Initialization of metaheuristics: comprehensive review, critical analysis, and research directions

M Sarhani, S Voß, R Jovanovic - International Transactions in …, 2023 - Wiley Online Library
Initialization of metaheuristics is a crucial topic that lacks a comprehensive and systematic
review of the state of the art. Providing such a review requires in‐depth study and …

A review on unsupervised learning algorithms and applications in supply chain management

B Rolf, A Beier, I Jackson, M Müller… - … Journal of Production …, 2024 - Taylor & Francis
Due to pressing challenges such as high market volatility, complex global logistics,
geopolitical turmoil and environmental sustainability, compounded by radical events such as …

Clustering search for the berth allocation problem

RM de Oliveira, GR Mauri, LAN Lorena - Expert Systems with Applications, 2012 - Elsevier
This work presents a new approach to the Berth Allocation Problem (BAP) for ships in ports.
Due to the increasing demand for ships carrying containers, the BAP can be considered as a …

A hybrid matheuristic for the two-stage capacitated facility location problem

G Souto, I Morais, GR Mauri, GM Ribeiro… - Expert Systems with …, 2021 - Elsevier
In the class of supply chain problems, the Two-Stage Capacitated Facility Location (TSCFL)
is defined by optimal locations for installing factories and warehouses to meet the demand of …

Clustering search algorithm for the capacitated centered clustering problem

AA Chaves, LAN Lorena - Computers & Operations Research, 2010 - Elsevier
The capacitated centered clustering problem (CCCP) consists in partitioning a set of n points
into p disjoint clusters with a known capacity. Each cluster is specified by a centroid. The …

A population initialization method for evolutionary algorithms based on clustering and Cauchy deviates

D Bajer, G Martinović, J Brest - Expert Systems with Applications, 2016 - Elsevier
The initial population of an evolutionary algorithm is an important factor which affects the
convergence rate and ultimately its ability to find high quality solutions or satisfactory …

A mathematical model and a Clustering Search metaheuristic for planning the helicopter transportation of employees to the production platforms of oil and gas

R de Alvarenga Rosa, AM Machado, GM Ribeiro… - Computers & Industrial …, 2016 - Elsevier
In several countries, the petroleum is explored offshore and the oil and gas companies use
oil drilling facilities and platforms far away from the coast. Thus, the oil companies transport …

A new evolutionary clustering search for a no-wait flow shop problem with set-up times

MS Nagano, AA Da Silva, LAN Lorena - Engineering Applications of …, 2012 - Elsevier
This paper addresses the m-machine no-wait flow shop problem where the set-up time of a
job is separated from its processing time. The performance measure considered is the total …

Investigating smart sampling as a population initialization method for differential evolution in continuous problems

VV de Melo, ACB Delbem - Information Sciences, 2012 - Elsevier
Recently, researches have shown that the performance of metaheuristics can be affected by
population initialization. Opposition-based Differential Evolution (ODE), Quasi-Oppositional …

Hybrid metaheuristic for the assembly line worker assignment and balancing problem

AA Chaves, LAN Lorena, C Miralles - … , HM 2009, Udine, Italy, October 16 …, 2009 - Springer
Abstract The Assembly Line Worker Assignment and Balancing Problem (ALWABP) appears
in real assembly lines which we have to assign given tasks to workers where there are some …