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Question 62 of 67

Q.For Visually Impaired: If 𝑍 = π‘Žπ‘₯ + 𝑏𝑦 + 𝑐, where π‘Ž, 𝑏, 𝑐 > 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‘Ž = 3𝑏
(B) 3π‘Ž = 4𝑏
(C) 4π‘Ž + 𝑐 = 3𝑏
(D) 3π‘Ž + 𝑐 = 4𝑏

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The 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 4a=3b4a = 3b, 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 function’s gradient is perpendicular to that edge β€” the objective lines are parallel to the edge itself. Let’s see why.

  1. The geometry of optimality

    In linear programming, the feasible region is a convex polygon. The objective function Z=ax+by+cZ = ax + by + c is a family of parallel lines (one for each value of ZZ). As you increase ZZ, the line shifts in the direction of the gradient (a,b)(a, b). 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 P(4,0)P(4,0) and Q(0,3)Q(0,3), then the entire edge PQPQ must be optimal. That means the objective line at the maximum value coincides with the line through PP and QQ β€” they are parallel.

  2. Condition for parallelism

    Two lines are parallel if their direction vectors are proportional. The edge PQPQ has direction vector PQβƒ—=(0βˆ’4,3βˆ’0)=(βˆ’4,3)\vec{PQ} = (0-4, 3-0) = (-4, 3). The objective function’s level lines have normal vector (a,b)(a, b), so their direction vector is perpendicular to (a,b)(a, b), i.e., (βˆ’b,a)(-b, a) or (b,βˆ’a)(b, -a).

    For the edge PQPQ to be parallel to the objective lines, the direction of PQPQ must be proportional to the direction of the objective lines. So:

(βˆ’4,3)βˆ₯(βˆ’b,a)(-4, 3) \parallel (-b, a)

This gives:

βˆ’4βˆ’b=3aβ‡’4b=3a\frac{-4}{-b} = \frac{3}{a} \quad \Rightarrow \quad \frac{4}{b} = \frac{3}{a}

Cross-multiplying:

4a=3b4a = 3b

  1. What about the constant cc? …

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