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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 - Mathematics and Statistics

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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
Sum
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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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Chapter 7: Assignment Problem and Sequencing - Exercise 7.1 [Page 118]

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(Processing cost in ₹)
I II III IV
P 31 25 33 29
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Complete the following activity to find the optimal assignment to minimize the total processing cost.

Solution:

Step 1: Subtract the smallest element in each row from every element of it. New assignment matrix is obtained as follows :

Job Machines
(Processing cost in ₹)
I II III IV
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Q 4 3 2 0
R 0 2 4 5
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Step 2: Subtract the smallest element in each column from every element of it. New assignment matrix is obtained as above, because each column in it contains one zero.

Step 3: Draw minimum number of vertical and horizontal lines to cover all zeros:

Job Machines
(Processing cost in ₹)
I II III IV
P 6 0 8 4
Q 4 3 2 0
R 0 2 4 5
S 4 2 0 6

Step 4: From step 3, as the minimum number of straight lines required to cover all zeros in the assignment matrix equals the number of rows/columns. Optimal solution has reached.

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(Processing cost in ₹)
I II III IV
P 6 0 8 4
Q 4 3 2 0
R 0 2 4 5
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P II `square`
Q `square` 21
R I `square`
S III 34

Hence, total (minimum) processing cost = 25 + 21 + 19 + 34 = ₹`square`


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