TY - JOUR
T1 - A biased random-key genetic algorithm for the project scheduling problem with flexible resources
AU - Almeida, Bernardo F.
AU - Saldanha-da-Gama, Francisco
AU - Correia, Isabel
N1 - info:eu-repo/grantAgreement/FCT/5876/147209/PT#
info:eu-repo/grantAgreement/FCT/5876/147204/PT#
sem pdf conforme despacho.
PY - 2018
Y1 - 2018
N2 - In this paper, we investigate a resource-constrained project scheduling problem with flexible resources. This is an (Formula presented.)-hard combinatorial optimization problem that consists of scheduling a set of activities requiring specific resource units of several skills. The goal is to minimize the makespan of the project. We propose a biased random-key genetic algorithm for computing feasible solutions for the referred problem. We study different decoding mechanisms: an already existing method in the literature, a new adapted serial scheduling generation scheme, and a combination of both. The new procedure is tested using a set of benchmark instances of the problem. The results provide strong evidence that the new heuristic is robust and yields high-quality feasible solutions.
AB - In this paper, we investigate a resource-constrained project scheduling problem with flexible resources. This is an (Formula presented.)-hard combinatorial optimization problem that consists of scheduling a set of activities requiring specific resource units of several skills. The goal is to minimize the makespan of the project. We propose a biased random-key genetic algorithm for computing feasible solutions for the referred problem. We study different decoding mechanisms: an already existing method in the literature, a new adapted serial scheduling generation scheme, and a combination of both. The new procedure is tested using a set of benchmark instances of the problem. The results provide strong evidence that the new heuristic is robust and yields high-quality feasible solutions.
KW - Biased random-key genetic algorithm
KW - Flexible resources
KW - Resource-constrained project scheduling
UR - http://www.scopus.com/inward/record.url?scp=85045456587&partnerID=8YFLogxK
U2 - 10.1007/s11750-018-0472-9
DO - 10.1007/s11750-018-0472-9
M3 - Article
AN - SCOPUS:85045456587
SN - 1134-5764
SP - 1
EP - 26
JO - TOP
JF - TOP
ER -