In: Advanced Math
Explain what it means for an assignment model to be balanced. Give detailed mathematical examples.
What is Balanced assignment problem:
Suppose we have persons to which we
want to assign
jobs in such a way that
each person get exactly one job(or each job goes to exactly one
person). We also know the cost of assigning a given person to a
given job. Our aim is to find an optimal assignment one which
minimizes total cost.
Mathematical Formulation of the above problem is:
Let
if job
goes to
person
and
otherwise.
be
the cost when job
goes to
person
.Note that
cost can not be negative quantity, so
. We define the cost matrix to be
.
An assignment is a set of entry positions in the
cost matrix, no two of which lies in the same row or same
column
Minimize
subject to
Note: In Balanced assignment problem we got the cost matrix
as square
matrix. But if the problem is unbalanced the cost matrix
is not
square.In such problems, dummy rows (or columns) are added in the
matrix
so that it
form a square matrix. The dummy rows or columns will contain all
costs elements as zero.
Examples:
1.Balance assignment problem:
A company has four machines that are used for four jobs. Each job can be assigned to one and only one machine. The cost of each job on each machine is given in the following Table.
observe that there are 4 machines and 4 jobs that means each job
goes to one machine or each machine assigns one job. So this is an
example of Balanced assignment problem. The cost matrix for this
problem is
, which is a square matrix of order 4.
2.Unbalance assignment problem:
A company has four machines that are used for three jobs. Each job can be assigned to one and only one machine. The cost of each job on each machine is given in the following Table.
observe that each machine can not be assigned job. This is an
example of unbalanced assignment problem. In this case the cost
matrix
is not a square matrix. In order to solve this unbalanced
assignment problem first we balance it by adding a dummy row in the
cost matrix C whose entries are zero..