Q.For Visually Impaired: If π = ππ₯ + ππ¦ + π, where π, π, π > 0, attains its maximum value at two of its corner points (4,0) and (0,3) of the feasible region determined by the system of linear inequalities, then
(A) 4π = 3π
(B) 3π = 4π
(C) 4π + π = 3π
(D) 3π + π = 4π
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Start your 14-day free trial to unlock the full solution βThe key idea is that when a linear objective function attains its maximum at two distinct corner points, the objective line is parallel to the edge joining those points. This gives , so the correct option is (A).
When a linear programming problem has a maximum at two different corner points, it means the entire line segment between them is optimal. This happens because the objective functionβs gradient is perpendicular to that edge β the objective lines are parallel to the edge itself. Letβs see why.
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The geometry of optimality
In linear programming, the feasible region is a convex polygon. The objective function is a family of parallel lines (one for each value of ). As you increase , the line shifts in the direction of the gradient . The maximum occurs at the last point (or edge) of the feasible region that the line touches.
If the maximum occurs at two distinct corner points, say and , then the entire edge must be optimal. That means the objective line at the maximum value coincides with the line through and β they are parallel.
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Condition for parallelism
Two lines are parallel if their direction vectors are proportional. The edge has direction vector . The objective functionβs level lines have normal vector , so their direction vector is perpendicular to , i.e., or .
For the edge to be parallel to the objective lines, the direction of must be proportional to the direction of the objective lines. So:
This gives:
Cross-multiplying:
- What about the constant ? β¦
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