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Chapter 12 · Linear Programming

Exercise 12.1 · Q4: Minimise Z=3x+5yZ = 3x + 5y on an unbounded region

Exercise 12.1Unbounded feasible region, the open half-plane test · Section 12.2.2
The question

Solve the following Linear Programming Problems graphically:

Minimise Z=3x+5yZ = 3x + 5y

such that x+3y≥3x + 3y \ge 3⁠, x+y≥2x + y \ge 2⁠, x,y≥0x, y \ge 0⁠.

Exam answer

Draw the lines (graph):

x+3y=3x + 3y = 3 through (3,0)(3, 0) and (0,1)(0, 1)⁠;

x+y=2x + y = 2 through (2,0)(2, 0) and (0,2)(0, 2)⁠.

At (0,0)(0, 0)⁠: 0≥30 \ge 3 and 0≥20 \ge 2 are false, so shade the side of each line away from the origin. With x,y≥0x, y \ge 0⁠, the feasible region (shaded) is unbounded.

At B, subtracting x+y=2x + y = 2 from x+3y=3x + 3y = 3 gives 2y=12y = 1⁠, so y=12y = \frac{1}{2}⁠, x=32x = \frac{3}{2}⁠.

CornerZ=3x+5yA(3,0)9B(32,12)7←smallestC(0,2)10\begin{array}{c|c} \text{Corner} & Z = 3x + 5y \\ \hline A(3, 0) & 9 \\ B\left(\frac{3}{2}, \frac{1}{2}\right) & 7 \leftarrow \text{smallest} \\ C(0, 2) & 10 \end{array}

The region is unbounded, so we check the open half-plane 3x+5y<73x + 5y < 7⁠. Draw the line 3x+5y=73x + 5y = 7 dashed (graph), through (73,0)\left(\frac{7}{3}, 0\right) and (0,75)\left(0, \frac{7}{5}\right)⁠.

On the region, x+3y≥3x + 3y \ge 3 and x+y≥2x + y \ge 2⁠, so

3x+5y=(x+3y)+2(x+y)≥3+2(2)=7.\begin{aligned} 3x + 5y &= (x + 3y) + 2(x + y) \\ &\ge 3 + 2(2) = 7. \end{aligned}

So the half-plane 3x+5y<73x + 5y < 7 has no point in common with the feasible region.

∴\therefore Minimum Z=7Z = 7 at (32,12)\left(\dfrac{3}{2}, \dfrac{1}{2}\right)⁠.

Want the reason behind every step, the basics and the checks?

The one idea this problem is built on

Two "≥\ge" constraints keep the far sides of their lines, so the feasible region goes on for ever. For an unbounded region the smallest corner value mm is only a candidate: it is the minimum exactly when the open half-plane Z<mZ < m has no point in common with the region. Here that half-plane misses the region, so the smallest corner value, 7, is the minimum.

Given, to find, and the plan
Given
Z=3x+5yZ = 3x + 5y and the constraints x+3y≥3x + 3y \ge 3⁠, x+y≥2x + y \ge 2⁠, x≥0x \ge 0⁠, y≥0y \ge 0⁠.
To find
The minimum value of ZZ on the feasible region, and where it occurs.
Plan
(1) and (2) Draw each line and choose its side. (3) Shade the region and see that it is unbounded. (4) Find the corners. (5) Make the table of ZZ⁠. (6) Apply the open half-plane test to the smallest value. (7) Conclude.

Basics you need

1Lines and sides

Draw ax+by=cax + by = c from its axis points; test (0,0)(0, 0) to choose the side. For "≥\ge" with a positive right side the test fails, so the far side is kept. Basics: where a line meets the axes · Basics: which side

2Bounded or unbounded

A region is bounded if a circle can be drawn round it; otherwise it is unbounded and goes on for ever in some direction. Basics: bounded or not

3Corners and the table

Corners are where two boundary lines meet; ZZ is worked out at each, and the smallest value is called mm⁠. Basics: a corner solves two equations

4The open half-plane test (unbounded region)

mm is the minimum of Z=ax+byZ = ax + by if the open half-plane ax+by<max + by < m has no point in common with the region; otherwise ZZ has no minimum. "Open" means the line ax+by=max + by = m itself is left out, so it is drawn dashed. Basics: lines of equal Z

Solution

  1. Draw the line x+3y=3x + 3y = 3 and choose its side

    Put y=0y = 0⁠: x=3x = 3⁠. Put x=0x = 0⁠: 3y=33y = 3⁠, so y=1y = 1⁠. So the line joins (3,0)(3, 0) and (0,1)(0, 1)⁠.

    Test (0,0)(0, 0) in x+3y≥3x + 3y \ge 3⁠: 0≥30 \ge 3 is false, so this constraint keeps the side of the line away from the origin.

    "At least 3" fails at the origin, where x+3y=0x + 3y = 0⁠. The inequality then holds on the whole other side, the side away from O.
  2. Draw the line x+y=2x + y = 2 and choose its side

    Put y=0y = 0⁠: x=2x = 2⁠. Put x=0x = 0⁠: y=2y = 2⁠. So the line joins (2,0)(2, 0) and (0,2)(0, 2)⁠.

    Test (0,0)(0, 0) in x+y≥2x + y \ge 2⁠: 0≥20 \ge 2 is false, so again the side away from the origin is kept.

    Same reasoning. This line meets the xx-axis at 2, before the first line (at 3), but the yy-axis at 2, above the first line (at 1). So the two lines cross in the first quadrant.
  3. Shade the feasible region: it is unbounded

    In the first quadrant the region lies beyond both lines. It is shaded below; the dashed line and the light rose part are used in Step 6.

    x y O 1 4 5 3 (2, 0) (0, 1) A(3, 0) B(3/2, 1/2) C(0, 2) x + 3y = 3 x + y = 2 Z < 7 unbounded 3x + 5y = 7
    The feasible region of Exercise 12.1 Q4 (blue, drawn with equal scales). Its corners are A(3, 0), B(32,12)\left(\frac32, \frac12\right) and C(0, 2), and it is open towards the top right. The dashed line is 3x+5y=73x + 5y = 7⁠, through (73,0)\left(\frac73, 0\right)⁠, B and (0,75)\left(0, \frac75\right)⁠; the light rose part is the open half-plane 3x+5y<73x + 5y < 7⁠, where Z<7Z < 7⁠. It meets the region nowhere.

    The region is unbounded: every point (t,t)(t, t) with t≥1t \ge 1 is in it (4t≥34t \ge 3⁠, 2t≥22t \ge 2⁠), and these points go as far from O as we like, so no circle can enclose the region.

    Both constraints say "at least", so there is no upper limit on xx or yy⁠: the region runs off to the right along the xx-axis and up along the yy-axis. This is why the corner table alone will not be enough.
  4. Find the corner points

    A (3,0)(3, 0)⁠, where x+3y=3x + 3y = 3 meets the xx-axis: it obeys x+y≥2x + y \ge 2⁠, since 3≥23 \ge 2⁠.

    C (0,2)(0, 2)⁠, where x+y=2x + y = 2 meets the yy-axis: it obeys x+3y≥3x + 3y \ge 3⁠, since 6≥36 \ge 3⁠.

    B, where the two lines cross:

    (x+3y)−(x+y)=3−22y=1y=12,\begin{aligned} (x + 3y) - (x + y) &= 3 - 2 \\ 2y &= 1 \\ y &= \frac{1}{2}, \end{aligned}

    and x=2−12=32x = 2 - \frac12 = \frac32⁠. So B is (32,12)\left(\frac32, \frac12\right)⁠; check: 32+32=3\frac32 + \frac32 = 3⁠, 32+12=2\frac32 + \frac12 = 2⁠.

    The other crossing points are not in the region: (2,0)(2, 0) gives x+3y=2<3x + 3y = 2 < 3⁠, (0,1)(0, 1) gives x+y=1<2x + y = 1 < 2⁠, and O breaks both.

    Four boundary lines (the two constraint lines and the axes) cross in six points; the three that obey every constraint are the corners. Subtracting the equations removes xx⁠, because both have +x+x⁠.
  5. Work out ZZ at each corner

    Corner pointZ=3x+5yZ = 3x + 5y
    A (3,0)(3, 0)9+0=99 + 0 = 9
    B (32,12)\left(\frac32, \frac12\right)92+52=7\frac92 + \frac52 = 7 ← smallest
    C (0,2)(0, 2)0+10=100 + 10 = 10

    So m=7m = 7⁠, at B.

    If the region were bounded, Theorem 2 would make 7 the minimum at once. It is unbounded, so 7 may or may not be the minimum, and the next step decides.
  6. The open half-plane test for m=7m = 7

    Following step 3(ii) of the Corner Point Method, we look at the open half-plane 3x+5y<73x + 5y < 7⁠. Its boundary 3x+5y=73x + 5y = 7 passes through (73,0)\left(\frac73, 0\right) and (0,75)\left(0, \frac75\right)⁠, and also through B, since 92+52=7\frac92 + \frac52 = 7⁠. It is drawn dashed because the line itself is not included. The half-plane is the side containing the origin, since 0<70 < 7⁠.

    It has no point in common with the region. Every feasible point has x+3y≥3x + 3y \ge 3 and x+y≥2x + y \ge 2⁠, so

    3x+5y=(x+3y)+2(x+y)≥3+2(2)=7.\begin{aligned} 3x + 5y &= (x + 3y) + 2(x + y) \\ &\ge 3 + 2(2) \\ &= 7. \end{aligned}

    So 3x+5y<73x + 5y < 7 never holds on the feasible region. In the graph the light rose half-plane and the blue region meet only at the single point B, which is on the dashed line and so not in the open half-plane.

    The half-plane Z<7Z < 7 is exactly the set of points where ZZ would beat the best corner. If a feasible point lay in it, 7 would not be the minimum. The identity 3x+5y=(x+3y)+2(x+y)3x + 5y = (x + 3y) + 2(x + y) (check: x+2x=3xx + 2x = 3x⁠, 3y+2y=5y3y + 2y = 5y⁠) writes ZZ using the two constraint expressions, and adding two "at least" facts gives an "at least" fact. That proves, for the whole infinite region, what the graph shows.
  7. Conclude

    No feasible point gives Z<7Z < 7⁠, and Z=7Z = 7 is reached at B. So minimum Z=7Z = 7 at (32,12)\left(\frac32, \frac12\right).

    The region being unbounded only makes it possible for the minimum to fail; the test shows it does not fail here. The maximum is another matter (it was not asked): along (t,t)(t, t) the value Z=8tZ = 8t grows without limit, so ZZ has no maximum on this region.
Result

The feasible region is unbounded, with corners (3,0)(3, 0)⁠, (32,12)\left(\frac32, \frac12\right) and (0,2)(0, 2)⁠, where Z=9,7,10Z = 9, 7, 10⁠. The open half-plane 3x+5y<73x + 5y < 7 has no point in common with the region, so

Minimum Z=7 at (32,12).\text{Minimum } Z = 7 \text{ at } \left(\frac32, \frac12\right).

(Textbook answer: Minimum Z=7Z = 7 at (32,12)\left(\frac32, \frac12\right)⁠.)

Check it with numbers

Other feasible points all give more than 7: (1,1)(1, 1) gives 3+5=83 + 5 = 8⁠, (3,1)(3, 1) gives 9+5=149 + 5 = 14⁠, and (2,13)\left(2, \frac13\right)⁠, on the edge x+3y=3x + 3y = 3⁠, gives 6+53=233≈7.676 + \frac53 = \frac{23}{3} \approx 7.67 ✓.

Equality in 3x+5y≥73x + 5y \ge 7 needs x+3y=3x + 3y = 3 and x+y=2x + y = 2 together, which happens only at B: so B is the only point where the minimum is reached ✓.

A computer check of every point of the region whose coordinates are multiples of 12\frac12⁠, up to 20, found the smallest value 7, at (32,12)\left(\frac32, \frac12\right) only ✓.

Common mistakes
  1. Shading towards the origin. At (0,0)(0, 0)⁠, 0≥30 \ge 3 and 0≥20 \ge 2 are false, so the far sides are kept.
  2. Stopping at the table. The region is unbounded, so 7 must be confirmed by the open half-plane test before it is called the minimum.
  3. Using a closed half-plane. The test uses 3x+5y<73x + 5y < 7⁠, not ≤7\le 7⁠: B itself gives exactly 7, so a "≤\le" test would always find a common point.
  4. Including (2,0)(2, 0) or (0,1)(0, 1) as corners. Each lies on one line but breaks the other constraint.
What to take away
  1. "≥\ge" constraints with positive right sides keep the far sides and usually give an unbounded region.
  2. On an unbounded region: make the table, then test the open half-plane Z<mZ < m (for a minimum) or Z>MZ > M (for a maximum).
  3. Here the test passes and the minimum exists; in Example 4 the test fails and there is no minimum.

Every fact used, and where it comes from

FactUsed inSource
A line from its axis points; a test point chooses the sideSteps 1, 2Class XI, Linear Inequalities (Basics, Basics)
Bounded: can be enclosed within a circle; otherwise unboundedStep 3Section 12.2.2, footnote to Theorem 2 (Basics)
Corner point: where two boundary lines meetStep 4Section 12.2.2, footnote to Theorem 1 (Basics)
Unbounded region: a maximum or minimum may not exist (Remark after Theorem 2)Step 5Section 12.2.2
Open half-plane test for mm (printed as 4(b) under step 3(ii))Step 6Corner Point Method, Section 12.2.2 (Lesson)
Adding inequalities in the same direction; multiplying by a positive numberStep 6Class XI, Linear Inequalities
AnswerResultNCERT answer key, Exercise 12.1 Q4
All valuesSteps, CheckRecomputed with exact fractions in the site's verification script
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