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प्रश्न
Five different machines can do any of the five required jobs, with different profits resulting from each assignment as shown below:
| Job | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 30 | 37 | 40 | 28 | 40 |
| 2 | 40 | 24 | 27 | 21 | 36 |
| 3 | 40 | 32 | 33 | 30 | 35 |
| 4 | 25 | 38 | 40 | 36 | 36 |
| 5 | 29 | 62 | 41 | 34 | 39 |
Find the optimal assignment schedule.
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उत्तर
Step 1:
Since it is a maximization problem, subtract each of the elements in the table from the largest element, i.e., 62
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 32 | 25 | 22 | 34 | 22 |
| 2 | 22 | 38 | 35 | 41 | 26 |
| 3 | 22 | 30 | 29 | 32 | 27 |
| 4 | 37 | 24 | 22 | 26 | 26 |
| 5 | 33 | 0 | 21 | 28 | 23 |
Step 2:
Row minimum Subtract the smallest element in each row from every element in its row.
The matrix obtained is given below:
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 10 | 3 | 0 | 12 | 0 |
| 2 | 0 | 16 | 13 | 19 | 4 |
| 3 | 0 | 8 | 7 | 10 | 5 |
| 4 | 15 | 2 | 0 | 4 | 4 |
| 5 | 33 | 0 | 21 | 28 | 23 |
Step 3:
Column minimum Subtract the smallest element in each column of assignment matrix obtained in step 2 from every element in its column.
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 10 | 3 | 0 | 8 | 0 |
| 2 | 0 | 16 | 13 | 15 | 4 |
| 3 | 0 | 8 | 7 | 6 | 5 |
| 4 | 15 | 2 | 0 | 0 | 4 |
| 5 | 33 | 0 | 21 | 24 | 23 |
Step 4:
Draw minimum number of vertical and horizontal lines to cover all zeros.
First cover all rows and columns which have maximum number of zeros.
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 10 | 3 | 0 | 8 | 0 |
| 2 | 0 | 16 | 13 | 15 | 4 |
| 3 | 0 | 8 | 7 | 6 | 5 |
| 4 | 15 | 2 | 0 | 0 | 4 |
| 5 | 33 | 0 | 21 | 24 | 23 |
Step 5:
From step 4, 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., 4 and subtract it from all the uncovered elements and add it to the elements which lie at the intersection of two lines.
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 14 | 3 | 0 | 8 | 0 |
| 2 | 0 | 12 | 9 | 11 | 0 |
| 3 | 0 | 4 | 3 | 2 | 1 |
| 4 | 19 | 2 | 0 | 0 | 4 |
| 5 | 37 | 0 | 21 | 24 | 23 |
Step 6:
Draw minimum number of vertical and horizontal lines to cover all zeros.
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 14 | 3 | 0 | 8 | 0 |
| 2 | 0 | 12 | 9 | 11 | 0 |
| 3 | 0 | 4 | 3 | 2 | 1 |
| 4 | 19 | 2 | 0 | 0 | 4 |
| 5 | 37 | 0 | 21 | 24 | 23 |
Step 7:
From step 6, 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:
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 14 | 3 | 0 | 8 | 0 |
| 2 | 0 | 12 | 9 | 11 | 0 |
| 3 | 0 | 4 | 3 | 2 | 1 |
| 4 | 19 | 2 | 0 | 0 | 4 |
| 5 | 37 | 0 | 21 | 24 | 23 |
Step 8:
The matrix obtained in step 7 contains exactly one assignment for each row and column.
∴ Optimal assignment schedule is as follows:
| Jobs | Machines | Profit (in ₹) |
| 1 | C | 40 |
| 2 | E | 36 |
| 3 | A | 40 |
| 4 | D | 36 |
| 5 | B | 62 |
∴ Total maximum profit = 40 + 36 + 40 + 36 + 62 = ₹ 214.
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संबंधित प्रश्न
Solve the following minimal assignment problem and hence find the minimum value :
| I | II | III | IV | |
| A | 2 | 10 | 9 | 7 |
| B | 13 | 2 | 12 | 2 |
| C | 3 | 4 | 6 | 1 |
| D | 4 | 15 | 4 | 9 |
Solve the following minimal assignment problem :
| Machines | A | B | C | D | E |
| M1 | 27 | 18 | ∞ | 20 | 21 |
| M2 | 31 | 24 | 21 | 12 | 17 |
| M3 | 20 | 17 | 20 | ∞ | 16 |
| M4 | 21 | 28 | 20 | 16 | 27 |
Solve the following maximal assignment problem :
| Branch Manager | Monthly Business ( Rs. lakh) | |||
| A | B | C | D | |
| P | 11 | 11 | 9 | 9 |
| Q | 13 | 16 | 11 | 10 |
| R | 12 | 17 | 13 | 8 |
| S | 16 | 14 | 16 | 12 |
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 |
The assignment problem is said to be unbalance if ______
The assignment problem is said to be balanced if ______.
Choose the correct alternative :
The assignment problem is said to be balanced if it is a ______.
The objective of an assignment problem is to assign ______.
In an assignment problem, if number of column is greater than number of rows, then a dummy column is added.
State whether the following is True or False :
In assignment problem, each facility is capable of performing each task.
Solve the following problem :
A plant manager has four subordinates, and four tasks to be performed. The subordinates differ in efficiency and the tasks differ in their intrinsic difficulty. This estimate of the time each man would take to perform each task is given in the effectiveness matrix below.
| I | II | III | IV | |
| A | 7 | 25 | 26 | 10 |
| B | 12 | 27 | 3 | 25 |
| C | 37 | 18 | 17 | 14 |
| D | 18 | 25 | 23 | 9 |
How should the tasks be allocated, one to a man, as to minimize the total man hours?
Choose the correct alternative:
The assignment problem is said to be balanced if ______
State whether the following statement is True or False:
In assignment problem each worker or machine is assigned only one job
What is the difference between Assignment Problem and Transportation Problem?
Three jobs A, B and C one to be assigned to three machines U, V and W. The processing cost for each job machine combination is shown in the matrix given below. Determine the allocation that minimizes the overall processing cost.
| Machine | ||||
| U | V | W | ||
| Jobs | A | 17 | 25 | 31 |
| B | 10 | 25 | 16 | |
| C | 12 | 14 | 11 | |
(cost is in ₹ per unit)
Choose the correct alternative:
Number of basic allocation in any row or column in an assignment problem can be
Choose the correct alternative:
North – West Corner refers to ______
Choose the correct alternative:
If number of sources is not equal to number of destinations, the assignment problem is called ______
Choose the correct alternative:
The solution for an assignment problem is optimal if
Choose the correct alternative:
In an assignment problem involving four workers and three jobs, total number of assignments possible are
A car hire company has one car at each of five depots a, b, c, d and e. A customer in each of the fine towers A, B, C, D and E requires a car. The distance (in miles) between the depots (origins) and the towers(destinations) where the customers are given in the following distance matrix.
| a | b | c | d | e | |
| A | 160 | 130 | 175 | 190 | 200 |
| B | 135 | 120 | 130 | 160 | 175 |
| C | 140 | 110 | 155 | 170 | 185 |
| D | 50 | 50 | 80 | 80 | 110 |
| E | 55 | 35 | 70 | 80 | 105 |
How should the cars be assigned to the customers so as to minimize the distance travelled?
A job production unit has four jobs P, Q, R, and S which can be manufactured on each of the four machines I, II, III, and IV. The processing cost of each job for each machine is given in the following table:
| Job | Machines (Processing cost in ₹) |
|||
| I | II | III | IV | |
| P | 31 | 25 | 33 | 29 |
| Q | 25 | 24 | 23 | 21 |
| R | 19 | 21 | 23 | 24 |
| S | 38 | 36 | 34 | 40 |
Find the optimal assignment to minimize the total processing cost.
A job production unit has four jobs P, Q, R, S which can be manufactured on each of the four machines I, II, III and IV. The processing cost of each job for each machine is given in the following table :
| Job | Machines (Processing cost in ₹) |
|||
| I | II | III | IV | |
| P | 31 | 25 | 33 | 29 |
| Q | 25 | 24 | 23 | 21 |
| R | 19 | 21 | 23 | 24 |
| S | 38 | 36 | 34 | 40 |
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 | |
| P | 6 | 0 | 8 | 4 |
| Q | 4 | 3 | 2 | 0 |
| R | 0 | 2 | 4 | 5 |
| S | 4 | 2 | 0 | 6 |
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.
Examine the rows one by one starting with the first row with exactly one zero is found. Mark the zero by enclosing it in (`square`), indicating assignment of the job. Cross all the zeros in the same column. This step is shown in the following table :
| 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 5: It is observed that all the zeros are assigned and each row and each column contains exactly one assignment. Hence, the optimal (minimum) assignment schedule is :
| Job | Machine | Min.cost |
| P | II | `square` |
| Q | `square` | 21 |
| R | I | `square` |
| S | III | 34 |
Hence, total (minimum) processing cost = 25 + 21 + 19 + 34 = ₹`square`
