Variable and Single Neighborhood Diving for MIP Feasibility
Yugoslav journal of operations research, Tome 26 (2016) no. 2, p. 131
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In this paper, we propose two new diving heuristics for finding a
feasible solution for a mixed integer programming problem, called variable neighbourhood (VN) diving and single neighborhood (SN) diving, respectively. They perform systematic hard variable fixing (i.e. diving) by exploiting the information
obtained from a series of LP relaxations in order to generate a sequence of sub-problems. Pseudo cuts are added during the search process to avoid revisiting the same search space areas. VN diving is based on the variable neighborhood
decomposition search framework. Conversely, SN diving explores only a single neighborhood in each iteration: if a feasible solution is not found, then the next
reference solution is chosen using the feasibility pump principle and the search
history. Moreover, we prove that the two proposed algorithms converge in a finite
number of iterations (i.e. either return a feasible solution of the input problem, or
prove its infeasibility).We show that our proposed algorithms significantly outperform the CPLEX 12.4 MIP solver and the recent variants of feasibility pump regarding the solution quality.
Classification :
90B06, 90C05, 90C08
Keywords: Mixed Integer Programming, Constructive Heuristics, Feasibility Pump, CPLEX.
Keywords: Mixed Integer Programming, Constructive Heuristics, Feasibility Pump, CPLEX.
@article{YJOR_2016_26_2_a0,
author = {Jasmina Lazi\'c and Raca Todosijevi\'c and Sa{\"\i}d Hanafi and Nenad Mladenovi\'c},
title = {Variable and {Single} {Neighborhood} {Diving} for {MIP} {Feasibility}},
journal = {Yugoslav journal of operations research},
pages = {131 },
year = {2016},
volume = {26},
number = {2},
language = {en},
url = {http://geodesic.mathdoc.fr/item/YJOR_2016_26_2_a0/}
}
TY - JOUR AU - Jasmina Lazić AU - Raca Todosijević AU - Saïd Hanafi AU - Nenad Mladenović TI - Variable and Single Neighborhood Diving for MIP Feasibility JO - Yugoslav journal of operations research PY - 2016 SP - 131 VL - 26 IS - 2 UR - http://geodesic.mathdoc.fr/item/YJOR_2016_26_2_a0/ LA - en ID - YJOR_2016_26_2_a0 ER -
%0 Journal Article %A Jasmina Lazić %A Raca Todosijević %A Saïd Hanafi %A Nenad Mladenović %T Variable and Single Neighborhood Diving for MIP Feasibility %J Yugoslav journal of operations research %D 2016 %P 131 %V 26 %N 2 %U http://geodesic.mathdoc.fr/item/YJOR_2016_26_2_a0/ %G en %F YJOR_2016_26_2_a0
Jasmina Lazić; Raca Todosijević; Saïd Hanafi; Nenad Mladenović. Variable and Single Neighborhood Diving for MIP Feasibility. Yugoslav journal of operations research, Tome 26 (2016) no. 2, p. 131 . http://geodesic.mathdoc.fr/item/YJOR_2016_26_2_a0/