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LP - V Lecture (Sensitivity Analysis)

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  • 7/30/2019 LP - V Lecture (Sensitivity Analysis)

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    Linear Programming

    Sensitivity Analysis

    or

    Post Optimality Analysis

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    Post Optimality Analysis Max Z = 25x1 + 40x2 + 50x3

    S/t. 5x1 + 20x2 + 25x3 400

    10x1 + 15x2 + 20x3 500

    x1, x2, x3 0

    25 40 50 0 0RHS

    x1 x2 x3 w1 w2

    40 x2 0 1 6/5 2/25 1/25 12

    25 x1 1 0 1/5 3/25 4/25 32

    0 0 3 1/5 12/5 1280

    Final Table :

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    [ 1 ] Change in Cjxj non-basic

    xj basic

    [ 2 ] Change in RHS

    [ 3 ] Change in aijxj non-basicxj basic

    [ 4 ] Addition of a new variable

    [ 5 ] Addition of a new constraint

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    Therefore in general :

    (Ij)xj non-basic

    25 40 50 0 0

    RHSx1 x2 x3 w1 w2

    40 x2 0 1 6/5 2/25 1/25 12

    25 x1 1 0 1/5 3/25 4/25 32

    0 0 3 1/5 12/5 1280

    [ 1 ] ( a ) Cj w.r.t. xj non-basic

    To retain optimality : 3 0

    3

    +

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    25 40 50 0 0RHS

    x1 x2 x3 w1 w2

    40 x2 0 1 6/5 2/25 1/25 12

    25 x1 1 0 1/5 3/25 4/25 32

    0 0 3 1/5 12/5 1280

    [ 1 ] ( b ) Cj w.r.t. xj basic

    To retain optimality :

    3+6 /5 0

    1/5+2 /25 0

    12/51 /25 0

    5/2 60

    +

    +

    +6 /5 +2 /25 1 /25

    5/2

    5/2

    60

    +12

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    Therefore in general : for Cj w.r.t. xj basic

    ( ) ( )j j

    j j

    ij x ij x

    I Ia a

    Maxm

    of

    aij > 0

    Minm

    of

    aij < 0

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    25 40 50 0 0RHS

    x1 x2 x3 w1 w2

    40 x2 0 1 6/5 2/25 1/25 12

    25 x1 1 0 1/5 3/25 4/25 32

    0 0 3 1/5 12/5 1280To get for x2 :

    3/(6/5), (1/5)/(2/25), (12/5)/(-1/25)

    5/2,5/2 , 60

    5/2 60

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    25 40 50 0 0RHS

    x1 x2 x3 w1 w2

    40 x2 0 1 6/5 2/25 1/25 12

    25 x1 1 0 1/5 3/25 4/25 32

    0 0 3 1/5 12/5 1280To get for x1 :

    3/(1/5), (1/5)/(-3/25), (12/5)/(4/25)

    5/3,15 , -15

    15 5/3

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    Q.1 What will happen if C3

    is changed to :

    ( i ) 45 ( ii ) 52 ( iii ) 55

    Q.2 What will happen if C1 is changed to :

    ( i ) 15 ( ii ) 5 ( iii ) 30

    Q.3 What will happen if C2 is changed to :

    ( i ) 35 ( ii ) 50 ( iii ) 110

    Answer the following questions.

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    To retain optimality :

    32- 3 /25 0

    150

    800 / 3

    150 800/3

    12+ 2 /25 0

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    Change in RHS.

    Maxm

    ofaij > 0

    Minm

    ofaij < 0

    ( ) ( )j

    i i

    ij ij x

    R R

    a a

    Where aij Column corresponding to slack variable w.r.t. ith

    constraint

    For R1 12/(2/25), 32/( 3/25) = 150, 800/3

    150, R1 800/3

    For R2 12/( 1/25), 32/(4/25) = 300, 200

    200, R1 300

    To get range of R for which basic variables are retained :

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    Change in aij w.r.t. non-basic variable

    &

    Addition of a new variable

    2 1

    2525 25

    3 4 20

    25 25

    6

    5

    1

    5

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    What will happen if is changed to ?25

    20

    10

    10

    2 1

    1025 25

    3 4 10

    25 25

    0

    1

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    25 40 50 0 0RHS

    x1 x2 x3 w1 w2

    40 x2 0 1 0 2/25 1/25 12

    25 x1 1 0 1 3/25 4/25 32

    0 0 25 1/5 12/5 1280

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    25 40 50 0 0RHS

    x1 x2 x3 w1 w2

    40 x2 0 1 0 2/25 1/25 12

    50 x3 1 0 1 3/25 4/25 32

    25 0 0 14/5 32/5 2080

    x1 x2 x3 w1 w2 RHS

    0 w1 150

    50 x3 50

    25 45 0 0 5 2500

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    Thank you

    For any Query or suggestion :Contact :Dr. D. B. Naik

    Professor, Training & Placement SectionSardar Vallabhbhai National Institute ofTechnology, Surat

    Ichchhanath, Surat395007, Gujarat.

    Email: [email protected]

    Phone no 0261-2255225 (Direct)


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