Feasible solutions, optimal solutions and corner points
Every point in or on the feasible region is a feasible solution; points outside are infeasible. The optimal value, when it exists, is at a corner point.
Why corner points?
A feasible region usually has infinitely many feasible solutions, so we cannot test them all. Two theorems save us. They say the best value of Z is always found at a corner point. So we only need to find the corners and work out Z at each one.
The corner point theorems (used without proof)
- Theorem 1: If Z = ax + by has an optimal value (maximum or minimum) on the feasible region R, it occurs at a corner point of R.
- Theorem 2: If R is bounded, Z has both a maximum and a minimum on R, and each occurs at a corner point.
- If R is unbounded, a maximum or minimum may not exist. If it does exist, it is at a corner point.
- Here R is a convex polygon: the segment joining any two of its points stays inside it.
Example 1: feasible or infeasible?
For 2x + y ≤ 12, x + 2y ≤ 12, x ≥ 0, y ≥ 0, decide whether (3, 3), (5, 3) and (0, 6) are feasible solutions.
- (3, 3): 6 + 3 = 9 ≤ 12 and 3 + 6 = 9 ≤ 12. Feasible (inside the region).
- (5, 3): 10 + 3 = 13 > 12. Infeasible.
- (0, 6): 0 + 6 = 6 ≤ 12 and 0 + 12 = 12 ≤ 12. Feasible (on the boundary; it is a corner).
(3, 3) and (0, 6) are feasible solutions; (5, 3) is infeasible.
Example 2: finding corner points
Find the corner points of the feasible region for 2x + y ≤ 10, x + y ≤ 6, x + 2y ≤ 10, x ≥ 0, y ≥ 0.
- On the x-axis (y = 0), the tightest limit is 2x ≤ 10, so A(5, 0).
- 2x + y = 10 and x + y = 6: subtract to get x = 4, then y = 2. B(4, 2).
- x + y = 6 and x + 2y = 10: subtract to get y = 4, then x = 2. C(2, 4).
- On the y-axis (x = 0), the tightest limit is 2y ≤ 10, so D(0, 5).
- Check B: x + 2y = 8 ≤ 10. Check C: 2x + y = 8 ≤ 10. Both satisfy all the constraints.
- With O(0, 0), the region is OABCD.
Corner points: (0, 0), (5, 0), (4, 2), (2, 4), (0, 5).
Feasible solution vs optimal solution
Any meal plan that meets the minimum protein and stays within the budget is a feasible plan. The cheapest of all these plans is the optimal one.
1 marks: “Is (2, 5) a feasible solution of x + y ≤ 6, x ≥ 0, y ≥ 0?” No. 2 + 5 = 7 > 6, so it is infeasible.
2 marks: “State the corner point theorem for a bounded feasible region.” If the feasible region R is bounded, Z = ax + by has both a maximum and a minimum on R, and each occurs at a corner point of R.
2 marks: “Find the corner points of the feasible region for x + y ≤ 5, y ≤ 3, x ≥ 0, y ≥ 0.” The lines x + y = 5 and y = 3 meet at (2, 3). Corners: (0, 0), (5, 0), (2, 3), (0, 3).
Feasible = allowed; optimal = the best of the allowed, sitting on a corner.