Why does a zero pivot element in a tableau column prevent a non-basic variable from entering the basis, and what geometric situation does this represent?
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A zero pivot element means that increasing the entering variable does not change that particular basic variable, so that row cannot provide a valid ratio for determining a leaving variable. If the entire entering-variable column has no suitable positive coefficient, the variable cannot enter while maintaining feasibility. Geometrically, this represents a direction along which the feasible region extends indefinitely, which can indicate an unbounded LP if the variable also improves the objective.
A zero pivot element in a tableau column indicates that the entering variable can be increased indefinitely without changing the value of that basic variable.
Because the ratio test divides the basic variable's current value by its column entry, a zero entry yields an infinite ratio ($\frac{x_i}{0} = \infty$), meaning that particular constraint imposes no bound on how far you can move in that direction.
Geometrically, this represents a search direction that runs parallel to the constraint hyperplane. Pushing the entering variable along this ray maintains a constant distance from that constraint, so the solution boundary is never intersected or violated by that specific constraint.
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