Questions tagged [reduced-costs]

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3 answers
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The dual values and change in the variables values

For a constraint as Ax <= b, the dual shows the change in the objective function if the RHS increases by 1 unit. Now my question is that how we can determine how the optimal values will change by 1 ...
Junior MIP's user avatar
2 votes
1 answer
125 views

Can one strengthen the Lagrangian dual bound in column generation when there are multiple subproblems?

Consider a Linear Programme (LP) \begin{align} \min && \sum_{i \in I} c_i x_i \\ \text{s.t.} && \sum_{i \in I} a_{ij} x_i &\geq b_j & \quad & \forall j \in J \\ && ...
1 vote
1 answer
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Sign of the reduced cost in LP

I'm new to operation research. I'm confusing about the sign of reduced cost and I have a few questions that I'd like to ask. Suppose that I solve a maximization problem, considering a variable x with ...
Nguyen Quang Anh's user avatar
2 votes
1 answer
134 views

Must the Newly Generated Column be used in RMP in the Column Generation Method?

When I used Column Generation, I found a column with reduced cost < 0, and added it to the Restricted Master Problem. Must the newly added column be used in the solution of RMP at once? If not, ...
West Wind's user avatar
2 votes
1 answer
146 views

Reduced cost fixing for binary programs

Consider the binary program $$ \min_{ x \in \{0,1\}^N } \left\{ c^T x \mid Ax \leq b \right\}$$ where $A$ and $b$ are real matrices with appropriate dimensions. I am interested in solving large binary ...
rolfvdhulst's user avatar
4 votes
1 answer
214 views

Understanding reduced costs and dual values

I have a headache regarding calculating the reduced costs of a linear program. I am using Pulp for modelling and CBC for solving. What I do is, I model a linear programming problem based on a rhs ...
Djames's user avatar
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2 votes
2 answers
163 views

How to calculate EOQ in this problem?

I am trying to solve a problem that requires I find the EOQ. This problem is from the book (translation from greek) Operational Research: Theory, Algorithms and Applications by authors Coletsos John &...
Tita's user avatar
  • 205
8 votes
1 answer
505 views

Good references for reduced cost fixing?

Reduced cost fixing is a technique used by mixed integer programming (MIP) solvers to safely fix variables to certain values. While this technique is well-known among the MIP community, I don't know ...
Austin Buchanan's user avatar
2 votes
1 answer
286 views

Inconsistent teachings on how to choose a non basic variable to enter the basis (primal simplex)

During the primal simplex algorithm, a non-basic variable must be chosen to enter the basis. Many resources on the subject choose a variable based solely on its coefficient in the row of the tableau ...
Ram's user avatar
  • 137
8 votes
1 answer
265 views

Column generation: decreasing value of restricted master problem

I am using column generation to solve a minimization problem. At a given iteration, my subproblem finds a column with reduced cost $-1$, and in the following restricted master problem, this new column ...
user123456's user avatar
1 vote
1 answer
648 views

How to obtain reduced cost in the graphical sensitivity analysis?

According to some tables in the book Operations Research by Hamdy Taha(7th edition), it seems that for a variable whose optimal value is zero, reduced cost can be evaluated by the following formulas: ...
user10291's user avatar
5 votes
1 answer
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Interpretation of Reduced Costs

I am looking for an answer to a question I can't quite get behind. (continuation of Linear Programming: Integer and non-integer decision variables) I am given the following mathematical optimization ...
coar's user avatar
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4 votes
2 answers
2k views

What is the relation between dual variables and reduced costs?

My background: Pure math current Undergrad, learned the theory of Operations Research, but pretty basic. All we covered have been dealing with problems that have only 1 constraint matrix. I have dealt ...
AyamGorengPedes's user avatar
5 votes
3 answers
695 views

Minimizing cost of transportation and storage of items

I am looking for an optimization algorithm to minimize the cost of transportation and storage cost in warehouse. Let's assume the following table gives us the weekly forecast of Demand. ...
Lopez's user avatar
  • 205
6 votes
1 answer
397 views

Dual of a model to obtain reduced costs

I have the following model which I am going to solve with column generation. \begin{align} \max & \sum_{b \in B} \sum_{s \in S} \sum_{r \in \Omega_s}\beta_{bs}p_r y_{br}\label{objective-set1}\\ ...
pozyavas's user avatar
3 votes
0 answers
145 views

Simplex method on graphs: How do I find a basic solution using the Ford-Fulkerson algorithm?

I'm tasked with solving a minimal cost flow problem. I'm asked to first use the Ford-Fulkerson algorithm on my graph to find a basic solution that will then be used to do the simplex method on that ...
WindBreeze's user avatar
1 vote
0 answers
148 views

Expansion heuristic using gurobi reduced cost / shadow price (LP)

Gurobi 9.0.0 // C++ // LP Let us assume the following problem with three nodes: (1)-----(2)-----(3) node (1) is producing ...
Mitch's user avatar
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6 votes
1 answer
201 views

When using column generation, can I delete a node with negative reduced cost from my subproblem?

I am solving a minimization problem with a column generation procedure. The master problem is of the form $$ \min \sum_{i\in \Omega}c_i \lambda_i $$ subject to $$ \sum_{i\in \Omega \mid v \in i } \...
Kuifje's user avatar
  • 12.9k
5 votes
1 answer
156 views

Preemptive Goal programming by fixing nonbasic variables with non-zero reduced costs

I have been using the method of fixing nonbasic variables with non-zero reduced costs to do preemptive goal programming. It works for the most part. But I have recently noticed in a certain instance ...
naveen divakaran's user avatar
7 votes
1 answer
1k views

Negative reduced cost for basic variable

I am observing something unusual : after solving a linear program, some basic variables have negative reduced costs (instead of $0$) : ...
Kuifje's user avatar
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10 votes
2 answers
1k views

Can we have all reduced costs (strictly) positive?

I had a number of students claim on their homework that "All $z_j-c_j$ values are positive, therefore the solution is optimal." Of course, I noted that they should say "non-negative" instead of "...
Tim's user avatar
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