Notice in DUALOUT=
dual5 from Example 5.7 the FACT2 MAR GIZMO constraint (observation 24) has a _VALUE_
of 3470, which is not equal to the _RHS_
of this constraint. Not all of the 3750 chips that can be supplied to factory 2 for March production are used. It is suggested
that all the possible chips be obtained in March and those not used be saved for April production. Because chips must be kept
in an air-controlled environment, it costs 1 dollar to store each chip purchased in March until April. The maximum number
of chips that can be stored in this environment at each factory is 150. In addition, a search of the parts inventory at factory
1 turned up 15 chips available for their March production.
Nonarc variables are used in the side constraints that handle the limitations of supply of Gizmo chips. A nonarc variable called "f1 unused chips" has as a value the number of chips that are not used at factory 1 in March. Another nonarc variable, "f2 unused chips", has as a value the number of chips that are not used at factory 2 in March. "f1 chips from mar" has as a value the number of chips left over from March used for production at factory 1 in April. Similarly, "f2 chips from mar" has as a value the number of chips left over from March used for April production at factory 2 in April. The last two nonarc variables have objective function coefficients of 1 and upper bounds of 150. The Gizmo side constraints are
3*prod f1 19 mar + 4*prod f1 25 mar + f1 unused chips = 2615 3*prod f2 19 apl + 4*prod f2 25 apl + f2 unused chips = 3750 3*prod f1 19 apl + 4*prod f1 25 apl - f1 chips from mar = 2600 3*prod f2 19 apl + 4*prod f2 25 apl - f2 chips from mar = 3750 f1 unused chips + f2 unused chips - f1 chips from mar - f2 chips from mar >= 0
The last side constraint states that the number of chips not used in March is not less than the number of chips left over from March and used in April. Here, this constraint is called CHIP LEFTOVER.
The following SAS code creates a new data set containing constraint data. It seems that most of the constraints are now equalities,
so you specify DEFCONTYPE=
EQ in the PROC NETFLOW
statements from now on and provide constraint type data for constraints that are not "equal to" type, using the default TYPEOBS
value _TYPE_ as the _COLUMN_
variable value to indicate observations that contain constraint type data. Also, from now on, the default RHSOBS
value is used.
title 'Nonarc Variables in the Side Constraints'; title2 'Production Planning/Inventory/Distribution'; data con6; input _column_ &$17. _row_ &$15. _coef_ ; datalines; prod f1 19 mar FACT1 MAR GIZMO 3 prod f1 25 mar FACT1 MAR GIZMO 4 f1 unused chips FACT1 MAR GIZMO 1 _RHS_ FACT1 MAR GIZMO 2615 prod f2 19 mar FACT2 MAR GIZMO 3 prod f2 25 mar FACT2 MAR GIZMO 4 f2 unused chips FACT2 MAR GIZMO 1 _RHS_ FACT2 MAR GIZMO 3750 prod f1 19 apl FACT1 APL GIZMO 3 prod f1 25 apl FACT1 APL GIZMO 4 f1 chips from mar FACT1 APL GIZMO -1 _RHS_ FACT1 APL GIZMO 2600 prod f2 19 apl FACT2 APL GIZMO 3 prod f2 25 apl FACT2 APL GIZMO 4 f2 chips from mar FACT2 APL GIZMO -1 _RHS_ FACT2 APL GIZMO 3750 f1 unused chips CHIP LEFTOVER 1 f2 unused chips CHIP LEFTOVER 1 f1 chips from mar CHIP LEFTOVER -1 f2 chips from mar CHIP LEFTOVER -1 _TYPE_ CHIP LEFTOVER 1 back f1 19 apl TOTAL BACKORDER 1 back f1 25 apl TOTAL BACKORDER 1 back f2 19 apl TOTAL BACKORDER 1 back f2 25 apl TOTAL BACKORDER 1 back f1 19 may TOTAL BACKORDER 1 back f1 25 may TOTAL BACKORDER 1 back f2 19 may TOTAL BACKORDER 1 back f2 25 may TOTAL BACKORDER 1 _TYPE_ TOTAL BACKORDER -1 _RHS_ TOTAL BACKORDER 50 ;
The nonarc variables "f1 chips from mar" and "f2 chips from mar" have objective function coefficients of 1 and upper bounds of 150. There are various ways in which this information can be furnished to PROC NETFLOW. If there were a TYPE list variable in the CONDATA= data set, observations could be in the form
_COLUMN_ _TYPE_ _ROW_ _COEF_ f1 chips from mar objfn . 1 f1 chips from mar upperbd . 150 f2 chips from mar objfn . 1 f2 chips from mar upperbd . 150
It is desirable to assign ID list variable values to all the nonarc variables:
data arc6; set con5; drop oldcost oldfc oldflow _flow_ _fcost_ _status_ _rcost_; data arc6_b; length key_id $10; input _name_ &$17. _cost_ _capac_ factory key_id $ ; datalines; f1 unused chips . . 1 chips f2 unused chips . . 2 chips f1 chips from mar 1 150 1 chips f2 chips from mar 1 150 2 chips ;
proc append force nowarn base=arc6 data=arc6_b; run; proc netflow nodedata=node0 arcdata=arc6 condata=con6 defcontype=eq sparsecondata dualout=dual7 conout=con7; run; print nonarcs/short;
The following messages appear on the SAS log:
NOTE: Number of nodes= 21 . |
NOTE: Number of supply nodes= 4 . |
NOTE: Number of demand nodes= 5 . |
NOTE: Total supply= 4350 , total demand= 4350 . |
NOTE: Number of arcs= 68 . |
NOTE: Number of nonarc variables= 4 . |
NOTE: Number of iterations performed (neglecting any constraints)= 69 . |
NOTE: Of these, 1 were degenerate. |
NOTE: Optimum (neglecting any constraints) found. |
NOTE: Minimal total cost= -1295730.8 . |
NOTE: Number of <= side constraints= 1 . |
NOTE: Number of == side constraints= 4 . |
NOTE: Number of >= side constraints= 1 . |
NOTE: Number of arc and nonarc variable side constraint coefficients= 24 . |
NOTE: Number of iterations, optimizing with constraints= 13 . |
NOTE: Of these, 2 were degenerate. |
NOTE: Optimum reached. |
NOTE: Minimal total cost= -1295542.742 . |
NOTE: The data set WORK.CON7 has 68 observations and 18 variables. |
NOTE: The data set WORK.DUAL7 has 26 observations and 14 variables. |
The output in Output 5.8.1 is produced by
print nonarcs/short;
Output 5.8.1: Output of PRINT NONARCS/SHORT;
The optimal solution data sets, CONOUT= CON7 in Output 5.8.2 and DUALOUT= DUAL7 in Output 5.8.4 follow.
proc print data=con7; sum _fcost_; proc print data=dual7;
Output 5.8.2: CONOUT=CON7
Nonarc Variables in the Side Constraints |
Production Planning/Inventory/Distribution |
Obs | _tail_ | _head_ | _cost_ | _capac_ | _lo_ | _name_ | _SUPPLY_ | _DEMAND_ | _FLOW_ | _FCOST_ |
---|---|---|---|---|---|---|---|---|---|---|
1 | fact1_1 | f1_apr_1 | 78.60 | 600 | 50 | prod f1 19 apl | 1000 | . | 540.000 | 42444.00 |
2 | f1_mar_1 | f1_apr_1 | 15.00 | 50 | 0 | . | . | 0.000 | 0.00 | |
3 | f1_may_1 | f1_apr_1 | 33.60 | 20 | 0 | back f1 19 may | . | . | 0.000 | 0.00 |
4 | f2_apr_1 | f1_apr_1 | 11.00 | 40 | 0 | . | . | 0.000 | 0.00 | |
5 | fact1_2 | f1_apr_2 | 174.50 | 550 | 50 | prod f1 25 apl | 1000 | . | 250.000 | 43625.00 |
6 | f1_mar_2 | f1_apr_2 | 20.00 | 40 | 0 | . | . | 0.000 | 0.00 | |
7 | f1_may_2 | f1_apr_2 | 49.20 | 15 | 0 | back f1 25 may | . | . | 0.000 | 0.00 |
8 | f2_apr_2 | f1_apr_2 | 21.00 | 25 | 0 | . | . | 25.000 | 525.00 | |
9 | fact1_1 | f1_mar_1 | 127.90 | 500 | 50 | prod f1 19 mar | 1000 | . | 338.333 | 43272.83 |
10 | f1_apr_1 | f1_mar_1 | 33.60 | 20 | 0 | back f1 19 apl | . | . | 20.000 | 672.00 |
11 | f2_mar_1 | f1_mar_1 | 10.00 | 40 | 0 | . | . | 40.000 | 400.00 | |
12 | fact1_2 | f1_mar_2 | 217.90 | 400 | 40 | prod f1 25 mar | 1000 | . | 400.000 | 87160.00 |
13 | f1_apr_2 | f1_mar_2 | 38.40 | 30 | 0 | back f1 25 apl | . | . | 30.000 | 1152.00 |
14 | f2_mar_2 | f1_mar_2 | 20.00 | 25 | 0 | . | . | 25.000 | 500.00 | |
15 | fact1_1 | f1_may_1 | 90.10 | 400 | 50 | 1000 | . | 116.667 | 10511.67 | |
16 | f1_apr_1 | f1_may_1 | 12.00 | 50 | 0 | . | . | 0.000 | 0.00 | |
17 | f2_may_1 | f1_may_1 | 13.00 | 40 | 0 | . | . | 0.000 | 0.00 | |
18 | fact1_2 | f1_may_2 | 113.30 | 350 | 40 | 1000 | . | 350.000 | 39655.00 | |
19 | f1_apr_2 | f1_may_2 | 18.00 | 40 | 0 | . | . | 0.000 | 0.00 | |
20 | f2_may_2 | f1_may_2 | 13.00 | 25 | 0 | . | . | 0.000 | 0.00 | |
21 | f1_apr_1 | f2_apr_1 | 11.00 | 99999999 | 0 | . | . | 20.000 | 220.00 | |
22 | fact2_1 | f2_apr_1 | 62.40 | 480 | 35 | prod f2 19 apl | 850 | . | 480.000 | 29952.00 |
23 | f2_mar_1 | f2_apr_1 | 18.00 | 30 | 0 | . | . | 0.000 | 0.00 | |
24 | f2_may_1 | f2_apr_1 | 30.00 | 15 | 0 | back f2 19 may | . | . | 0.000 | 0.00 |
25 | f1_apr_2 | f2_apr_2 | 23.00 | 99999999 | 0 | . | . | 0.000 | 0.00 | |
26 | fact2_2 | f2_apr_2 | 196.70 | 680 | 35 | prod f2 25 apl | 1500 | . | 577.500 | 113594.25 |
27 | f2_mar_2 | f2_apr_2 | 28.00 | 50 | 0 | . | . | 0.000 | 0.00 | |
28 | f2_may_2 | f2_apr_2 | 64.80 | 15 | 0 | back f2 25 may | . | . | 0.000 | 0.00 |
29 | f1_mar_1 | f2_mar_1 | 11.00 | 99999999 | 0 | . | . | 0.000 | 0.00 | |
30 | fact2_1 | f2_mar_1 | 88.00 | 450 | 35 | prod f2 19 mar | 850 | . | 290.000 | 25520.00 |
31 | f2_apr_1 | f2_mar_1 | 20.40 | 15 | 0 | back f2 19 apl | . | . | 0.000 | 0.00 |
32 | f1_mar_2 | f2_mar_2 | 23.00 | 99999999 | 0 | . | . | 0.000 | 0.00 | |
33 | fact2_2 | f2_mar_2 | 182.00 | 650 | 35 | prod f2 25 mar | 1500 | . | 650.000 | 118300.00 |
34 | f2_apr_2 | f2_mar_2 | 37.20 | 15 | 0 | back f2 25 apl | . | . | 0.000 | 0.00 |
35 | f1_may_1 | f2_may_1 | 16.00 | 99999999 | 0 | . | . | 115.000 | 1840.00 | |
36 | fact2_1 | f2_may_1 | 128.80 | 250 | 35 | 850 | . | 35.000 | 4508.00 | |
37 | f2_apr_1 | f2_may_1 | 20.00 | 30 | 0 | . | . | 0.000 | 0.00 | |
38 | f1_may_2 | f2_may_2 | 26.00 | 99999999 | 0 | . | . | 0.000 | 0.00 | |
39 | fact2_2 | f2_may_2 | 181.40 | 550 | 35 | 1500 | . | 122.500 | 22221.50 | |
40 | f2_apr_2 | f2_may_2 | 38.00 | 50 | 0 | . | . | 0.000 | 0.00 | |
41 | f1_mar_1 | shop1_1 | -327.65 | 250 | 0 | . | 900 | 148.333 | -48601.42 | |
42 | f1_apr_1 | shop1_1 | -300.00 | 250 | 0 | . | 900 | 250.000 | -75000.00 | |
43 | f1_may_1 | shop1_1 | -285.00 | 250 | 0 | . | 900 | 1.667 | -475.00 | |
44 | f2_mar_1 | shop1_1 | -297.40 | 250 | 0 | . | 900 | 250.000 | -74350.00 | |
45 | f2_apr_1 | shop1_1 | -290.00 | 250 | 0 | . | 900 | 250.000 | -72500.00 | |
46 | f2_may_1 | shop1_1 | -292.00 | 250 | 0 | . | 900 | 0.000 | 0.00 | |
47 | f1_mar_2 | shop1_2 | -559.76 | 99999999 | 0 | . | 900 | 0.000 | 0.00 | |
48 | f1_apr_2 | shop1_2 | -524.28 | 99999999 | 0 | . | 900 | 0.000 | 0.00 | |
49 | f1_may_2 | shop1_2 | -515.02 | 99999999 | 0 | . | 900 | 347.500 | -178969.45 | |
50 | f2_mar_2 | shop1_2 | -567.83 | 500 | 0 | . | 900 | 500.000 | -283915.00 | |
51 | f2_apr_2 | shop1_2 | -542.19 | 500 | 0 | . | 900 | 52.500 | -28464.98 | |
52 | f2_may_2 | shop1_2 | -491.56 | 500 | 0 | . | 900 | 0.000 | 0.00 | |
53 | f1_mar_1 | shop2_1 | -362.74 | 250 | 0 | . | 900 | 250.000 | -90685.00 | |
54 | f1_apr_1 | shop2_1 | -300.00 | 250 | 0 | . | 900 | 250.000 | -75000.00 | |
55 | f1_may_1 | shop2_1 | -245.00 | 250 | 0 | . | 900 | 0.000 | 0.00 | |
56 | f2_mar_1 | shop2_1 | -272.70 | 250 | 0 | . | 900 | 0.000 | 0.00 | |
57 | f2_apr_1 | shop2_1 | -312.00 | 250 | 0 | . | 900 | 250.000 | -78000.00 | |
58 | f2_may_1 | shop2_1 | -299.00 | 250 | 0 | . | 900 | 150.000 | -44850.00 | |
59 | f1_mar_2 | shop2_2 | -623.89 | 99999999 | 0 | . | 1450 | 455.000 | -283869.95 | |
60 | f1_apr_2 | shop2_2 | -549.68 | 99999999 | 0 | . | 1450 | 245.000 | -134671.60 | |
61 | f1_may_2 | shop2_2 | -500.00 | 99999999 | 0 | . | 1450 | 2.500 | -1250.00 | |
62 | f2_mar_2 | shop2_2 | -542.83 | 500 | 0 | . | 1450 | 125.000 | -67853.75 | |
63 | f2_apr_2 | shop2_2 | -559.19 | 500 | 0 | . | 1450 | 500.000 | -279595.00 | |
64 | f2_may_2 | shop2_2 | -519.06 | 500 | 0 | . | 1450 | 122.500 | -63584.85 | |
65 | 1.00 | 150 | 0 | f1 chips from mar | . | . | 20.000 | 20.00 | ||
66 | 0.00 | 99999999 | 0 | f1 unused chips | . | . | 0.000 | 0.00 | ||
67 | 1.00 | 150 | 0 | f2 chips from mar | . | . | 0.000 | 0.00 | ||
68 | 0.00 | 99999999 | 0 | f2 unused chips | . | . | 280.000 | 0.00 | ||
-1295542.74 |
Output 5.8.3: CONOUT=CON7 (continued)
Nonarc Variables in the Side Constraints |
Production Planning/Inventory/Distribution |
Obs | _RCOST_ | _ANUMB_ | _TNUMB_ | _STATUS_ | diagonal | factory | key_id | mth_made |
---|---|---|---|---|---|---|---|---|
1 | . | 5 | 1 | KEY_ARC BASIC | 19 | 1 | production | April |
2 | 66.150 | 6 | 7 | LOWERBD NONBASIC | 19 | 1 | storage | March |
3 | 42.580 | 7 | 8 | LOWERBD NONBASIC | 19 | 1 | backorder | May |
4 | 22.000 | 8 | 9 | LOWERBD NONBASIC | 19 | . | f2_to_1 | April |
5 | . | 19 | 4 | KEY_ARC BASIC | 25 | 1 | production | April |
6 | 94.210 | 20 | 11 | LOWERBD NONBASIC | 25 | 1 | storage | March |
7 | . | 21 | 12 | NONKEY ARC BASIC | 25 | 1 | backorder | May |
8 | -1.510 | 22 | 13 | UPPERBD NONBASIC | 25 | . | f2_to_1 | April |
9 | . | 9 | 1 | KEY_ARC BASIC | 19 | 1 | production | March |
10 | -17.070 | 10 | 6 | UPPERBD NONBASIC | 19 | 1 | backorder | April |
11 | -34.750 | 11 | 14 | UPPERBD NONBASIC | 19 | . | f2_to_1 | March |
12 | -28.343 | 23 | 4 | UPPERBD NONBASIC | 25 | 1 | production | March |
13 | -35.330 | 24 | 10 | UPPERBD NONBASIC | 25 | 1 | backorder | April |
14 | -61.060 | 25 | 15 | UPPERBD NONBASIC | 25 | . | f2_to_1 | March |
15 | . | 12 | 1 | KEY_ARC BASIC | 19 | 1 | production | May |
16 | 3.500 | 13 | 6 | LOWERBD NONBASIC | 19 | 1 | storage | April |
17 | 29.000 | 14 | 16 | LOWERBD NONBASIC | 19 | . | f2_to_1 | May |
18 | -15.520 | 26 | 4 | UPPERBD NONBASIC | 25 | 1 | production | May |
19 | 67.680 | 27 | 10 | LOWERBD NONBASIC | 25 | 1 | storage | April |
20 | 32.060 | 28 | 17 | LOWERBD NONBASIC | 25 | . | f2_to_1 | May |
21 | . | 15 | 6 | KEY_ARC BASIC | 19 | . | f1_to_2 | April |
22 | -35.592 | 16 | 3 | UPPERBD NONBASIC | 19 | 2 | production | April |
23 | 13.400 | 17 | 14 | LOWERBD NONBASIC | 19 | 2 | storage | March |
24 | 43.980 | 18 | 16 | LOWERBD NONBASIC | 19 | 2 | backorder | May |
25 | 45.510 | 29 | 10 | LOWERBD NONBASIC | 25 | . | f1_to_2 | April |
26 | . | 30 | 5 | KEY_ARC BASIC | 25 | 2 | production | April |
27 | 43.660 | 31 | 15 | LOWERBD NONBASIC | 25 | 2 | storage | March |
28 | 57.170 | 32 | 17 | LOWERBD NONBASIC | 25 | 2 | backorder | May |
29 | 55.750 | 33 | 7 | LOWERBD NONBASIC | 19 | . | f1_to_2 | March |
30 | . | 34 | 3 | KEY_ARC BASIC | 19 | 2 | production | March |
31 | 25.480 | 35 | 9 | LOWERBD NONBASIC | 19 | 2 | backorder | April |
32 | 104.060 | 36 | 11 | LOWERBD NONBASIC | 25 | . | f1_to_2 | March |
33 | -23.170 | 37 | 5 | UPPERBD NONBASIC | 25 | 2 | production | March |
34 | 22.020 | 38 | 13 | LOWERBD NONBASIC | 25 | 2 | backorder | April |
35 | . | 39 | 8 | KEY_ARC BASIC | 19 | . | f1_to_2 | May |
36 | 22.700 | 40 | 3 | LOWERBD NONBASIC | 19 | 2 | production | May |
37 | 6.500 | 41 | 9 | LOWERBD NONBASIC | 19 | 2 | storage | April |
38 | 6.940 | 42 | 12 | LOWERBD NONBASIC | 25 | . | f1_to_2 | May |
39 | . | 43 | 5 | KEY_ARC BASIC | 25 | 2 | production | May |
40 | 46.110 | 44 | 13 | LOWERBD NONBASIC | 25 | 2 | storage | April |
41 | . | 45 | 7 | KEY_ARC BASIC | 19 | 1 | sales | March |
42 | -23.500 | 46 | 6 | UPPERBD NONBASIC | 19 | 1 | sales | April |
43 | . | 47 | 8 | NONKEY ARC BASIC | 19 | 1 | sales | May |
44 | -14.500 | 48 | 14 | UPPERBD NONBASIC | 19 | 2 | sales | March |
45 | -2.500 | 49 | 9 | UPPERBD NONBASIC | 19 | 2 | sales | April |
46 | 9.000 | 50 | 16 | LOWERBD NONBASIC | 19 | 2 | sales | May |
47 | 79.150 | 51 | 11 | LOWERBD NONBASIC | 25 | 1 | sales | March |
48 | 40.420 | 52 | 10 | LOWERBD NONBASIC | 25 | 1 | sales | April |
49 | . | 53 | 12 | KEY_ARC BASIC | 25 | 1 | sales | May |
50 | -9.980 | 54 | 15 | UPPERBD NONBASIC | 25 | 2 | sales | March |
51 | . | 55 | 13 | KEY_ARC BASIC | 25 | 2 | sales | April |
52 | 42.520 | 56 | 17 | LOWERBD NONBASIC | 25 | 2 | sales | May |
53 | -37.090 | 57 | 7 | UPPERBD NONBASIC | 19 | 1 | sales | March |
54 | -25.500 | 58 | 6 | UPPERBD NONBASIC | 19 | 1 | sales | April |
55 | 38.000 | 59 | 8 | LOWERBD NONBASIC | 19 | 1 | sales | May |
56 | 8.200 | 60 | 14 | LOWERBD NONBASIC | 19 | 2 | sales | March |
57 | -26.500 | 61 | 9 | UPPERBD NONBASIC | 19 | 2 | sales | April |
58 | . | 62 | 16 | KEY_ARC BASIC | 19 | 2 | sales | May |
59 | . | 63 | 11 | KEY_ARC BASIC | 25 | 1 | sales | March |
60 | . | 64 | 10 | KEY_ARC BASIC | 25 | 1 | sales | April |
61 | . | 65 | 12 | NONKEY ARC BASIC | 25 | 1 | sales | May |
62 | . | 66 | 15 | KEY_ARC BASIC | 25 | 2 | sales | March |
63 | -32.020 | 67 | 13 | UPPERBD NONBASIC | 25 | 2 | sales | April |
64 | . | 68 | 17 | KEY_ARC BASIC | 25 | 2 | sales | May |
65 | . | -2 | . | NONKEY BASIC | . | 1 | chips | |
66 | 1.617 | 0 | . | LOWERBD NONBASIC | . | 1 | chips | |
67 | 2.797 | -3 | . | LOWERBD NONBASIC | . | 2 | chips | |
68 | . | -1 | . | NONKEY BASIC | . | 2 | chips |
Output 5.8.4: DUALOUT=DUAL7
Nonarc Variables in the Side Constraints |
Production Planning/Inventory/Distribution |
Obs | _node_ | _supdem_ | _DUAL_ | _NNUMB_ | _PRED_ | _TRAV_ | _SCESS_ | _ARCID_ | _FLOW_ | _FBQ_ | _VALUE_ | _RHS_ | _TYPE_ | _row_ |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | f1_apr_1 | . | -100000275.50 | 6 | 1 | 9 | 2 | 5 | 490.000 | 5 | . | . | ||
2 | f1_apr_2 | . | -100000405.92 | 10 | 21 | 4 | 2 | -64 | 245.000 | 19 | . | . | ||
3 | f1_mar_1 | . | -100000326.65 | 7 | 18 | 1 | 20 | -45 | 148.333 | 9 | . | . | ||
4 | f1_mar_2 | . | -100000480.13 | 11 | 21 | 15 | 1 | -63 | 455.000 | 23 | . | . | ||
5 | f1_may_1 | . | -100000284.00 | 8 | 1 | 16 | 3 | 12 | 66.667 | 12 | . | . | ||
6 | f1_may_2 | . | -100000356.24 | 12 | 19 | 6 | 1 | -53 | 347.500 | 26 | . | . | ||
7 | f2_apr_1 | . | -100000286.50 | 9 | 6 | 8 | 1 | 15 | 20.000 | 15 | . | . | ||
8 | f2_apr_2 | . | -100000383.41 | 13 | 5 | 19 | 3 | 30 | 542.500 | 29 | . | . | ||
9 | f2_mar_1 | . | -100000281.90 | 14 | 3 | 5 | 1 | 34 | 255.000 | 33 | . | . | ||
10 | f2_mar_2 | . | -100000399.07 | 15 | 21 | 10 | 1 | -66 | 125.000 | 36 | . | . | ||
11 | f2_may_1 | . | -100000300.00 | 16 | 8 | 20 | 2 | 39 | 115.000 | 39 | . | . | ||
12 | f2_may_2 | . | -100000375.30 | 17 | 5 | 21 | 6 | 43 | 87.500 | 42 | . | . | ||
13 | fact1_1 | 1000 | -100000193.90 | 1 | 7 | 2 | 19 | -9 | 288.333 | -1 | . | . | ||
14 | fact1_2 | 1000 | -100000227.42 | 4 | 10 | 13 | 1 | -19 | 200.000 | -5 | . | . | ||
15 | fact2_1 | 850 | -100000193.90 | 3 | 2 | 14 | 2 | -2 | 45.000 | -5 | . | . | ||
16 | fact2_2 | 1500 | -100000193.90 | 5 | 2 | 17 | 10 | -4 | 150.000 | -5 | . | . | ||
17 | shop1_1 | -900 | -99999999.00 | 18 | 22 | 7 | 21 | 0 | 0.000 | 45 | . | . | ||
18 | shop1_2 | -900 | -99999841.22 | 19 | 13 | 12 | 2 | 55 | 52.500 | 51 | . | . | ||
19 | shop2_1 | -900 | -100000001.00 | 20 | 16 | 22 | 1 | 62 | 150.000 | 57 | . | . | ||
20 | shop2_2 | -1450 | -99999856.24 | 21 | 17 | 11 | 5 | 68 | 122.500 | 63 | . | . | ||
21 | . | 0.00 | 4 | 4 | . | 4 | . | 260.000 | . | 260 | 0 | GE | CHIP LEFTOVER | |
22 | . | -1.00 | 2 | 2 | . | . | -2 | 20.000 | . | 2600 | 2600 | EQ | FACT1 APL GIZMO | |
23 | . | -1.62 | 0 | 18 | . | . | 47 | 1.667 | . | 2615 | 2615 | EQ | FACT1 MAR GIZMO | |
24 | . | 1.80 | 3 | 21 | . | . | 65 | 2.500 | . | 3750 | 3750 | EQ | FACT2 APL GIZMO | |
25 | . | 0.00 | 1 | 1 | . | . | -1 | 280.000 | . | 3750 | 3750 | EQ | FACT2 MAR GIZMO | |
26 | . | -0.48 | 5 | 10 | . | . | 21 | 0.000 | . | 50 | 50 | LE | TOTAL BACKORDER |
The optimal value of the nonarc variable "f2 unused chips" is 280. This means that although there are 3750 chips that can be used at factory 2 in March, only 3470 are used. As the optimal value of "f1 unused chips" is zero, all chips available for production in March at factory 1 are used. The nonarc variable "f2 chips from mar" also has zero optimal value. This means that the April production at factory 2 does not need any chips that could have been held in inventory since March. However, the nonarc variable "f1 chips from mar" has value of 20. Thus, 3490 chips should be ordered for factory 2 in March. Twenty of these chips should be held in inventory until April, then sent to factory 1.