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what is infeasible solution and how does it occur

by Meda Schuppe Published 3 years ago Updated 2 years ago

What is infeasible solution and how does it occur? A linear program is infeasible if there exists no solution that satisfies all of the constraints -- in other words, if no feasible solution can be constructed.

A linear program
linear program
Linear programming (LP, also called linear optimization) is a method to achieve the best outcome (such as maximum profit or lowest cost) in a mathematical model whose requirements are represented by linear relationships.
https://en.wikipedia.org › wiki › Linear_programming
is infeasible if there exists no solution that satisfies all of the constraints -- in other words, if no feasible solution can be constructed. Since any real operation that you are modelling must remain within the constraints of reality, infeasibility most often indicates an error of some kind.

Full Answer

What is infeasible solution in programming?

Infeasible solution means there is no solution value that will satisfy all the constraints simultaneously. What is optimal solution in linear programming? Definition: An optimal solution to a linear program is the feasible solution with the largest objective function value (for a maximization problem).

What is an infeasible problem?

What is an infeasible problem? A problem that is unfeasible or not feasible…meaning there will be a negative return on investment of people, energy, technology, policies, and systems, etc. What do you mean by infeasible solution in LPP?

What does it mean when a problem has no feasible solution?

It represents a state of inconsistency in the set of constraints. Under the Simplex Method, the problem is said to have no feasible solution if at least one of the artificial variable remains in the final simplex table as basic variable with non-zero quantity. Get Quantitative Techniques: Theory and Problems now with O’Reilly online learning.

What is the source of infeasibility?

The source of infeasibility is often difficult to track down. It may stem from an error in specifying some of the constraints in your model, or from some wrong numbers in your data. It can be the result of a combination of factors, such as the demands at some customers being too high relative to the supplies at some warehouses.

What is an infeasible solution?

A solution is infeasible when no combination of decision variable values can satisfy the entire set of requirements and constraints.

What does an infeasible problem mean?

An infeasible problem is a problem that has no solution while an unbounded problem is one where the constraints do not restrict the objective function and the objective goes to infinity. Both situations often arise due to errors or shortcomings in the formulation or in the data defining the problem.

What is infeasible solution in graphical method?

It is a solution whose objective function is infinite. If the feasible region is unbounded then one or more decision variables will increase indefinitely without violating feasibility, and the value of the objective function can be made arbitrarily large.

What makes a LP infeasible?

A linear program is infeasible if its feasibility set is empty; otherwise, it is feasible. A linear program is unbounded if it is feasible but its objective function can be made arbitrarily “good”.

What is the difference between feasible and infeasible?

A feasible system is one that meets the electric demand under the conditions you specify. An infeasible system is one that does not satisfy the constraints.

When can a linear programming problem be having an infeasible solution?

A linear programming problem is said to be infeasible if there is no solution that satisfies all the constraints. It represents a state of inconsistency in the set of constraints.

What is unbounded and infeasible solution?

An infeasible problem is a problem that has no solution while an unbounded problem is one where the constraints do not restrict the objective function and the objective goes to infinity. Both situations often arise due to errors or shortcomings in the formulation or in the data defining the problem.

What is a degenerate solution?

A degenerate dictionary is one in which at least one of the basic variables has the value zero; the associated solution is called a degenerate solution.

What is difference between feasible and optimal solution?

A feasible solution satisfies all the problem's constraints. An optimal solution is a feasible solution that results in the largest possible objective function value when maximizing (or smallest when minimizing). A graphical solution method can be used to solve a linear program with two variables.

What is meant by feasible region?

The common region determined by all the constraints including non-negative constraints x,y≥0 of a linear programming problem is called the feasible region (or solution region) for the problem. Mathematics.

What is unbounded solution?

An unbounded solution of a linear programming problem is a situation where objective function is infinite. A linear programming problem is said to have unbounded solution if its solution can be made infinitely large without violating any of its constraints in the problem.

What is feasible solution?

Definition: A feasible solution to a linear program is a solution that satisfies all constraints. Definition: An optimal solution to a linear program is the feasible solution with the largest objective function value (for a maximization problem).

What is an infeasible solution in Simplex?

Infeasible solution in Simplex method. Infeasible solution means there is no solution value that will satisfy all the constraints simultaneously.

What is infeasibility in a linear program?

A linear program is infeasible if there exists no solution that satisfies all of the constraints -- in other words, if no feasible solution can be constructed. Since any real operation that you are modelling must remain within the constraints of reality, infeasibility most often indicates an error of some kind.

What is the difference between an infeasible and an unbounded problem?

An infeasible problem is a problem that has no solution while an unbounded problem is one where the constraints do not restrict the objective function and the optimal objective goes to infinit y. Both situations arise due to errors or shortcomings in the formulation or in the data defining the problem.

What does it mean when a solution is feasible?

If it has feasible solution means it can satisfied all the constraints and lead to an optimal solution (might me more optimal also).Feasible solution means set which contains all the possible solution which follow all the constraints.

What is feasible solution?

Feasible solution- A set of non negative individual allocation which satisfy all the given constraints is termed as feasible solution.

What is the initialization phase of a simplex matrix?

In Initialization phase we give a solution to the simplex matrix which moves from corner to corner in bounded region.Like when we give (0,0) as solution of simplex matrix it will move in either x direction or y direction depends upon rate of change of each other in objective function.e.g if in this case objective function is 5 x + 3 y (maximize).Then in this case simplex will start from (0,0) and move along X direction and choose corner points till the constrained satisfied.This solution is called basic feasible solution.

Why are degenerate solutions annoying?

Degenerate solutions tend to be annoying mainly because certain quantities of some importance that you derive depend on which n hyperplanes intersect at the solution, n being the number of variables , and at a degenerate solution there is more than one answer to that question.

What is the basic solution of a problem?

Basic solution - Solution of a problem which satisfy all the condition. Basically in linear programming more importance is about basic feasible solution rather than basic solution.

What does "infeasibility" mean in LP?

Since any real operation that you are modelling must remain within the constraints of reality, infeasibility most often indicates an error of some kind. Simplex-based LP software like lp_solve efficiently detects when no feasible solution is possible.

How to convert inequality into equality?

As per simplex method in linear programming all the constraints should be in equality form . So, all inequality will be converted into equality by using slack variables and artificial variables . So it is logically proven that n >= m

What is an unbounded solution?

The unbounded solution is a situation when the optimum feasible solution cannot be determined, instead there are infinite many solutions. It is not possible to solve the problem in which this situation occurs. Determination of unbounded solution:

What happens if a linear programming problem is unbounded?

In a general linear programming problem, if there is a situation of unbounded solution in the primal, then the dual formulated from that problem will definitely produce a result which is infeasible (i.e. a solution that violates at least one of the constraints) and if the primal problem has infeasible solution, then the dual formulated will have an unbounded solution.

Is there a real life situation of a bounded solution?

In real life, generally, there exists the situation of a bounded solution. There is no real-life existence of the situation of an unbounded solution. Thus, whenever such a situation arises while solving a linear programming problem, there are the chances of the occurrence of error in the formulation of the problem.

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