When the proportionality property of LP models is violated,then we generally must use non-linear optimization.

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In linear programming, the proportionality property states that the objective function and constraints are linearly proportional to the decision variables. If this property is violated, then the model becomes non-linear, and linear optimization techniques cannot be used. Therefore, we generally need to use non-linear optimization methods in such cases.

When the Proportionality Property of LP Models Is Violated,then We