Skip to Content

Welcome!

This community is for professionals and enthusiasts of our products and services.
Share and discuss the best content and new marketing ideas, build your professional profile and become a better marketer together.

This question has been flagged
6 Replies
72 Views

In the Simplex Method, a basic feasible solution is degenerate, and the algorithm performs several pivots without improving the objective value. Explain why this can happen, how it can lead to cycling, and why degeneracy alone does not prove that multiple optimal solutions exist.

Avatar
Discard
Best Answer

When a basic feasible solution is degenerate, one or more of the basic variables are equal to exactly zero. This causes the Simplex algorithm to stall, sometimes leading to infinite loops without ever reaching the true optimal solution.

Avatar
Discard
Best Answer

This can happen because a degenerate basic feasible solution has one or more basic variables equal to zero, so a pivot may change the basis without changing the objective value. If this continues, the Simplex Method can cycle between bases and repeat the same solutions. Degeneracy alone does not mean there are multiple optimal solutions because the same optimal solution can have different bases, while multiple optimal solutions require different feasible solutions with the same optimal objective value.


Avatar
Discard
Best Answer

In the Simplex Method, degeneracy occurs when a basic variable is zero, so a pivot can happen without increasing the objective value. If this happens repeatedly, the algorithm may return to a previous basis, causing cycling. However, degeneracy alone does not mean multiple optimal solutions exist because the problem can still have a unique optimal solution.

Avatar
Discard
Best Answer

In degenerate solutions, one or more basic variables equal zero, enabling pivots that alter the basis while leaving the objective value unchanged. If uncorrected, the algorithm can cycle endlessly through the same set of bases. Degeneracy does not mean multiple optimal solutions exist—it just means one solution has multiple valid bases, whereas multiple optimal solutions require separate, distinct solution points with the same optimal value.

Avatar
Discard
Best Answer

Degeneracy can cause several pivots to occur without improving the objective value because one or more basic variables may have a value of zero. This can lead to cycling, where the Simplex Method repeatedly returns to the same basic solutions. However, degeneracy does not mean there are multiple optimal solutions. A degenerate solution can still be the unique optimum; multiple optimal solutions require different feasible solutions to have the same optimal objective value.

Avatar
Discard
Best Answer

In the Simplex Method, a degenerate basic feasible solution occurs when one or more basic variables are equal to zero. Because of this, the algorithm can perform pivots that move to a different basis but represent the same feasible point, so the objective value may not improve. If this happens repeatedly, the algorithm can return to a previous basis, causing cycling. However, degeneracy does not mean multiple optimal solutions exist because degeneracy concerns the structure of a particular basic feasible solution, while multiple optimal solutions require different feasible solutions with the same optimal objective value. Thus, an LP can be degenerate but still have a unique optimal solution.

Avatar
Discard