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For questions about mathematical optimization problems involving binary or general integer variables.
15
votes
3
answers
1k
views
How does the search space affect the speed of an ILP solver?
Let us suppose we have an optimization problem which we have modeled as an ILP. Suppose we solve this problem using some set of constraints which restricts the search space. Let us suppose we model th …
2
votes
4
answers
121
views
Linearity of an optimization problem which comprises the product of variables with constant ...
In a mathematical integer optimization problem, if the objective function is represented as $\sum x_k \cdot M_k$, where $M_k$ is a non-linear function whose value is known and just plugged in to the o …
12
votes
2
answers
647
views
Expressing a chain of boolean ORs using ILP
How to express a chain of OR operations in an ILP in which each expression is a less than or equal constraint and the left hand side variable in all inequalities is always the same? All the variables …
1
vote
1
answer
99
views
Setting constant values in constraints depending on actual values of variables
We have a set of constraints in an ILP of the following form :
$ \gamma (X_{11} + X_{12} + X_{13}) \leq C_1$ where $X_{ij} \in \{0,1\}$ and the value of $\gamma$ is going to depend on the actual value …
0
votes
2
answers
85
views
ILP constraint conditional on a value of a variable
If $X_{ijklm}$ are Boolean Variables, where $i,j,k,l,m$ range from $1$ to $n$, then write an ILP constraint to ensure that for each value of $k$, either all the $jth$ variables are set to $0$ or all t …
6
votes
1
answer
657
views
ILP Constraint to ensure exactly one constraint from a set of constraints is satisfied
Consider several Integer (0/1) ILP variables, i.e., Boolean variables, $x_i$'s. Consider an ILP constraint $x_1 + x_2 + x_3 \geq 1$ and another constraint $x_4 + x_5 + x_6 \geq 1$. I would like to rep …
11
votes
1
answer
525
views
Expressing a chain of boolean ORs using ILP involving different variables
How can I express a chain of OR operations in an ILP, given that each operand is an inequality between two binary variables? I have asked a similar question here: Chain of Boolean ORs. In that questio …
12
votes
2
answers
667
views
Expressing an implication as ILP where each implication term comprises a chain of boolean ORs
Consider an implication of the form $A \implies B$ where both $A, B$ comprises a chain of Boolean OR variables. For example, $(a_1 \lor a_2 \lor a_3) \implies (b_1 \lor b_2 \lor b_3)$. How can this b …
1
vote
2
answers
311
views
Linearizing if else conditions in ILP
We are given three binary indicator variables $X_{ij}, Y_{jk}$ and $Z_{jl}$. Write linear constraints such that,
a) if $X_{ij}$ is equal to 1, then for that $j$ when $X_{ij} = 1$, exactly one $Y_{jk} …