Proving feasibility of convex linear combination in LP problem

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Therefore, v is a feasible solution of the linear programming problem.In summary, a convex linear combination of feasible solutions x1, ..., xk is also a feasible solution of the linear programming problem, as long as the coefficients are non-negative and sum to 1. This is because it satisfies the constraints Ax <= b and x >= 0, making it a valid solution.
  • #1
dopey9
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Let x1, . . . , xk be feasible solutions of the linear programming problem:

Maximize z = (c^t)*x subject to Ax < = b and x >= 0,
so for i= 1, . . . , k, Axi <=b and xi >=0,

Let v be any convex linear combination of x1, . . . , xk.

i want to show that v is also a feasible solution of the problem..does anyone know how to show this
 
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  • #2
Think about the definition of "feasible solution" and show that any convex linear combination satisfies it.
 
  • #3
Let [tex]v = \alpha_1 x_1 + \alpha_2 x_2 + \cdots [/tex], where [tex]\alpha_i \geq 0, \forall i[/tex] are real numbers in which [tex]\alpha_1 + \alpha_2 + \cdots = 1[/tex].

Then
[tex]\alpha_1 A x_1 + \alpha_2 A x_2 + \cdots \leq \alpha_1 b + \alpha_2 b + \cdots[/tex].

Hence
[tex]Av \leq b[/tex].

Note also that [tex]v \geq 0[/tex].
 
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FAQ: Proving feasibility of convex linear combination in LP problem

What is a feasible solution?

A feasible solution is a solution that meets all of the specified requirements and constraints. It is a solution that is possible to implement and can be achieved within a given set of limitations.

How is the feasibility of a solution determined?

The feasibility of a solution is determined by assessing its technical, economic, and operational viability. This includes evaluating its functionality, cost, and potential impact on existing systems or processes.

What are the benefits of finding a feasible solution?

The benefits of finding a feasible solution include improving efficiency, reducing costs, and increasing the likelihood of successful implementation. It also allows for better utilization of resources and can lead to innovative and effective solutions.

What are the key factors to consider when determining the feasibility of a solution?

The key factors to consider when determining the feasibility of a solution include technical requirements, financial resources, time constraints, potential risks, and potential impact on stakeholders or the environment.

Can a solution be feasible in one scenario but not in another?

Yes, a solution can be feasible in one scenario but not in another. This is because different scenarios may have different requirements, limitations, or resources available, which can affect the feasibility of a solution. It is important to carefully assess each scenario to determine the feasibility of a solution.

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