Duality & Sensitivity Testing


We introduce the concept of duality with the help of following example.

Example

Minimize z = 3x1 + 3x2

subject to

2x1 + 4x2 ³ 40
3x1 + 2x2 ³ 50

x1, x2 ³ 0

Solution.

Maximize z = 40w1 + 50w2

subject to

2w1 + 3w2 £ 3
4w1 + 2w2 £ 3

w1, w2 ³ 0

The Primal-Dual construction relationship

"One picture is worth more than ten thousand words." - Chinese Proverb

Relationship Between Primal And Dual Problem

  • The number of constraints in the primal problem is equal to the number of dual variables, and vice versa.
  • If the primal problem is a maximization problem, then the dual problem is a minimization problem and vice versa.
  • If the primal problem has greater than or equal to type constraints, then the dual problem has less than or equal to type constraints and vice versa.
  • The profit coefficients of the primal problem appear on the right-hand side of the dual problem.
  • The rows in the primal become columns in the dual and vice versa..

All primal and dual variables must be non-negative (>0).


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