# Service for Solving Linear Programming Problems

and other interesting typical problems
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## Example ¹6. Transportation Problem by North-West Corner Method(Unbalanced problem. Fictitious consumer)

This solution was made using the calculator presented on the site.
Problem:
The cost of delivery of a unit of production from the supplier to the consumer is located in the lower right corner of the cell.
 Supplier Consumer Supply B 1 B 2 B 3 A 1 3 5 4 20 A 2 6 3 1 40 A 3 3 2 7 30 Customer   needs 30 35 20
It is necessary to find a transport plan in which the total cost of delivery will be the lowest.
Solution:
This is a necessary condition for solving the problem:
the total supply of suppliers should be equal to the total needs of consumers.

Let's check it.
The total supply of suppliers: 20 + 40 + 30 = 90 units.
The total needs of consumers: 30 + 35 + 20 = 85 units.
The difference is 5 units.
Let's enter a fictitious consumer B4 into use. Let customer needs B4 is 5 units.
Let the cost of delivery from all suppliers to the consumer B4 is zero (see the table below).
Now the total supply of suppliers equals the total needs of consumers.
This is a necessary condition for solving the problem:
number of used routes = number of suppliers + number of consumers - 1.

Therefore, if we have a situation where it is necessary to exclude a column and a row at the same time, we will exclude one thing.
We will start filling the table from the upper left corner and gradually move to the lower right corner.
From the North-West to South-East.
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 ? 3 5 4 0 20 A 2 6 3 1 0 40 A 3 3 2 7 0 30 Customer   needs 30 35 20 5
20 = min { 30, 20 }
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20   No A 2 ? 6 3 1 0 40 A 3 3 2 7 0 30 Customer   needs 30 10 35 20 5
10 = min { 10, 40 }
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20   No A 2 10 6 ? 3 1 0 40   30 A 3 3 2 7 0 30 Customer   needs 30 10 No 35 20 5
30 = min { 35, 30 }
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20   No A 2 10 6 30 3 1 0 40   30   No A 3 3 ? 2 7 0 30 Customer   needs 30 10 No 35 5 20 5
5 = min { 5, 30 }
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20   No A 2 10 6 30 3 1 0 40   30   No A 3 3 5 2 ? 7 0 30   25 Customer   needs 30 10 No 35 5 No 20 5
20 = min { 20, 25 }
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20   No A 2 10 6 30 3 1 0 40   30   No A 3 3 5 2 20 7 ? 0 30   25   5 Customer   needs 30 10 No 35 5 No 20 No 5
5 = min { 5, 5 }
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20   No A 2 10 6 30 3 1 0 40   30   No A 3 3 5 2 20 7 5 0 30   25   5   No Customer   needs 30 10 No 35 5 No 20 No 5 No
Let's calculate the total cost of delivery for the initial solution.

## 20*3 + 10*6 + 30*3 + 5*2 + 20*7 + 5*0 = 360

Is the initial solution optimal?
Let's check this using the MODI method (UV method).
To each supplier A i we associate a some number U i
To each consumer B j we associate a some number V j
For the routes used: U + V = cost of delivery.
Let's find U i and V j step by step.
To do this, we need to enter the value of one of them. Let u3 = 0.
 A3B2 : v2 + u3 = 2 v2 = 2 - 0 = 2 A3B3 : v3 + u3 = 7 v3 = 7 - 0 = 7 A3B4 : v4 + u3 = 0 v4 = 0 - 0 = 0 A2B2 : v2 + u2 = 3 u2 = 3 - 2 = 1 A2B1 : v1 + u2 = 6 v1 = 6 - 1 = 5 A1B1 : v1 + u1 = 3 u1 = 3 - 5 = -2
 Supplier Consumer U B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 u1 = -2 A 2 10 6 30 3 1 0 u2 = 1 A 3 3 5 2 20 7 5 0 u3 = 0 V v1 = 5 v2 = 2 v3 = 7 v4 = 0
Let's find evaluations of unused routes (cij - cost of delivery). ?
 A1B2 : Δ12 = c12 - ( u1 + v2 ) = 5 - ( -2 + 2 ) = 5 A1B3 : Δ13 = c13 - ( u1 + v3 ) = 4 - ( -2 + 7 ) = -1 A1B4 : Δ14 = c14 - ( u1 + v4 ) = 0 - ( -2 + 0 ) = 2 A2B3 : Δ23 = c23 - ( u2 + v3 ) = 1 - ( 1 + 7 ) = -7 A2B4 : Δ24 = c24 - ( u2 + v4 ) = 0 - ( 1 + 0 ) = -1 A3B1 : Δ31 = c31 - ( u3 + v1 ) = 3 - ( 0 + 5 ) = -2
There are negative evaluations. Therefore it is possible to reduce the total cost of delivery.
STEP ¹1.
The cell A2B3 (unused route) is selected ? because its evaluation is negative.
Please, move the mouse cursor to the selected cell A2B3. Only horizontal and vertical cursor movements can be used.
Connect the filled cells with a continuous line so that you return to the cell A2B3.
The cells located at the vertices of the plotted line form a loop for the selected cell (see highlighted cells in the table below).
There is only one loop for cell A2B3.
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 10 6 30 3 -7 1 0 40 A 3 3 5 2 20 7 5 0 30 Customer   needs 30 35 20 5
20 = min { 30, 20 } ?
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 10 6 30 3 -7 1 0 40 A 3 3 5 2 20 7 5 0 30 Customer   needs 30 35 20 5
This transformation will not change the balance.
But this transformation will change the total cost of delivery by:
1 * 20 - 3 * 20 + 2 * 20 - 7 * 20 = ( 1 - 3 + 2 - 7 ) * 20 = -7 * 20
You correctly noted that   -7 * 20 = Δ23 * 20 ?
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 10 6 30 - 20 3 +20 -7 1 0 40 A 3 3 5 + 20 2 20 - 20 7 5 0 30 Customer   needs 30 35 20 5
We have a new solution. ?
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 10 6 10 3 20 1 0 40 A 3 3 25 2 7 5 0 30 Customer   needs 30 35 20 5
We will calculate the total cost of delivery of the new solution.

## S = 360 + Δ23 * 20 = 360 -7 * 20 = 220

Is the new solution optimal?
Let's check this using the MODI method (UV method).
To each supplier A i we associate a some number U i
To each consumer B j we associate a some number V j
For the routes used: U + V = cost of delivery.
Let's find U i and V j step by step.
To do this, we need to enter the value of one of them. Let u2 = 0.
 A2B1 : v1 + u2 = 6 v1 = 6 - 0 = 6 A2B2 : v2 + u2 = 3 v2 = 3 - 0 = 3 A2B3 : v3 + u2 = 1 v3 = 1 - 0 = 1 A3B2 : v2 + u3 = 2 u3 = 2 - 3 = -1 A3B4 : v4 + u3 = 0 v4 = 0 - (-1) = 1 A1B1 : v1 + u1 = 3 u1 = 3 - 6 = -3
 Supplier Consumer U B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 u1 = -3 A 2 10 6 10 3 20 1 0 u2 = 0 A 3 3 25 2 7 5 0 u3 = -1 V v1 = 6 v2 = 3 v3 = 1 v4 = 1
Let's find evaluations of unused routes (cij - cost of delivery). ?
 A1B2 : Δ12 = c12 - ( u1 + v2 ) = 5 - ( -3 + 3 ) = 5 A1B3 : Δ13 = c13 - ( u1 + v3 ) = 4 - ( -3 + 1 ) = 6 A1B4 : Δ14 = c14 - ( u1 + v4 ) = 0 - ( -3 + 1 ) = 2 A2B4 : Δ24 = c24 - ( u2 + v4 ) = 0 - ( 0 + 1 ) = -1 A3B1 : Δ31 = c31 - ( u3 + v1 ) = 3 - ( -1 + 6 ) = -2 A3B3 : Δ33 = c33 - ( u3 + v3 ) = 7 - ( -1 + 1 ) = 7
There are negative evaluations. Therefore it is possible to reduce the total cost of delivery.
STEP ¹2.
The cell A3B1 (unused route) is selected ? because its evaluation is negative.
Please, move the mouse cursor to the selected cell A3B1. Only horizontal and vertical cursor movements can be used.
Connect the filled cells with a continuous line so that you return to the cell A3B1.
The cells located at the vertices of the plotted line form a loop for the selected cell (see highlighted cells in the table below).
There is only one loop for cell A3B1.
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 10 6 10 3 20 1 0 40 A 3 -2 3 25 2 7 5 0 30 Customer   needs 30 35 20 5
10 = min { 25, 10 } ?
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 10 6 10 3 20 1 0 40 A 3 -2 3 25 2 7 5 0 30 Customer   needs 30 35 20 5
This transformation will not change the balance.
But this transformation will change the total cost of delivery by:
3 * 10 - 2 * 10 + 3 * 10 - 6 * 10 = ( 3 - 2 + 3 - 6 ) * 10 = -2 * 10
You correctly noted that   -2 * 10 = Δ31 * 10 ?
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 10 - 10 6 10 + 10 3 20 1 0 40 A 3 +10 -2 3 25 - 10 2 7 5 0 30 Customer   needs 30 35 20 5
We have a new solution. ?
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 6 20 3 20 1 0 40 A 3 10 3 15 2 7 5 0 30 Customer   needs 30 35 20 5
We will calculate the total cost of delivery of the new solution.

## S = 220 + Δ31 * 10 = 220 -2 * 10 = 200

Is the new solution optimal?
Let's check this using the MODI method (UV method).
To each supplier A i we associate a some number U i
To each consumer B j we associate a some number V j
For the routes used: U + V = cost of delivery.
Let's find U i and V j step by step.
To do this, we need to enter the value of one of them. Let u3 = 0.
 A3B1 : v1 + u3 = 3 v1 = 3 - 0 = 3 A3B2 : v2 + u3 = 2 v2 = 2 - 0 = 2 A3B4 : v4 + u3 = 0 v4 = 0 - 0 = 0 A1B1 : v1 + u1 = 3 u1 = 3 - 3 = 0 A2B2 : v2 + u2 = 3 u2 = 3 - 2 = 1 A2B3 : v3 + u2 = 1 v3 = 1 - 1 = 0
 Supplier Consumer U B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 u1 = 0 A 2 6 20 3 20 1 0 u2 = 1 A 3 10 3 15 2 7 5 0 u3 = 0 V v1 = 3 v2 = 2 v3 = 0 v4 = 0
Let's find evaluations of unused routes (cij - cost of delivery). ?
 A1B2 : Δ12 = c12 - ( u1 + v2 ) = 5 - ( 0 + 2 ) = 3 A1B3 : Δ13 = c13 - ( u1 + v3 ) = 4 - ( 0 + 0 ) = 4 A1B4 : Δ14 = c14 - ( u1 + v4 ) = 0 - ( 0 + 0 ) = 0 A2B1 : Δ21 = c21 - ( u2 + v1 ) = 6 - ( 1 + 3 ) = 2 A2B4 : Δ24 = c24 - ( u2 + v4 ) = 0 - ( 1 + 0 ) = -1 A3B3 : Δ33 = c33 - ( u3 + v3 ) = 7 - ( 0 + 0 ) = 7
There is negative evaluation. Therefore it is possible to reduce the total cost of delivery.
STEP ¹3.
The cell A2B4 (unused route) is selected because its evaluation is negative.
Please, move the mouse cursor to the selected cell A2B4. Only horizontal and vertical cursor movements can be used.
Connect the filled cells with a continuous line so that you return to the cell A2B4.
The cells located at the vertices of the plotted line form a loop for the selected cell (see highlighted cells in the table below).
There is only one loop for cell A2B4.
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 6 20 3 20 1 -1 0 40 A 3 10 3 15 2 7 5 0 30 Customer   needs 30 35 20 5
5 = min { 20, 5 } ?
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 6 20 3 20 1 -1 0 40 A 3 10 3 15 2 7 5 0 30 Customer   needs 30 35 20 5
This transformation will not change the balance.
But this transformation will change the total cost of delivery by:
0 * 5 - 3 * 5 + 2 * 5 - 0 * 5 = ( 0 - 3 + 2 - 0 ) * 5 = -1 * 5
You correctly noted that   -1 * 5 = Δ24 * 5 ?
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 6 20 - 5 3 20 1 +5 -1 0 40 A 3 10 3 15 + 5 2 7 5 - 5 0 30 Customer   needs 30 35 20 5
We have a new solution. ?
 Supplier Consumer Supply B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 20 A 2 6 15 3 20 1 5 0 40 A 3 10 3 20 2 7 0 30 Customer   needs 30 35 20 5
We will calculate the total cost of delivery of the new solution.

## S = 200 + Δ24 * 5 = 200 -1 * 5 = 195

Is the new solution optimal?
Let's check this using the MODI method (UV method).
To each supplier A i we associate a some number U i
To each consumer B j we associate a some number V j
For the routes used: U + V = cost of delivery.
Let's find U i and V j step by step.
To do this, we need to enter the value of one of them. Let u2 = 0.
 A2B2 : v2 + u2 = 3 v2 = 3 - 0 = 3 A2B3 : v3 + u2 = 1 v3 = 1 - 0 = 1 A2B4 : v4 + u2 = 0 v4 = 0 - 0 = 0 A3B2 : v2 + u3 = 2 u3 = 2 - 3 = -1 A3B1 : v1 + u3 = 3 v1 = 3 - (-1) = 4 A1B1 : v1 + u1 = 3 u1 = 3 - 4 = -1
 Supplier Consumer U B 1 B 2 B 3 B 4 A 1 20 3 5 4 0 u1 = -1 A 2 6 15 3 20 1 5 0 u2 = 0 A 3 10 3 20 2 7 0 u3 = -1 V v1 = 4 v2 = 3 v3 = 1 v4 = 0
Let's find evaluations of unused routes (cij - cost of delivery). ?
 A1B2 : Δ12 = c12 - ( u1 + v2 ) = 5 - ( -1 + 3 ) = 3 A1B3 : Δ13 = c13 - ( u1 + v3 ) = 4 - ( -1 + 1 ) = 4 A1B4 : Δ14 = c14 - ( u1 + v4 ) = 0 - ( -1 + 0 ) = 1 A2B1 : Δ21 = c21 - ( u2 + v1 ) = 6 - ( 0 + 4 ) = 2 A3B3 : Δ33 = c33 - ( u3 + v3 ) = 7 - ( -1 + 1 ) = 7 A3B4 : Δ34 = c34 - ( u3 + v4 ) = 0 - ( -1 + 0 ) = 1
There are no negative evaluations. Therefore it is not possible to reduce the total cost of delivery.
Result:

20 0 0 0
0 15 20 5
10 20 0 0