A tabu search approach for the dynamic space allocation problem [electronic resource] /
Abstract (Summary)
TABU SEARCH APPROACH TO SOLVE THE
DYNAMIC SPACE ALLOCATION PROBLEM
Juan R. Jaramillo
The dynamic space allocation problem (DSAP) is the assigning of
activities to workspaces and idle resources to storage spaces while minimizing
the total distance traveled by the resources during project duration. The inputs of
the DSAP are: the schedule of project activities and the resources required to
perform the activities, the layout of the floor plan, the capacity of the storage
spaces, and the distances between locations. The output is a sequence of
layouts containing the assignments of the activities and their resources to
workspaces, as well as the idle resources to storage spaces. The DSAP is
related to some known problems in the literature such as the quadratic
assignment problem (QAP) and the dynamic facility layout problem (DFLP). The
DSAP belongs to the family of combinatorial intractable problems, and only
extremely small problems can be solved in reasonable time using exact methods.
This research presents a mathematical formulation, a clustering algorithm
based on group technology concepts and storage policies used to solve the
storage layout problem, and a tabu search heuristic (TS) for solving the DSAP. In
addition, a set of 72 test problems was developed to test these algorithms.
Because of the complexity of the problem only 25 problems were solved to
optimality. TS was tested by considering five different initial solutions: two
solutions obtained by the clustering algorithm; two solutions generated by
assigning activities and idle resources to locations, and one solution using a
random pair-wise exchange algorithm. In general, the TS heuristic performed
better when using the solutions obtained from the clustering algorithm as the
initial solutions.
Bibliographical Information:
Advisor:
School:West Virginia University
School Location:USA - West Virginia
Source Type:Master's Thesis
Keywords:storage facilities plant layout quadratic assignment problem
ISBN:
Date of Publication: