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NCERT Solutions · Class 12 Maths · NCERT Mathematics Part I and II Part II · Chapter 12

Chapter 12: Linear Programming (Linear Programming)

Step-by-step graphical solutions to all 10 questions of Exercise 12.1, Linear Programming (NCERT Class 12 Maths Part II, 2026-27): feasible region, corner points, corner-point table and the optimal value, including unbounded regions, multiple optimal solutions and no feasible region. All 10 questions are answered, with the key answer highlighted.

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Method: draw each constraint line, shade the feasible region, find the corner points (by solving pairs of lines), and evaluate Z at every corner. For a bounded region the largest/smallest value is the max/min. For an unbounded region, the candidate is the optimum only if the open half-plane Z > M (for max) or Z < m (for min) has no point in common with the region.

Exercise 12.1

1
Maximise Z = 3x + 4y subject to the constraints: x + y ≤ 4, x ≥ 0, y ≥ 0.
Solution xyOx + y = 4A(4, 0)B(0, 4)

The feasible region is the triangle OAB (bounded).

CornerZ = 3x + 4y
O(0, 0)0
A(4, 0)12
B(0, 4)16 (max)

Maximum Z = 16 at (0, 4)

2
Minimise Z = – 3x + 4y subject to x + 2y ≤ 8, 3x + 2y ≤ 12, x ≥ 0, y ≥ 0.
Solution xyOx + 2y = 83x + 2y = 12A(4, 0)B(2, 3)C(0, 4)

Intersection of and : subtracting, , . The region OABC is bounded.

CornerZ = −3x + 4y
O(0, 0)0
A(4, 0)−12 (min)
B(2, 3)6
C(0, 4)16

Minimum Z = −12 at (4, 0)

3
Maximise Z = 5x + 3y subject to 3x + 5y ≤ 15, 5x + 2y ≤ 10, x ≥ 0, y ≥ 0.
Solution xyO3x + 5y = 155x + 2y = 10A(2, 0)B(20/19, 45/19)C(0, 3)

Intersection of and : and give , so , .

CornerZ = 5x + 3y
O(0, 0)0
A(2, 0)10
B(20/19, 45/19) (max)
C(0, 3)9

Maximum Z = 235/19 at (20/19, 45/19)

4
Minimise Z = 3x + 5y such that x + 3y ≥ 3, x + y ≥ 2, x, y ≥ 0.
Solution xyOx + 3y = 3x + y = 2A(3, 0)B(3/2, 1/2)C(0, 2)

Intersection of and : , so , . The feasible region is unbounded.

CornerZ = 3x + 5y
A(3, 0)9
B(3/2, 1/2)7 (smallest)
C(0, 2)10

Since the region is unbounded, check the half-plane : its boundary line touches the region only at B, and it has no point in common with the region. So 7 is the minimum.

Minimum Z = 7 at (3/2, 1/2)

5
Maximise Z = 3x + 2y subject to x + 2y ≤ 10, 3x + y ≤ 15, x, y ≥ 0.
Solution xyOx + 2y = 103x + y = 15A(5, 0)B(4, 3)C(0, 5)

Intersection: in gives , , .

CornerZ = 3x + 2y
O(0, 0)0
A(5, 0)15
B(4, 3)18 (max)
C(0, 5)10

Maximum Z = 18 at (4, 3)

6
Minimise Z = x + 2y subject to 2x + y ≥ 3, x + 2y ≥ 6, x, y ≥ 0. Show that the minimum of Z occurs at more than two points.
Solution xyO2x + y = 3x + 2y = 6A(6, 0)B(0, 3)

The lines and meet at (0, 3). The feasible region (unbounded) has corners A(6, 0) and B(0, 3).

CornerZ = x + 2y
A(6, 0)6
B(0, 3)6

The half-plane has no common point with the region (it is excluded by the constraint ), so 6 is the minimum. Because Z has the same value 6 at A and B and the objective line is the boundary itself, every point of segment AB gives Z = 6.

Minimum Z = 6 at all points of the line segment joining (6, 0) and (0, 3)

7
Minimise and Maximise Z = 5x + 10y subject to x + 2y ≤ 120, x + y ≥ 60, x – 2y ≥ 0, x, y ≥ 0.
Solution xyOx + 2y = 120x + y = 60x − 2y = 0A(60, 0)B(120, 0)C(60, 30)D(40, 20)

Corners: meets the x-axis at A(60, 0); meets it at B(120, 0); and meet at C(60, 30); and meet at D(40, 20).

CornerZ = 5x + 10y
A(60, 0)300 (min)
B(120, 0)600 (max)
C(60, 30)600 (max)
D(40, 20)400

Minimum Z = 300 at (60, 0); maximum Z = 600 at all points on the segment joining (120, 0) and (60, 30)

8
Minimise and Maximise Z = x + 2y subject to x + 2y ≥ 100, 2x – y ≤ 0, 2x + y ≤ 200; x, y ≥ 0.
Solution xyOx + 2y = 1002x − y = 02x + y = 200A(0, 50)B(20, 40)C(50, 100)D(0, 200)

Corners: A(0, 50) (x = 0 on ); B(20, 40) ( with : ); C(50, 100) ( with : ); D(0, 200).

CornerZ = x + 2y
A(0, 50)100 (min)
B(20, 40)100 (min)
C(50, 100)250
D(0, 200)400 (max)

Minimum Z = 100 at all points on the segment joining (0, 50) and (20, 40); maximum Z = 400 at (0, 200)

9
Maximise Z = – x + 2y, subject to the constraints: x ≥ 3, x + y ≥ 5, x + 2y ≥ 6, y ≥ 0.
Solution xyOx = 3x + y = 5x + 2y = 6A(3, 2)B(4, 1)C(6, 0)

Corners: A(3, 2) (, ); B(4, 1) (, ); C(6, 0). The region is unbounded.

CornerZ = −x + 2y
A(3, 2)1 (largest)
B(4, 1)−2
C(6, 0)−6

Check the half-plane : it contains feasible points, e.g. (3, 5) gives . So Z can be made as large as we like.

Z has no maximum value.

10
Maximise Z = x + y, subject to x – y ≤ –1, –x + y ≤ 0, x, y ≥ 0.
Solution xyOx − y = −1y = x

means , while means . No point can satisfy both ( is impossible). The two half-planes lie on opposite sides of the parallel lines and .

There is no feasible region, so Z has no maximum value.

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