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Mathematics and Statistics · Ch 14 — Linear Programming

Feasible Region — Bounded and Unbounded

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Feasible Region — Bounded and Unbounded

Once an LPP is formulated, its constraints are graphed exactly as in Std XI: each inequation is a half-plane, and the region satisfying all of them at once is the set of allowable plans.

Feasible and infeasible solutions

Feasible solution and feasible region

A feasible solution is any point (x,y)(x,y) that satisfies all the constraints and the non-negativity restrictions simultaneously. The collection of every feasible solution is the feasible region — the common (overlapping) region of all the half-planes.

A point that violates even one constraint is an infeasible solution and lies outside the feasible region. Because x≥0, y≥0x\ge 0,\ y\ge 0 appear in almost every commercial LPP, the feasible region normally lies in the first quadrant.

Corner (vertex) points

Corner point

A corner point (vertex) of the feasible region is a point where two of its boundary lines intersect. Corner points are found by solving the relevant boundary lines two at a time as simultaneous equations.

Corner points are the heart of the graphical method: the optimum of a linear objective always occurs at one of them (Section 3).

Bounded vs. unbounded regions

Note

The two shapes a feasible region can take

  • A feasible region is bounded if it can be enclosed inside some circle (or rectangle) of finite size — it does not run off to infinity. Bounded regions typically arise when the binding constraints are all of the ≤\le type.
  • A feasible region is unbounded if it extends infinitely far in at least one direction. Unbounded regions typically arise when ≥\ge constraints dominate.
Watch out

Boundedness controls whether an optimum exists …

Definition 1Feasible solution

A point (x,y)(x,y) satisfying every constraint and the non-negativity restrictions at once. Any point violating a cons …

Definition 2Feasible region

The set of all feasible solutions — the overlap of all the constraint half-planes, bounded by straight-line segments and (usually) lyin …

Definition 3Bounded region

A feasible region that fits inside a finite circle. On it a linear objective always attains both a max …

Definition 4Unbounded region

A feasible region that extends infinitely in some direction. A linear objective on it may have no maximum (or no minimum), so an extra c …