allocating resources to strategic alternatives tp i

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    Allocating Resources toStrategic Alternatives

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    Operations managers often prefer to

    use mathematical model , as it is

    quicker, inexpensive and morereliable

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    Transportation Problem

    The Transportation Problem is one of the

    sub-classes of LPPs in which the objective

    is to transport various quantities of a single

    homogeneous commodity, that are initially

    stored at various origins, to different

    destinations in such a way that the total

    transportation cost is minimum.

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    The Transportation problem in LPP

    The transportation problem is a specialcase of linear programming problem

    This method is applicable in situations

    involving the physical movement of goodsfrom plants to warehouses , warehouses towholesalers, wholesalers to retailers ,retailers to customers

    A transportation problem can be eitherbalanced or unbalanced

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    TransportationProblem

    How much should be shipped from severalsources to several destinations

    Sources: Factories, warehouses, etc.

    Destinations: Warehouses, stores, etc.

    Transportation models

    Find lowest cost shipping arrangement

    Used primarily for existing distribution

    systems

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    A Transportation Model Requires

    The origin points, and the capacity or

    supply per period at each

    The destination points and the demand per

    period at eachThe cost of shipping one unit from each

    origin to each destination

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    Consider a commodity which is produced at

    various centers called SOURCES and is

    demanded at various otherDESTINATIONS.

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    The production capacity of each source

    (availability) and the requirement of eachdestination are known and fixed.

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    The cost of transporting one unit of the

    commodity from each source to each

    destination is also known.

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    The commodity is to be transported from

    various sources to different destinations in

    such a way that the requirement of each

    destination is satisfied and at the same timethe total cost of transportation in minimized.

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    This optimum allocation of the commodity

    from various sources to different destinations

    is called TRANSPORTATION PROBLEM.

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    A transportation problem can be statedmathematically as follows:

    Let there be m SOURCES and n DESTINATIONS

    Let ai : the availability at the ith source

    bj : the requirement of the jth destination.

    Cij : the cost of transporting one unit of

    commodity from the ith source to

    the jth destination

    xij : the quantity of the commoditytransported from ith source to the jth

    destination (i=1, 2, m; j=1,2, ..n)

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    Transportation Table

    Source Supply

    Demand

    1

    2

    :

    m

    a 1

    a 2

    :

    a m

    1 2 . . n

    b 1 b 2 b n

    Quantity demanded or

    required

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    Transportation Table

    Destination

    Source Supply

    Demand

    1

    2

    :

    m

    a1

    a 2

    :

    a m

    1 2 . . n

    b 1 b 2 b n

    x11

    x12

    . . x1n

    x 21 x 22 . . 2n

    : : : : : : :

    x m1 x m2 . . x mn

    :

    xQuantity supplied fromsources to destinations

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    Transportation Table

    Destination

    Source 1 2 . . n Supply

    1x 11 c 11 x 12 c 12

    . .x 1n c 1n a1

    2 x 21 c 21 x 22 c 22 . . x 2n c 2n a2

    : : : : : : : : : :

    m x m1 c m1 x m2 c m2 . . x mn c mn am

    Demand b 1 b 2 . . b n

    Cost of supplying1 unit from sources to

    destinations

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    Transportation Table

    ToFrom

    Bangalore(A)

    Mangalore(B)

    Mysore

    (C)Factory

    Capacity

    Chennai

    (D)100

    Delhi

    (E)300

    Pune

    (F)

    300

    WarehouseRequirements

    300 200 200 700

    5

    8

    9 7

    4

    4 3

    3

    5

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    Unbalanced transportation problem

    When the total availability is equal to the

    total requirement the problem (i.e. ai = bj)is said to be a balanced transportation

    problem. If the total availability at different

    sources is not equal to the total requirementat different destinations, (i.e. aibj), the

    problem is said to be an unbalanced

    transportation problem.

    Steps to convert an unbalanced problem to a

    balanced one are

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    Ifai > bj i.e. the total availability is greaterthan the total requirement, a dummy

    destination is introduced in the transportation

    problem with requirement = ai - bj. Theunit cost of transportation from each source

    to this destination is assumed to be zero.

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    If ai < bj i.e. the total availability is less

    than the total requirement, a dummy source

    is introduced in the transportation problemwith requirement = bj - ai. The unit cost of

    transportation from each destination to this

    source is assumed to be zero.

    After making the necessary modifications in thegiven problem to convert it to a balanced problem,

    it can be solved using any of the methods.

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    1. Destination

    Source D1 D2 D3 D4 D5 Availability

    S1 5 3 8 6 6 1100

    S2 4 5 7 6 7 900

    S3 8 4 4 6 6 700

    Requirement 800 400 500 400 600

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    2. Destination

    SourceD1 D2 D3 D4 D5 Availability

    S1 6 4 4 7 5 100

    S2 5 6 7 4 8 125S3 3 4 6 3 4 175

    Requirement 60 80 85 90 70

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    Determination of the starting Solution

    In any transportation model we determine a starting

    BFS and then iteratively move towards the optimalsolution which has the least shipping cost.

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    A solution where the row total of

    allocations is equal to the

    availabilities and the column total is

    equal to the requirements is called a

    Feasible Solution.

    The solution with m+n-1 allocationsis called a Basic Solution.

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    Different methods of obtaining initial basic

    feasible solution to a balanced minimization

    transportation problem are

    LEAST COST METHOD or Matrix

    Minima Method ( Best Method)

    NORTH WEST CORNER RULE

    VOGELS APPROXIMATION METHOD (

    Penalty method orVAMS Method.

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    LEAST COST Method of determining the

    starting BFS.

    In this method we start assigning as much as possible

    to the cell with the least unit transportation cost (ties

    are broken arbitrarily) and the associated amounts of

    supply and demand are adjusted by subtracting the

    allocated amount.

    Cross out the row (column) with zero supply(zero demand) to indicate that no further

    assignments can be made to that row(column).

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    If both a row and a column are simultaneously

    satisfied then

    if exactly one row or column is left uncrossed

    make the obvious allocations and stop. Else cross

    out one only (either the row or the column) and

    leave a zero supply(demand) in the uncrossed outrow(column).

    Next look for the uncrossed out cell with the

    smallest unit cost and repeat the process until no

    further allocations are to be made.

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    Consider the transportation table:

    3 7 6 45

    2 4 3 2

    2

    4 3 8 53

    3 3 2 2

    Destination

    1 2 3 4 Supply

    Source

    1

    2

    3

    Demand

    Total shipping cost = 36

    2

    1

    1 4

    3

    0

    220 2

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    1

    A B C D Supply

    E 1 2 3 4 6

    F 4 3 2 0 8

    G 0 2 2 1 10Demand 4 6 8 6

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    2

    D E F G Available

    A 11 13 17 14 250

    B 16 18 14 10 300

    C 21 24 13 10 400

    Demand 200 225 275 250

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    NORTH-WEST Corner Method for

    determining a starting BFS

    The method starts at the north-west corner cell

    (i.e. cell (1,1)).

    Step 1. We allocate as much as possible to theselected cell and adjust the associated amounts of

    supply and demand by subtracting the allocated

    amount.Step 2. Cross out the row (column) with zero

    supply (zero demand) to indicate that no further

    assignments can be made to that row(column).

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    If both a row and a column are simultaneously

    satisfied then

    if exactly one row or column is left uncrossed

    make the obvious allocations and stop. Else cross

    out one only (either the row or the column) and

    leave a zero supply(demand) in the uncrossed out

    row(column).

    Step 3. If no further allocation is to be made,stop. Else move to the cell to the right (if a

    column has just been crossed out) or to the cell

    below if a row has just been crossed out. Go to

    Step 1.

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    Consider the transportation table:

    3 7 6 45

    2 4 3 2

    2

    4 3 8 53

    3 3 2 2

    Destination

    1 2 3 4 Supply

    Source

    1

    2

    3

    Demand

    32

    2

    1

    1 11

    1

    1 22

    Total shipping cost = 48

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    1. Destination

    Source D1 D2 D3 D4 D5 Availability

    S1 5 3 8 6 6 1100

    S2 4 5 7 6 7 900

    S3 8 4 4 6 6 700

    Requirement 800 400 500 400 600

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    2. Destination

    SourceD1 D2 D3 D4 D5 Availability

    S1 6 4 4 7 5 100

    S2 5 6 7 4 8 125S3 3 4 6 3 4 175

    Requirement 60 80 85 90 70

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    1

    A B C D Supply

    E 1 2 3 4 6

    F 4 3 2 0 8

    G 0 2 2 1 10Demand 4 6 8 6

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    2

    D E F G Available

    A 11 13 17 14 250

    B 16 18 14 10 300

    C 21 24 13 10 400

    Demand 200 225 275 250

    3 Vogels approximation method (VAM)

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    3. Vogels approximation method (VAM)

    Step 1. For each row (column) remaining under

    consideration, determine a penalty by subtracting thesmallest unit cost in the row (column) from the next

    smallest unit cost in the same row(column). ( If two

    unit costs tie for being the smallest unit cost, then

    the penalty is 0).

    Step2. Identify the row or column with the largest

    penalty. Break ties arbitrarily. Allocate as much as

    possible to the cell with the least unit cost in the

    selected row or column.(Again break the ties

    arbitrarily.) Adjust the supply and demand and cross

    out the satisfied row or column.

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    If both a row and a column are simultaneously

    satisfied then

    if exactly one row or column is left uncrossed

    make the obvious allocations and stop. Else cross

    out one only (either the row or the column) and

    leave a zero supply(demand) in the uncrossed outrow(column). (But omit that row or column for

    calculating future penalties).

    Step 3. If all allocations are made, stop. Else go tostep 1.

    D ti ti

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    3 7 6 45

    2 4 3 22

    4 3 8 53

    3 3 2 2

    Destination1 2 3 4 Supply Row Penalties

    So

    u

    rc

    e

    1

    2

    3

    Demand

    Total shipping cost = 32

    Column

    Penalties

    1

    0

    1

    1 1 3 2

    2

    0

    1

    -

    1

    1 4 - 1

    3

    0

    3 0 0 2

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    2

    D E F G Available

    A 11 13 17 14 250

    B 16 18 14 10 300

    C 21 24 13 10 400

    Demand 200 225 275 250

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    All three Methods

    Origin Destination Supply

    D1 D2 D3

    O1 2 7 4 5

    O2 3 3 1 8

    O3 5 4 7 7

    O4 1 6 2 14

    Demand 7 9 18 34

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    Moving Towards Optimality

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    Algorithm of MODIFIED DISTRIBUTION(MODI) METHOD

    Step I: For an initial basic feasible solutionwith (m+n-1) occupied (basic) cells,calculate ui and vj values for rows andcolumns respectively using the relationship ui+ vj = Cij for all allocated cells only. To startwith assume any one of the ui or vj to bezero.

    Step II: For the unoccupied (non-basic)cells, calculate the cell evaluations or thenet evaluations as ij = (ui + vj)Cij

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    Step III:

    a) If all ij < 0, the current solution is optimaland unique.

    b) If any ij = 0, the current solution is

    optimal, but an alternate solution exists.c) If any ij > 0, then an improved solutioncan be obtained; by converting one of the

    basic cells to a non basic cells and one of thenon basic cells to a basic cell. Go to step IV.

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    Step IV: Select the cell corresponding to

    most Positive cell evaluation. This cell is

    called the entering cell. Identify a closed

    path or a loop which starts and ends at the

    entering cell and connects some basic cells atevery corner.

    Step V: Put a + sign in the entering cell andmark the remaining corners of the loop

    alternately withand + signs.

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    Step VI: From the cells marked withsign,

    select the smallest quantity (say ). Add

    to each quantity of the cell marked with +

    sign and subtract from each quantity of

    the cell marked withsign. In case of a tie,make zero allocation to any one of the cells.

    This will make one non-basic cells as basic

    and vice-versa.

    Step VII: Return to step I.