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Question
Five wagons are available at stations 1, 2, 3, 4, and 5. These are required at 5 stations I, II, III, IV, and V. The mileage between various stations are given in the table below. How should the wagons be transported so as to minimize the mileage covered?
I | II | III | IV | V | |
1 | 10 | 5 | 9 | 18 | 11 |
2 | 13 | 9 | 6 | 12 | 14 |
3 | 3 | 2 | 4 | 4 | 5 |
4 | 18 | 9 | 12 | 17 | 15 |
5 | 11 | 6 | 14 | 19 | 10 |
Solution
Step 1: Row minimum
Subtract the smallest element in each row from every element in its row.
∴ The matrix obtained is given below:
I | II | III | IV | V | |
1 | 5 | 0 | 4 | 13 | 6 |
2 | 7 | 3 | 0 | 6 | 8 |
3 | 1 | 0 | 2 | 2 | 3 |
4 | 9 | 0 | 3 | 8 | 6 |
5 | 5 | 0 | 8 | 13 | 4 |
Step 2: Column minimum
Subtract the smallest element in each column of assignment matrix obtained in step 1 from every element in its column.
I | II | III | IV | V | |
1 | 4 | 0 | 4 | 11 | 3 |
2 | 6 | 3 | 0 | 4 | 5 |
3 | 0 | 0 | 2 | 0 | 0 |
4 | 8 | 0 | 3 | 6 | 3 |
5 | 4 | 0 | 8 | 11 | 1 |
Step 3: Draw minimum number of vertical and horizontal lines to cover all zeros.
First cover all rows and columns which have maximum number of zeros.
I | II | III | IV | V | |
1 | 4 | `cancel0` | 4 | 11 | 3 |
2 | `cancel6` | `cancel3` | `cancel0` | `cancel4` | `cancel5` |
3 | `cancel0` | `cancel0` | `cancel2` | `cancel0` | `cancel0` |
4 | 8 | `cancel0` | 3 | 6 | 3 |
5 | 4 | `cancel0` | 8 | 11 | 1 |
Step 4: From step 3, minimum number of lines covering all the zeros are 3, which is less than order of matrix, i.e., 5.
∴ Select smallest element from all the uncovered elements, i.e., 1 and subtract it from all the uncovered elements and add it to the elements which lie at the intersection of two lines.
I | II | III | IV | V | |
1 | 3 | 0 | 3 | 10 | 2 |
2 | 6 | 4 | 0 | 4 | 5 |
3 | 0 | 1 | 2 | 0 | 0 |
4 | 7 | 0 | 2 | 5 | 2 |
5 | 3 | 0 | 7 | 10 | 0 |
Step 5: Draw minimum number of vertical and horizontal lines to cover all zeros.
I | II | III | IV | V | |
1 | 3 | `cancel0` | 3 | 10 | 2 |
2 | `cancel6` | `cancel4` | `cancel0` | `cancel4` | `cancel5` |
3 | `cancel0` | `cancel1` | `cancel2` | `cancel0` | `cancel0` |
4 | 7 | `cancel0` | 2 | 5 | 2 |
5 | `cancel3` | `cancel0` | `cancel7` | `cancel10` | `cancel0` |
Step 6: From step 5, minimum number of lines covering all the zeros are 4, which is less than order of matrix, i.e., 5.
∴ Select smallest element from all the uncovered elements, i.e., 2 and subtract it from all the uncovered elements and add it to the elements which lie at the intersection of two lines.
I | II | III | IV | V | |
1 | 1 | 0 | 1 | 8 | 0 |
2 | 6 | 6 | 0 | 4 | 5 |
3 | 0 | 3 | 2 | 0 | 0 |
4 | 5 | 0 | 0 | 3 | 0 |
5 | 3 | 2 | 7 | 10 | 0 |
Step 7: Draw minimum number of vertical and horizontal lines to cover all zeros.
I | II | III | IV | V | |
1 | 1 | `cancel0` | `cancel1` | 8 | `cancel0` |
2 | 6 | `cancel6` | `cancel0` | 4 | `cancel5` |
3 | `cancel0` | `cancel3` | `cancel2` | `cancel0` | `cancel0` |
4 | 5 | `cancel0` | `cancel0` | 3 | `cancel0` |
5 | 3 | `cancel2` | `cancel7` | 10 | `cancel0` |
Step 8: From step 7, minimum number of lines covering all the zeros are 4, which is less than order of matrix, i.e.,5.
∴ Select smallest element from all the uncovered elements, i.e., 1 and subtract it from all the uncovered elements and add it to the elements which lie at the intersection of two lines.
I | II | III | IV | V | |
1 | 0 | 0 | 1 | 7 | 0 |
2 | 5 | 6 | 0 | 3 | 5 |
3 | 0 | 4 | 3 | 0 | 1 |
4 | 4 | 0 | 0 | 2 | 0 |
5 | 2 | 2 | 7 | 9 | 0 |
Step 9: Draw minimum number of vertical and horizontal lines to cover all zeros.
I | II | III | IV | V | |
1 | `cancel0` | `cancel0` | `cancel1` | `cancel7` | `cancel0` |
2 | 5 | 6 | `cancel0` | 3 | `cancel5` |
3 | `cancel0` | `cancel4` | `cancel3` | `cancel0` | `cancel1` |
4 | `cancel4` | `cancel0` | `cancel0` | `cancel2` | `cancel0` |
5 | 2 | 2 | `cancel7` | 9 | `cancel0` |
Step 10: From step 9, minimum number of lines covering all the zeros are 5, which is equal to order of the matrix, i.e., 5.
∴ Select a row with exactly one zero, enclose that zero in ( ) and cross out all zeros in its respective column.
Similarly, examine each row and column and mark the assignment ( ).
∴ The matrix obtained is as follows:
I | II | III | IV | V | |
1 | 0 | `cancel0` | 1 | 7 | `cancel0` |
2 | 5 | 6 | 0 | 3 | 5 |
3 | `cancel0` | 4 | 3 | 0 | 1 |
4 | 4 | 0 | `cancel0` | 2 | `cancel0` |
5 | 2 | 2 | 7 | 9 | 0 |
Step 11: The matrix obtained in step 10 contains exactly one assignment for each row and column.
∴ Optimal assignment schedule is as follows:
Jobs | Wagons | Mileage |
1 | I | 10 |
2 | II | 6 |
3 | III | 4 |
4 | IV | 9 |
5 | V | 10 |
∴ Total minimum mileage = 10 + 6 = 4 + 9 + 10 = 39.
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