 | */ |
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| 12 | |
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| 13 | # set of points |
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| 14 | |
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| 15 | set I; |
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| 16 | |
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| 17 | # independent variable |
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| 18 | |
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| 19 | param x {i in I}; |
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| 20 | |
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| 21 | # dependent variable |
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| 22 | |
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| 23 | param y {i in I}; |
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| 24 | |
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| 25 | # output input values |
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| 26 | |
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| 27 | printf {i in I} "x = %.1f; y = %.1f\n", x[i], y[i]; |
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| 28 | |
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| 29 | # define equation variables |
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| 30 | |
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| 31 | var a; |
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| 32 | |
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| 33 | var b; |
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| 34 | |
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| 35 | var u {i in I}, >= 0; |
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| 36 | |
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| 37 | var v {i in I}, >= 0; |
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| 38 | |
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| 39 | # define objective function |
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| 40 | |
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| 41 | minimize error: sum {i in I} u[i] + sum {i in I} v[i]; |
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| 42 | |
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| 43 | # define equation constraint |
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| 44 | |
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| 45 | s.t. equation {i in I} : b * x[i] + a + u[i] - v[i] = y[i]; |
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| 46 | |
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| 47 | solve; |
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| 48 | |
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| 49 | printf "y = %.4fx + %.4f\n", b, a; |
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| 50 | |
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| 51 | /* |
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| 52 | * |
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| 53 | * DATA section |
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| 54 | * |
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| 55 | */ |
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| 56 | |
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| 57 | data; |
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| 58 | |
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| 59 | param : I : x y := |
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| 60 | 1 0 1 |
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| 61 | 2 0.5 0.9 |
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| 62 | 3 1 0.7 |
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| 63 | 4 1.5 1.5 |
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| 64 | 5 1.9 2 |
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| 65 | 6 2.5 2.4 |
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| 66 | 7 3 3.2 |
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| 67 | 8 3.5 2 |
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| 68 | 9 4 2.7 |
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| 69 | 10 4.5 3.5 |
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| 70 | 11 5 1 |
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| 71 | 12 5.5 4 |
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| 72 | 13 6 3.6 |
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| 73 | 14 6.6 2.7 |
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| 74 | 15 7 5.7 |
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| 75 | 16 7.6 4.6 |
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| 76 | 17 8.5 6 |
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| 77 | 18 9 6.8 |
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| 78 | 19 10 7.3 |
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| 79 | ; |
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| 80 | |
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| 81 | end; |
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