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Linear Programming – Class 12 Mathematics notes, important questions and MCQs

NCERT Class 12 Mathematics, chapter 12. Notes, key terms, important questions with answers and MCQs.

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Chapter overview

Linear programming finds the maximum or minimum of a linear objective function subject to linear inequalities (constraints), using the corner-point method.

Formulation

  • Decision variables (x, y ≥ 0), objective function Z = ax + by, and constraints (linear inequalities).
  • The feasible region is the common region satisfying all constraints.

Corner-point method

  • The optimal value occurs at a corner (vertex) of the feasible region.
  • Evaluate Z at each corner; pick the largest (max) or smallest (min).
  • For an unbounded region, check with an extra inequality that the optimum exists.

Key terms

Feasible region
set of points satisfying all constraints
Objective function
linear function to be maximised or minimised
Corner point (vertex)
a point of the feasible region where two boundary lines meet

Formulas

  • Z = ax + by

Important questions with answers

What are the decision variables, objective function and constraints in an LPP?2 marks

Decision variables are the quantities to be decided (x, y ≥ 0); the objective function is the linear expression to maximise or minimise (Z = ax + by); constraints are linear inequalities the variables must satisfy.

Minimise Z = 3x + 2y subject to x + y ≥ 8, 3x + 5y ≤ 15, x, y ≥ 0.3 marks

Points with x + y ≥ 8 lie on or above x + y = 8, but 3x + 5y ≤ 15 allows only points close to the origin (x ≤ 5, y ≤ 3). No point satisfies both, so the feasible region is empty and there is no solution.

A dealer wishes to buy fans (₹360 each) and sewing machines (₹240 each). He has ₹5,760 and space for at most 20 items. He earns ₹22 profit on a fan and ₹18 on a machine. How many of each should he buy to maximise profit?5 marks

Let x fans, y machines. Maximise Z = 22x + 18y subject to x + y ≤ 20, 360x + 240y ≤ 5760 (i.e. 3x + 2y ≤ 48), x, y ≥ 0. Corners: (0, 0): 0; (16, 0): 352; (0, 20): 360; intersection of x + y = 20 and 3x + 2y = 48 gives x = 8, y = 12: Z = 176 + 216 = 392. Maximum profit ₹392 by buying 8 fans and 12 sewing machines.

Quick revision

  • Optimum lies at a corner point.
  • Feasible region is convex.
  • Check boundedness.

Exam tips

  • Always include non-negativity constraints x ≥ 0, y ≥ 0.
  • For an unbounded region, if the max is M at a corner, check that ax + by > M has no common point with the region before accepting it.

Practice MCQs

  1. In an LPP, the function to optimise is the

    1. constraint
    2. slack
    3. feasible region
    4. objective function
    Show answer

    Answer: (d) objective function. Objective.

  2. Optimal value of Z occurs at

    1. a corner point of the feasible region
    2. any interior point
    3. the origin only
    4. infinity
    Show answer

    Answer: (a) a corner point of the feasible region. Corner-point theorem.

  3. Max Z = 3x + 2y at corners (0, 0), (4, 0), (2, 3), (0, 4) is

    1. 13
    2. 12
    3. 8
    4. 10
    Show answer

    Answer: (b) 12. 12 at (2, 3) and (4, 0); 8 at (0, 4); so max = 12.

  4. The region satisfying x ≥ 0, y ≥ 0 lies in

    1. quadrant I
    2. quadrant II
    3. quadrant III
    4. quadrant IV
    Show answer

    Answer: (a) quadrant I. Both non-negative.

  5. Which point lies in the region x + y ≤ 4, x ≥ 0, y ≥ 0

    1. (3, 2)
    2. (0, 5)
    3. (5, 0)
    4. (1, 2)
    Show answer

    Answer: (d) (1, 2). 1 + 2 = 3 ≤ 4.

  6. Min Z = 2x + 5y at corners (0, 4), (2, 1), (5, 0) is

    1. 9
    2. 10
    3. 20
    4. 7
    Show answer

    Answer: (a) 9. At (2, 1): 4 + 5 = 9.

  7. If Z has the same maximum at two corners, then

    1. there is no solution
    2. every point on the segment joining them is optimal
    3. the LPP is unbounded
    4. only one corner counts
    Show answer

    Answer: (b) every point on the segment joining them is optimal. Multiple optimal solutions.

  8. Maximise Z = 5x + 3y subject to 3x + 5y ≤ 15, 5x + 2y ≤ 10, x, y ≥ 0. The maximum is

    1. 235/19
    2. 10
    3. 9
    4. 15
    Show answer

    Answer: (a) 235/19. At (20/19, 45/19).

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Written by Kundali IQ from standard, well-established facts to help with revision. This is not an official NCERT publication; always read your textbook too.