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ECON 3300 LEC

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... c1x1 c2x2 coincide with x1 2x2=6 alternative optimal anywhere on line segment CD ... Sensitivity of the optimum solution to changes in availability of resource ... – PowerPoint PPT presentation

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Title: ECON 3300 LEC


1
ECON 3300 LEC 4
  • 09/12/06

2
Sensitivity Analysis
  • LP model snapshot of a real situation in which
    model parameters assume static values.
  • Study of effect of changes in model parameters is
    important Sensitivity analysis
  • Changes in objective function coefficients
  • Changes in right hand side of the constraints

3
Sensitivity Analysis
  • Consider General objective function
  • max or min zc1x1c2x2
  • -Changes in c change in slope of z
  • -Changes in slope change in optimum solution
    (different corner point)
  • Range of variation for both c1 and c2 Current
    optimum unchanged

4
Sensitivity Analysis
  • Sensitivity Analysis Determining range of
    optimality for the ratio c2/c1 or c1/c2.
  • Consider Reddy Mikks Model optimum at C.
  • Lets change objective function to zc1x1c2x2
  • Solution at C optimal as long as slope of z
    lies between the slopes of the two intersecting
    lines at C.
  • 6x14x224
  • x12x26

5
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6
Sensitivity Analysis
  • Algebraic Representation

7
Sensitivity Analysis
  • If z c1x1c2x2 coincide with x12x26
    alternative optimal anywhere on line segment CD
  • Similarly it holds true for 6x14x224

8
Sensitivity Analysis
  • Optimal Range Determination
  • One of the coefficients holds constant. For
    example if c24 then optimal range for c1

9
Sensitivity Analysis
10
Sensitivity Analysis Unit worth of Resource
  • Sensitivity of the optimum solution to changes in
    availability of resource
  • Unit worth of Resource Measure that quantifies
    the rate of change in optimum value in the
    objective function as a result of changes in
    availability of resource

11
Sensitivity Analysis Unit worth of Resource
  • Reddy Mikks Problem
  • Lets consider constraint for Raw material M1
  • Current optimum at intersection of lines
    associated with M1 and M2 raw materials
  • Change in availability of M1 optimum point C
    slides along DG
  • Change in M1 outside the range of DG point C
    infeasible

12
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13
Sensitivity Analysis Unit worth of Resource
  • D(2,2) and G(6,0) delineate feasibility range
    for M1
  • M1 at D 6x14x2624220 tons
  • M1 at G 664036 tons
  • M1 at C 24 tons (current optimum)
  • Range of feasibility 20ltM1lt36
  • Let M124D1

14
Sensitivity Analysis Unit worth of Resource
  • Therefore
  • 20lt24D1lt36
  • -4ltD1lt12
  • where
  • D1 Raw material change allowable above or
  • below the current level of 24 tons
  • As M1 changes between 20 and 36 value of z
    changes at a constant rate because DG is a linear
    segment.

15
Sensitivity Analysis Unit worth of Resource
  • Let y1 worth per unit of raw material M1

16
Sensitivity Analysis Unit worth of Resource
  • Raw material M2
  • Range of feasibility is delineated by endpoints B
    (4,0) and H(8/3,2)
  • H is defined as the intersection of lines ED and
    BC
  • M2 at B x12x24204 tons
  • M2 at H 8/32220/3 tons
  • Range of feasibility 4ltM2lt20/3

17
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18
Sensitivity Analysis Unit worth of Resource
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