Linear programming with absolute value objective function

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Homework Help Overview

The discussion revolves around a linear programming problem that involves minimizing an absolute value objective function, specifically |2x1 - 3x2|, subject to several constraints. Participants are exploring how to graphically solve the problem and how to formulate it without absolute values.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning, Problem interpretation

Approaches and Questions Raised

  • Participants discuss their attempts to graph the problem and identify corner points, noting confusion regarding non-adjacent corner points yielding the same objective value. There are inquiries about how to represent the absolute value graphically and how to formulate the problem without absolute values. Some participants share their formulations and seek clarification on the role of new variables introduced in the context of absolute values.

Discussion Status

The discussion is active, with participants sharing their graphical analyses and formulations. Some guidance has been offered regarding the introduction of new variables to eliminate absolute values, but there is still uncertainty about the optimal values and the correct interpretation of the formulations. Multiple interpretations of the problem are being explored.

Contextual Notes

Participants mention constraints related to the homework rules and express difficulty in finding resources that address absolute value objective functions specifically. There is an ongoing exploration of how to handle these constraints within the context of linear programming.

csc2iffy
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Homework Statement



Minimize |2x1-3x2|
subject to
x1+x2≤5
-x1+x2≥-1
x1≥0, x2≥0

(a) Solve the problem graphically.
(b) Formulate a linear program that could be used to solve the problem. Use software to solve your LP and show how to reconstruct a solution to the original problem.

Homework Equations





The Attempt at a Solution



I started graphing the problem and posted an attachment of what I have. I usually solve these by way of the corner point method (just to check that my graphical method is correct), but once I found my corner points for this problem I found that 2 of them have the same value but are not adjacent CPF solutions
(0,0)=0
(1,0)=1
(3,2)=0
(0,5)=15
This is what's confusing me... also, how would I show the graphical method when absolute value is involved? I started to try it, but I would like to know if I'm doing it correctly before going further.
 

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csc2iffy said:

Homework Statement



Minimize |2x1-3x2|
subject to
x1+x2≤5
-x1+x2≥-1
x1≥0, x2≥0

(a) Solve the problem graphically.
(b) Formulate a linear program that could be used to solve the problem. Use software to solve your LP and show how to reconstruct a solution to the original problem.

Homework Equations





The Attempt at a Solution



I started graphing the problem and posted an attachment of what I have. I usually solve these by way of the corner point method (just to check that my graphical method is correct), but once I found my corner points for this problem I found that 2 of them have the same value but are not adjacent CPF solutions
(0,0)=0
(1,0)=1
(3,2)=0
(0,5)=15
This is what's confusing me... also, how would I show the graphical method when absolute value is involved? I started to try it, but I would like to know if I'm doing it correctly before going further.

I assume the question wants you to give an LP formulation---that is, a formulation that does *not* have any absolute values in it. Formulating such problems is standard, and can be found in any introductory LP or Operations Research book. You can even look on line.

RGV
 
Yes that's basically what I'm trying to ask about here. I tried looking in my book but I can't seem to find absolute value objective functions.
I remember my teacher talking about this but her example isn't about absolute value objective

let xi = xi+ - xi-
|xi| = xi+ + xi-

But I'm still confused as to how to solve this...
 
Alright, here is my graphical analysis:

optimal value = 0, occurs at (0,0) and (3,2)
is this correct?
 
Last edited:
This is what I have after doing some research online:

Let X = 2x1 - 3x2

---->
Minimize |X|
subject to
X ≤ X'
-X ≤ X'

---->
Minimize X'
subject to
2x1 - 3x2 ≤ X'
-2x1 + 3x2 ≤ X'

Question, what is X'?
 
csc2iffy said:
This is what I have after doing some research online:

Let X = 2x1 - 3x2

---->
Minimize |X|
subject to
X ≤ X'
-X ≤ X'

---->
Minimize X'
subject to
2x1 - 3x2 ≤ X'
-2x1 + 3x2 ≤ X'

Question, what is X'?

I don't understand your question. The optimal X' will be the minimal value of |2x1 - 3x2|; after all, it is >= both (2x1 - 3x2) and -(2x1 - 3x2), and you minimize it.

RGV
 
But I'm trying to solve it using IOR and I can't have a function with absolute values I thought?
 
csc2iffy said:
But I'm trying to solve it using IOR and I can't have a function with absolute values I thought?

You don't have any absolute values any more---that was the whole point of introducing the new variable X'.

Watch me compute |-3| without using absolute values:
min z
s.t.
z >= 3
z >= -3

Solution: z = 3.

RGV
 
Last edited:

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