Exam 8: Lp Sensitivity Analysis and Interpretation of Solution

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Consider the following linear program: MIN 6x1 + 9x2 ($ cost) s.t.x1 + 2x2 < 8 10x1 + 7.5x2 > 30 x2 > 2 x1,x2 > 0 The Management Scientist provided the following solution output: OPTIMAL SOLUTION Objective Function Value = 27.000 Consider the following linear program: MIN 6x<sub>1</sub> + 9x<sub>2</sub> ($ cost) s.t.x<sub>1</sub> + 2x<sub>2</sub> < 8 10x<sub>1</sub> + 7.5x<sub>2</sub> > 30 x<sub>2</sub> > 2 x<sub>1</sub>,x<sub>2</sub> > 0 The Management Scientist provided the following solution output: OPTIMAL SOLUTION Objective Function Value = 27.000      OBJECTIVE COEFFICIENT RANGES    RIGHT HAND SIDE RANGES     a.What is the optimal solution including the optimal value of the objective function? b.Suppose the unit cost of x<sub>1</sub> is decreased to $4.Is the above solution still optimal? What is the value of the objective function when this unit cost is decreased to $4? c.How much can the unit cost of x<sub>2</sub> be decreased without concern for the optimal solution changing? d.If simultaneously the cost of x<sub>1</sub> was raised to $7.5 and the cost of x<sub>2</sub> was reduced to $6,would the current solution still remain optimal? e.If the right-hand side of constraint 3 is increased by 1,what will be the effect on the optimal solution? Consider the following linear program: MIN 6x<sub>1</sub> + 9x<sub>2</sub> ($ cost) s.t.x<sub>1</sub> + 2x<sub>2</sub> < 8 10x<sub>1</sub> + 7.5x<sub>2</sub> > 30 x<sub>2</sub> > 2 x<sub>1</sub>,x<sub>2</sub> > 0 The Management Scientist provided the following solution output: OPTIMAL SOLUTION Objective Function Value = 27.000      OBJECTIVE COEFFICIENT RANGES    RIGHT HAND SIDE RANGES     a.What is the optimal solution including the optimal value of the objective function? b.Suppose the unit cost of x<sub>1</sub> is decreased to $4.Is the above solution still optimal? What is the value of the objective function when this unit cost is decreased to $4? c.How much can the unit cost of x<sub>2</sub> be decreased without concern for the optimal solution changing? d.If simultaneously the cost of x<sub>1</sub> was raised to $7.5 and the cost of x<sub>2</sub> was reduced to $6,would the current solution still remain optimal? e.If the right-hand side of constraint 3 is increased by 1,what will be the effect on the optimal solution? OBJECTIVE COEFFICIENT RANGES Consider the following linear program: MIN 6x<sub>1</sub> + 9x<sub>2</sub> ($ cost) s.t.x<sub>1</sub> + 2x<sub>2</sub> < 8 10x<sub>1</sub> + 7.5x<sub>2</sub> > 30 x<sub>2</sub> > 2 x<sub>1</sub>,x<sub>2</sub> > 0 The Management Scientist provided the following solution output: OPTIMAL SOLUTION Objective Function Value = 27.000      OBJECTIVE COEFFICIENT RANGES    RIGHT HAND SIDE RANGES     a.What is the optimal solution including the optimal value of the objective function? b.Suppose the unit cost of x<sub>1</sub> is decreased to $4.Is the above solution still optimal? What is the value of the objective function when this unit cost is decreased to $4? c.How much can the unit cost of x<sub>2</sub> be decreased without concern for the optimal solution changing? d.If simultaneously the cost of x<sub>1</sub> was raised to $7.5 and the cost of x<sub>2</sub> was reduced to $6,would the current solution still remain optimal? e.If the right-hand side of constraint 3 is increased by 1,what will be the effect on the optimal solution? RIGHT HAND SIDE RANGES Consider the following linear program: MIN 6x<sub>1</sub> + 9x<sub>2</sub> ($ cost) s.t.x<sub>1</sub> + 2x<sub>2</sub> < 8 10x<sub>1</sub> + 7.5x<sub>2</sub> > 30 x<sub>2</sub> > 2 x<sub>1</sub>,x<sub>2</sub> > 0 The Management Scientist provided the following solution output: OPTIMAL SOLUTION Objective Function Value = 27.000      OBJECTIVE COEFFICIENT RANGES    RIGHT HAND SIDE RANGES     a.What is the optimal solution including the optimal value of the objective function? b.Suppose the unit cost of x<sub>1</sub> is decreased to $4.Is the above solution still optimal? What is the value of the objective function when this unit cost is decreased to $4? c.How much can the unit cost of x<sub>2</sub> be decreased without concern for the optimal solution changing? d.If simultaneously the cost of x<sub>1</sub> was raised to $7.5 and the cost of x<sub>2</sub> was reduced to $6,would the current solution still remain optimal? e.If the right-hand side of constraint 3 is increased by 1,what will be the effect on the optimal solution? a.What is the optimal solution including the optimal value of the objective function? b.Suppose the unit cost of x1 is decreased to $4.Is the above solution still optimal? What is the value of the objective function when this unit cost is decreased to $4? c.How much can the unit cost of x2 be decreased without concern for the optimal solution changing? d.If simultaneously the cost of x1 was raised to $7.5 and the cost of x2 was reduced to $6,would the current solution still remain optimal? e.If the right-hand side of constraint 3 is increased by 1,what will be the effect on the optimal solution?

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There is a dual price for every decision variable in a model.

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Consider the following linear program: MAX 3x1 + 4x2 ($ Profit) s.t.x1 + 3x2 < 12 2x1 + x2 < 8 x1 < 3 x1,x2 > 0 The Management Scientist provided the following solution output: OPTIMAL SOLUTION Objective Function Value = 20.000 Consider the following linear program: MAX 3x<sub>1</sub> + 4x<sub>2</sub> ($ Profit) s.t.x<sub>1</sub> + 3x<sub>2</sub> < 12 2x<sub>1</sub> + x<sub>2</sub> < 8 x<sub>1</sub> < 3 x<sub>1</sub>,x<sub>2 </sub> > 0 The Management Scientist provided the following solution output: OPTIMAL SOLUTION Objective Function Value = 20.000      OBJECTIVE COEFFICIENT RANGES    RIGHT HAND SIDE RANGES     a.What is the optimal solution including the optimal value of the objective function? b.Suppose the profit on x<sub>1</sub> is increased to $7.Is the above solution still optimal? What is the value of the objective function when this unit profit is increased to $7? c.If the unit profit on x<sub>2</sub> was $10 instead of $4,would the optimal solution change? d.If simultaneously the profit on x<sub>1</sub> was raised to $5.5 and the profit on x<sub>2</sub> was reduced to $3,would the current solution still remain optimal? Consider the following linear program: MAX 3x<sub>1</sub> + 4x<sub>2</sub> ($ Profit) s.t.x<sub>1</sub> + 3x<sub>2</sub> < 12 2x<sub>1</sub> + x<sub>2</sub> < 8 x<sub>1</sub> < 3 x<sub>1</sub>,x<sub>2 </sub> > 0 The Management Scientist provided the following solution output: OPTIMAL SOLUTION Objective Function Value = 20.000      OBJECTIVE COEFFICIENT RANGES    RIGHT HAND SIDE RANGES     a.What is the optimal solution including the optimal value of the objective function? b.Suppose the profit on x<sub>1</sub> is increased to $7.Is the above solution still optimal? What is the value of the objective function when this unit profit is increased to $7? c.If the unit profit on x<sub>2</sub> was $10 instead of $4,would the optimal solution change? d.If simultaneously the profit on x<sub>1</sub> was raised to $5.5 and the profit on x<sub>2</sub> was reduced to $3,would the current solution still remain optimal? OBJECTIVE COEFFICIENT RANGES Consider the following linear program: MAX 3x<sub>1</sub> + 4x<sub>2</sub> ($ Profit) s.t.x<sub>1</sub> + 3x<sub>2</sub> < 12 2x<sub>1</sub> + x<sub>2</sub> < 8 x<sub>1</sub> < 3 x<sub>1</sub>,x<sub>2 </sub> > 0 The Management Scientist provided the following solution output: OPTIMAL SOLUTION Objective Function Value = 20.000      OBJECTIVE COEFFICIENT RANGES    RIGHT HAND SIDE RANGES     a.What is the optimal solution including the optimal value of the objective function? b.Suppose the profit on x<sub>1</sub> is increased to $7.Is the above solution still optimal? What is the value of the objective function when this unit profit is increased to $7? c.If the unit profit on x<sub>2</sub> was $10 instead of $4,would the optimal solution change? d.If simultaneously the profit on x<sub>1</sub> was raised to $5.5 and the profit on x<sub>2</sub> was reduced to $3,would the current solution still remain optimal? RIGHT HAND SIDE RANGES Consider the following linear program: MAX 3x<sub>1</sub> + 4x<sub>2</sub> ($ Profit) s.t.x<sub>1</sub> + 3x<sub>2</sub> < 12 2x<sub>1</sub> + x<sub>2</sub> < 8 x<sub>1</sub> < 3 x<sub>1</sub>,x<sub>2 </sub> > 0 The Management Scientist provided the following solution output: OPTIMAL SOLUTION Objective Function Value = 20.000      OBJECTIVE COEFFICIENT RANGES    RIGHT HAND SIDE RANGES     a.What is the optimal solution including the optimal value of the objective function? b.Suppose the profit on x<sub>1</sub> is increased to $7.Is the above solution still optimal? What is the value of the objective function when this unit profit is increased to $7? c.If the unit profit on x<sub>2</sub> was $10 instead of $4,would the optimal solution change? d.If simultaneously the profit on x<sub>1</sub> was raised to $5.5 and the profit on x<sub>2</sub> was reduced to $3,would the current solution still remain optimal? a.What is the optimal solution including the optimal value of the objective function? b.Suppose the profit on x1 is increased to $7.Is the above solution still optimal? What is the value of the objective function when this unit profit is increased to $7? c.If the unit profit on x2 was $10 instead of $4,would the optimal solution change? d.If simultaneously the profit on x1 was raised to $5.5 and the profit on x2 was reduced to $3,would the current solution still remain optimal?

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If the dual price for the right-hand side of a < constraint is zero,there is no upper limit on its range of feasibility.

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In a linear programming problem,the binding constraints for the optimal solution are 5X + 3Y < 30 2X + 5Y < 20 a.Fill in the blanks in the following sentence: As long as the slope of the objective function stays between _______ and _______,the current optimal solution point will remain optimal. b.Which of these objective functions will lead to the same optimal solution? 1)2X + 1Y 2)7X + 8Y 3)80X + 60Y 4)25X + 35Y

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The dual price measures,per unit increase in the right hand side,

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The binding constraints for this problem are the first and second. Min x1 + 2x2 s.t.x1 + x2 \ge 300 2x1 + x2 \ge 400 2x1 + 5x2 < 750 x1 ,x2 > 0 a.Keeping c2 fixed at 2,over what range can c1 vary before there is a change in the optimal solution point? b.Keeping c1 fixed at 1,over what range can c2 vary before there is a change in the optimal solution point? c.If the objective function becomes Min 1.5x1 + 2x2,what will be the optimal values of x1,x2,and the objective function? d.If the objective function becomes Min 7x1 + 6x2,what constraints will be binding? e.Find the dual price for each constraint in the original problem.

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For any constraint,either its slack/surplus value must be zero or its dual price must be zero.

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If the optimal value of a decision variable is zero and its reduced cost is zero,this indicates that alternative optimal solutions exist.

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