Further Maths Linear programming (graphical) Practice Questions

Free Further Maths Linear programming (graphical) practice questions with full step-by-step worked solutions. Covers linear-programming, feasible-region, vertex-method, formulation. Practise exam-style problems and check your method.

linear-programmingfeasible-regionvertex-methodformulationconstraintsbinding-constraints
Further Maths70 questionsStep-by-step solutions
Question 1
2 markseasy
The feasible region RR is defined by the constraints x+2y10x+2y\le10, y4y\le4, x0x\ge0 and y0y\ge0. The point (2,4)\left(2,4\right) is a vertex of RR. Find the value of the objective function P=x+4yP=x+4y at this vertex.
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Worked solution

  1. State the objective function

    P=x+4yP=x+4y

    The objective is the linear expression whose value is required.

  2. Confirm that (2,4)\left(2,4\right) is a vertex by checking the boundaries through it

    (2)+2(4)=10  (x+2y=10),(4)=4  (y=4)\left(2\right)+2\left(4\right)=10\;(x+2y=10),\quad \left(4\right)=4\;(y=4)

    Two boundary lines meet at this point and it satisfies every constraint.

  3. Substitute the coordinates of the vertex

    P=1(2)+4(4)P=1\left(2\right)+4\left(4\right)

    The objective is evaluated at a point by substituting its coordinates.

  4. Work out the value

    P=2+16=18P=2+16=18

    This is the value of the objective at this corner of RR.

Answer
P=18P=18
Question 2
2 markseasy
The feasible region RR is defined by the constraints 3x+y153x+y\le15, y12y\le12, x0x\ge0 and y0y\ge0. Which one of the following points lies in the feasible region RR?
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Worked solution

  1. Write down the constraints that must be satisfied

    3x+y15,y12,x0,y03x+y\le15,\quad y\le12,\quad x\ge0,\quad y\ge0

    A point lies in RR only if it satisfies every one of them.

  2. Test each point in 3x+y153x+y\le15

    (2,4):  3(2)+(4)=1015  ,(5,9):  3(5)+(9)=2415  ×,(8,3):  3(8)+(3)=2715  ×,(10,12):  3(10)+(12)=4215  ×,(13,6):  3(13)+(6)=4515  ×\left(2,4\right):\;3\left(2\right)+\left(4\right)=10\le15\;\checkmark,\quad \left(5,9\right):\;3\left(5\right)+\left(9\right)=24\ge15\;\times,\quad \left(8,3\right):\;3\left(8\right)+\left(3\right)=27\ge15\;\times,\quad \left(10,12\right):\;3\left(10\right)+\left(12\right)=42\ge15\;\times,\quad \left(13,6\right):\;3\left(13\right)+\left(6\right)=45\ge15\;\times

    Any point failing this constraint can be discarded at once.

  3. Test the surviving points in y12y\le12

    (2,4):  (4)=412  \left(2,4\right):\;\left(4\right)=4\le12\;\checkmark

    Only points that pass every test lie in the feasible region.

  4. State which point is feasible

    (2,4)R\left(2,4\right)\in R

    This is the only one of the five points satisfying all of the constraints.

Answer
(2,4)R\left(2,4\right)\in R
Question 3
4 marksintermediate
The feasible region RR is defined by the constraints 5x+3y355x+3y\le35, xy0x-y\ge0, x0x\ge0 and y0y\ge0. The objective line method (the "ruler method") is used to maximise P=9x+6yP=9x+6y over RR. Which one of the following statements about the objective line method is correct?
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Worked solution

  1. Write down the constraints

    5x+3y35,xy0,x0,y05x+3y\le35,\quad x-y\ge0,\quad x\ge0,\quad y\ge0

    The feasible region is the set of points satisfying all of these inequalities at once.

  2. State the objective function

    P=9x+6y(maximise)P=9x+6y\quad\text{(maximise)}

    The objective is the linear expression to be maximised.

  3. Solve 5x+3y=355x+3y=35 and xy=0x-y=0 simultaneously

    5x+3y=35,xy=0    (358,358)5x+3y=35,\quad x-y=0\;\Rightarrow\;\left(\frac{35}{8},\frac{35}{8}\right)

    This intersection satisfies every constraint, so (358,358)\left(\frac{35}{8},\frac{35}{8}\right) is a vertex of RR.

  4. List the vertices of the feasible region

    (0,0),(358,358),(7,0)\left(0,0\right),\quad \left(\frac{35}{8},\frac{35}{8}\right),\quad \left(7,0\right)

    The feasible region is a convex polygon with these 3 corners.

  5. Collect the values of the objective at every vertex

    P(0,0)=0,P(358,358)=5258,P(7,0)=63P\left(0,0\right)=0,\quad P\left(\frac{35}{8},\frac{35}{8}\right)=\frac{525}{8},\quad P\left(7,0\right)=63

    Every corner of the region has now been tested.

  6. Compare the values and select the largest

    max{0,5258,63}=5258at (358,358)\max\left\{0,\frac{525}{8},63\right\}=\frac{525}{8}\quad\text{at }\left(\frac{35}{8},\frac{35}{8}\right)

    No other vertex gives a larger value, so the optimum is unique.

  7. Select the correct statement about the objective line

    y=32x+P6m=32(optimum at (358,358))y=-\frac{3}{2}x+\frac{P}{6}\quad\Rightarrow\quad m=-\frac{3}{2}\quad\text{(optimum at }\left(\frac{35}{8},\frac{35}{8}\right)\text{)}

    Rearranging P=9x+6yP=9x+6y gives y=32x+P6y=-\frac{3}{2}x+\frac{P}{6}, so every objective line has gradient 32-\frac{3}{2}.

Answer
m=32, translate away from the originm=-\frac{3}{2}\text{, translate away from the origin}
Question 4
6 markshard
The feasible region RR is defined by the constraints 4x+3y304x+3y\ge30, 4x+y264x+y\ge26, x2x\ge2, x0x\ge0 and y0y\ge0. The objective line method (the "ruler method") is used to minimise C=3x+2yC=3x+2y over RR. Which one of the following statements about the objective line method is correct?
Show worked solution

Worked solution

  1. Write down the constraints

    4x+3y30,4x+y26,x2,x0,y04x+3y\ge30,\quad 4x+y\ge26,\quad x\ge2,\quad x\ge0,\quad y\ge0

    The feasible region is the set of points satisfying all of these inequalities at once.

  2. State the objective function

    C=3x+2y(minimise)C=3x+2y\quad\text{(minimise)}

    The objective is the linear expression to be minimised.

  3. Recall the vertex (extreme point) theorem

    a linear objective attains its optimum at a vertex of the feasible region\text{a linear objective attains its optimum at a vertex of the feasible region}

    So it is enough to test the corners of the region rather than every point of it.

  4. Solve 4x+3y=304x+3y=30 and 4x+y=264x+y=26 simultaneously

    4x+3y=30,4x+y=26    (6,2)4x+3y=30,\quad 4x+y=26\;\Rightarrow\;\left(6,2\right)

    This intersection satisfies every constraint, so (6,2)\left(6,2\right) is a vertex of RR.

  5. Solve 4x+3y=304x+3y=30 and y=0y=0 simultaneously

    4x+3y=30,y=0    (152,0)4x+3y=30,\quad y=0\;\Rightarrow\;\left(\frac{15}{2},0\right)

    This intersection satisfies every constraint, so (152,0)\left(\frac{15}{2},0\right) is a vertex of RR.

  6. Solve 4x+y=264x+y=26 and x=2x=2 simultaneously

    4x+y=26,x=2    (2,18)4x+y=26,\quad x=2\;\Rightarrow\;\left(2,18\right)

    This intersection satisfies every constraint, so (2,18)\left(2,18\right) is a vertex of RR.

  7. List the vertices of the feasible region

    (2,18),(6,2),(152,0)\left(2,18\right),\quad \left(6,2\right),\quad \left(\frac{15}{2},0\right)

    The feasible region is a convex polygon with these 3 corners.

  8. Evaluate CC at (2,18)\left(2,18\right)

    C=3(2)+2(18)=42C=3\left(2\right)+2\left(18\right)=42

    The objective is evaluated by substituting the coordinates of the vertex.

  9. Evaluate CC at (6,2)\left(6,2\right)

    C=3(6)+2(2)=22C=3\left(6\right)+2\left(2\right)=22

    The objective is evaluated by substituting the coordinates of the vertex.

  10. Evaluate CC at (152,0)\left(\frac{15}{2},0\right)

    C=3(152)+2(0)=452C=3\left(\frac{15}{2}\right)+2\left(0\right)=\frac{45}{2}

    The objective is evaluated by substituting the coordinates of the vertex.

  11. Collect the values of the objective at every vertex

    C(2,18)=42,C(6,2)=22,C(152,0)=452C\left(2,18\right)=42,\quad C\left(6,2\right)=22,\quad C\left(\frac{15}{2},0\right)=\frac{45}{2}

    Every corner of the region has now been tested.

  12. Compare the values and select the smallest

    min{42,22,452}=22at (6,2)\min\left\{42,22,\frac{45}{2}\right\}=22\quad\text{at }\left(6,2\right)

    No other vertex gives a smaller value, so the optimum is unique.

  13. Select the correct statement about the objective line

    y=32x+C2m=32(optimum at (6,2))y=-\frac{3}{2}x+\frac{C}{2}\quad\Rightarrow\quad m=-\frac{3}{2}\quad\text{(optimum at }\left(6,2\right)\text{)}

    Rearranging C=3x+2yC=3x+2y gives y=32x+C2y=-\frac{3}{2}x+\frac{C}{2}, so every objective line has gradient 32-\frac{3}{2}.

Answer
m=32, translate towards the originm=-\frac{3}{2}\text{, translate towards the origin}
Question 5
9 markschallenging
The feasible region RR is defined by the constraints 5x+5y345x+5y\le34, 3xy03x-y\ge0, 2xy02x-y\ge0, x0x\ge0 and y0y\ge0. The objective line method (the "ruler method") is used to maximise P=x+6yP=x+6y over RR. Which one of the following statements about the objective line method is correct?
Show worked solution

Worked solution

  1. Write down the constraints

    5x+5y34,3xy0,2xy0,x0,y05x+5y\le34,\quad 3x-y\ge0,\quad 2x-y\ge0,\quad x\ge0,\quad y\ge0

    The feasible region is the set of points satisfying all of these inequalities at once.

  2. State the objective function

    P=x+6y(maximise)P=x+6y\quad\text{(maximise)}

    The objective is the linear expression to be maximised.

  3. Recall the vertex (extreme point) theorem

    a linear objective attains its optimum at a vertex of the feasible region\text{a linear objective attains its optimum at a vertex of the feasible region}

    So it is enough to test the corners of the region rather than every point of it.

  4. Solve 5x+5y=345x+5y=34 and 2xy=02x-y=0 simultaneously

    5x+5y=34,2xy=0    (3415,6815)5x+5y=34,\quad 2x-y=0\;\Rightarrow\;\left(\frac{34}{15},\frac{68}{15}\right)

    This intersection satisfies every constraint, so (3415,6815)\left(\frac{34}{15},\frac{68}{15}\right) is a vertex of RR.

  5. Solve 5x+5y=345x+5y=34 and y=0y=0 simultaneously

    5x+5y=34,y=0    (345,0)5x+5y=34,\quad y=0\;\Rightarrow\;\left(\frac{34}{5},0\right)

    This intersection satisfies every constraint, so (345,0)\left(\frac{34}{5},0\right) is a vertex of RR.

  6. Solve 3xy=03x-y=0 and 2xy=02x-y=0 simultaneously

    3xy=0,2xy=0    (0,0)3x-y=0,\quad 2x-y=0\;\Rightarrow\;\left(0,0\right)

    This intersection satisfies every constraint, so (0,0)\left(0,0\right) is a vertex of RR.

  7. Solve 3xy=03x-y=0 and x=0x=0 simultaneously

    3xy=0,x=0    (0,0)3x-y=0,\quad x=0\;\Rightarrow\;\left(0,0\right)

    This intersection satisfies every constraint, so (0,0)\left(0,0\right) is a vertex of RR.

  8. Solve 3xy=03x-y=0 and y=0y=0 simultaneously

    3xy=0,y=0    (0,0)3x-y=0,\quad y=0\;\Rightarrow\;\left(0,0\right)

    This intersection satisfies every constraint, so (0,0)\left(0,0\right) is a vertex of RR.

  9. Solve 2xy=02x-y=0 and x=0x=0 simultaneously

    2xy=0,x=0    (0,0)2x-y=0,\quad x=0\;\Rightarrow\;\left(0,0\right)

    This intersection satisfies every constraint, so (0,0)\left(0,0\right) is a vertex of RR.

  10. Solve 2xy=02x-y=0 and y=0y=0 simultaneously

    2xy=0,y=0    (0,0)2x-y=0,\quad y=0\;\Rightarrow\;\left(0,0\right)

    This intersection satisfies every constraint, so (0,0)\left(0,0\right) is a vertex of RR.

  11. Solve x=0x=0 and y=0y=0 simultaneously

    x=0,y=0    (0,0)x=0,\quad y=0\;\Rightarrow\;\left(0,0\right)

    This intersection satisfies every constraint, so (0,0)\left(0,0\right) is a vertex of RR.

  12. List the vertices of the feasible region

    (0,0),(3415,6815),(345,0)\left(0,0\right),\quad \left(\frac{34}{15},\frac{68}{15}\right),\quad \left(\frac{34}{5},0\right)

    The feasible region is a convex polygon with these 3 corners.

  13. Evaluate PP at (0,0)\left(0,0\right)

    P=(0)+6(0)=0P=\left(0\right)+6\left(0\right)=0

    The objective is evaluated by substituting the coordinates of the vertex.

  14. Evaluate PP at (3415,6815)\left(\frac{34}{15},\frac{68}{15}\right)

    P=(3415)+6(6815)=44215P=\left(\frac{34}{15}\right)+6\left(\frac{68}{15}\right)=\frac{442}{15}

    The objective is evaluated by substituting the coordinates of the vertex.

  15. Evaluate PP at (345,0)\left(\frac{34}{5},0\right)

    P=(345)+6(0)=345P=\left(\frac{34}{5}\right)+6\left(0\right)=\frac{34}{5}

    The objective is evaluated by substituting the coordinates of the vertex.

  16. Collect the values of the objective at every vertex

    P(0,0)=0,P(3415,6815)=44215,P(345,0)=345P\left(0,0\right)=0,\quad P\left(\frac{34}{15},\frac{68}{15}\right)=\frac{442}{15},\quad P\left(\frac{34}{5},0\right)=\frac{34}{5}

    Every corner of the region has now been tested.

  17. Compare the values and select the largest

    max{0,44215,345}=44215at (3415,6815)\max\left\{0,\frac{442}{15},\frac{34}{5}\right\}=\frac{442}{15}\quad\text{at }\left(\frac{34}{15},\frac{68}{15}\right)

    No other vertex gives a larger value, so the optimum is unique.

  18. Select the correct statement about the objective line

    y=16x+P6m=16(optimum at (3415,6815))y=-\frac{1}{6}x+\frac{P}{6}\quad\Rightarrow\quad m=-\frac{1}{6}\quad\text{(optimum at }\left(\frac{34}{15},\frac{68}{15}\right)\text{)}

    Rearranging P=x+6yP=x+6y gives y=16x+P6y=-\frac{1}{6}x+\frac{P}{6}, so every objective line has gradient 16-\frac{1}{6}.

Answer
m=16, translate away from the originm=-\frac{1}{6}\text{, translate away from the origin}

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