Basic feasible solutions

Basic Feasible Solutions

A basic feasible solution is a basic solution that also satisfies nonnegativity.

Definition

For

\[P=\{x\mid Ax=b,\ x\ge 0\},\]

$x$ is a basic feasible solution if it is a basic solution and $x\ge 0$.

Construction

Choose a basis $B$, set $x_N=0$, compute

\[x_B=B^{-1}b.\]

If $x_B\ge 0$, the resulting vector is a BFS.

BFS and Vertices

Under the usual full-rank assumptions,

\[\text{BFS}\Longleftrightarrow\text{vertex of }P.\]

This is the reason simplex works with bases.

Degenerate vs Nondegenerate

A BFS is nondegenerate if

\[x_B>0.\]

It is degenerate if at least one basic variable is zero.

Simplex Role

The simplex method starts from a BFS and repeatedly moves to adjacent BFSs with better objective value.

Checklist

You should be able to compute a basic solution, check $x\ge 0$, and identify whether it is degenerate.

See Also

Exam checkpoint

For BFS questions, convert to standard form before checking the point. A candidate in original variables must be lifted with slack and surplus variables before testing basis columns.

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