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Operations research, linear programming, control theory, systems theory, optimal control, game theory
16
votes
Accepted
Optimal search puzzle
You can solve the problem via dynamic programming. For $n\in\{1,\dots,t\}$, let $V(n)$ be the minimum expected number of steps starting from $n$. Then $V(1)=0$ and otherwise
$$V(n) = 1+\min\left(\fr …
0
votes
Mixed integer program and continuous Diophantine approximation
It certainly depends on both $n$ and $r$. Here are plots of $t^*(n,r)$ for $n\in\{2,3,4,5\}$ and $r\in\{0.01,0.02,\dots,0.99\}$, obtained via mixed integer linear programming.
$$n=2$$
$$n=3$$
$$n …
2
votes
Accepted
How to turn $\{-1, 0, 1\}$-valued optimization problem into integer program?
Given $n \times n$ matrix $M$, you want to find $A,B,C \subset \{1,\dots,n\}$ to maximize
$$\sum\limits_{i \in A, j \in C} m_{ij} - \sum\limits_{i \in B, j \in C} m_{ij}$$
subject to $A < B < C$ and $ …
2
votes
Accepted
How to convexify or reformulate this non-convex MIP?
As @ManfredWeis noted, the objective is equivalent to minimizing $\sum_{i=1}^K \frac{x_i^2}{y_i}$. You can reformulate this as a (convex) mixed integer second-order cone programming (MISOCP) problem …
1
vote
Accepted
Is there a redundant constraint in linear programming?
Yes, lower and upper bounds on variables can be enforced via explicit constraints. In practice, however, bounds are handled implicitly because the explicit constraints determine the size of the basis …
3
votes
How quickly can this IQP or its MILP relaxation be solved
For binary $P$, we have $\min\{P_{k,i},P_{l,j}\} = P_{k,i} P_{l,j}$. In your linearization, you have introduced $r_{i,k,l,j}$ to represent this product. Because of the linear constraints $$\sum_k P_ …
4
votes
Accepted
Method for (binary) optimization under constraints
This is the transportation problem in a bipartite network, with a supply of $1$ at each $j$ node and a demand of $t_i$ at demand node $i$. The problem can be solved via linear programming, a minimum- …
1
vote
Adding valid cuts for integer feasibility problem under Benders decomposition framework?
Yes. Search for combinatorial Benders decomposition or logic-based Benders decomposition. In particular, Benders feasibility cuts for a binary master problem are “no-good” cuts of the form $$\sum_{j …
0
votes
Accepted
Iterations of Dantzig-Wolfe Decomposition for a Simple Linear Programming problem
You could specialize Dantzig-Wolfe by solving the subproblems (one per $i$) with an oracle other than LP. If the constraint $\mathbf{b}_i^\top \mathbf{x}_i \le 0$ weren't there, you could enumerate t …
3
votes
Accepted
Optimality gap between a joint linear program and decoupled sub programs
This idea is the essence of Dantzig-Wolfe decomposition, which is an exact algorithm for solving linear and mixed integer linear programming problems with such block-angular structure. The $\le 0$ co …
0
votes
Weak duality sign
Not sure about your conic problem, but for LP you have the roles of $\min$ and $\max$ reversed.
7
votes
Snake algorithm that minimizes straight lines
This problem is a special case of the quadratic traveling salesman problem in which the cost for traversing three consecutive nodes that have no turn is $1$ and the cost is $0$ otherwise. Because you …
0
votes
Optimal path with multiple costs
This doesn't answer the NP-hardness, but you can solve the problem via integer linear programming as follows. For $(i,j)\in E$, let binary decision variable $x_{i,j}$ represent the flow from $i$ to $ …
1
vote
Accepted
Minimize overlap penalty between paths in graph
You can formulate this as a multicommodity flow problem and solve it via linear programming. The commodities are $K = V_a \times V_b$. Let $A$ be the arc set, with one arc in each direction for each …
2
votes
Accepted
How do I solve this integer programming problem with non convex constraints?
The nonlinear constraint
$$(L_{ij} - D_{ik})(L_{ik} - D_{ij}) \le 0$$
is a disjunction:
$$\left(L_{ij} - D_{ik} \ge 0 \wedge L_{ik} - D_{ij} \le 0\right) \bigvee \left(L_{ij} - D_{ik} \le 0 \wedge L_{ …