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What is the primary purpose of introducing slack variables in linear programming?
Mathematics
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3 stepsQ.41) Slack variables are introduced into linear programming constraints to:
- A) Convert inequality constraints into equalities
- B) Increase the number of constraints
- C) Make the objective function non-linear
- D) Eliminate the need for non-negativity
Understand the purpose of slack variables.
In linear programming, slack variables are non-negative variables added to "less than or equal to" () inequality constraints to transform them into equality constraints. This conversion is essential for applying methods like the simplex algorithm.
Evaluate the given options based on the definition.
- A) Convert inequality constraints into equalities: This is the primary function of slack variables. For example, becomes , where is a slack variable.
- B) Increase the number of constraints: Slack variables increase the number of variables, not the number of constraints. Each inequality constraint is simply rewritten as an equality.
- C) Make the objective function non-linear: Slack variables are added to constraints, not the objective function, and they maintain the linearity of the problem.
- D) Eliminate the need for non-negativity: Slack variables themselves must be non-negative (), and they do not remove the non-negativity requirements for the original decision variables.
Conclude the correct option.
Based on the evaluation, option A accurately describes the purpose of introducing slack variables.
The final answer is
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