A Dual Heuristic for Set Partitioning
نویسنده
چکیده
Dual heuristics have been successfully used to generate bounds in the context of branch and bound algorithms. In the current work, we present a new dual heuristic for the set partitioning problem. Our approach provides a lower bound at each node of the branch and bound tree by calculating approximate solutions to the dual of the linear relaxation of the set partitioning problem. The calculation of the lower bound is carried out incrementally as we optimise over reduced costs instead of the original ones. This feature increases efficiency and reduces memory requirements. Key-Words: Integer programming, Set partitioning, Branch and Bound, Dual heuristic
منابع مشابه
A dual ascent procedure for the set partitioning problem
The set partitioning problem is a fundamental model for many important real-life transportation problems, including airline crew and bus driver scheduling and vehicle routing. In this paper we propose a new dual ascent heuristic and an exact method for the set partitioning problem. The dual ascent heuristic finds an effective dual solution of the linear relaxation of the set partitioning proble...
متن کاملA Combined Lagrangian , and Implication Heuristic Partitioning Problems Linear Programming , for Large - Scale Set
Given a finite ground set, a set of subsets, and costs on the subsets, the set partitioning problem is to find a minimum cost partition of the ground set. Many combinatorial optimization problems can be formulated as set partitioning problems. We present an approximation algorithm that produces high-quality solutions in an acceptable amount of computation time. The algorithm is iterative and co...
متن کاملAn exact algorithm for the vehicle routing problem based on the set partitioning formulation with additional cuts
This paper presents a new exact algorithm for the Capacitated Vehicle Routing Problem (CVRP) based on the set partitioning formulation with additional cuts that correspond to capacity and clique inequalities. The exact algorithm uses a bounding procedure that finds a near optimal dual solution of the LP-relaxation of the resulting mathematical formulation by combining three dual ascent heuristi...
متن کاملAll-integer column generation for set partitioning: Basic principles and extensions
Column generation, combined with an appropriate integer programming technique, has shown to be a powerful tool for solving huge integer programs arising in various applications. In these column generation approaches, the master problem is often of a set partitioning type. The set partitioning polytope has the quasi-integrality property, which enables the use of simplex pivots for finding improv...
متن کاملA combined Lagrangian, linear programming, and implication heuristic for large-scale set partitioning problems
Given a nite ground set a set of subsets and costs on the subsets the set partitioning problem is to nd a minimum cost partition of the ground set Many combinatorial optimization problems can be formulated as set partitioning problems We present an approximation algorithm that produces high quality solutions in an acceptable amount of computation time The algorithm is iterative and combines pro...
متن کامل