[HTML][HTML] A review of simheuristics: Extending metaheuristics to deal with stochastic combinatorial optimization problems

AA Juan, J Faulin, SE Grasman, M Rabe… - Operations Research …, 2015 - Elsevier
Many combinatorial optimization problems (COPs) encountered in real-world logistics,
transportation, production, healthcare, financial, telecommunication, and computing …

A review of the role of heuristics in stochastic optimisation: From metaheuristics to learnheuristics

AA Juan, P Keenan, R Martí, S McGarraghy… - Annals of Operations …, 2023 - Springer
In the context of simulation-based optimisation, this paper reviews recent work related to the
role of metaheuristics, matheuristics (combinations of exact optimisation methods with …

Iterated local search: Framework and applications

HR Lourenço, OC Martin, T Stützle - Handbook of metaheuristics, 2019 - Springer
The key idea underlying iterated local search is to focus the search not on the full space of
all candidate solutions but on the solutions that are returned by some underlying algorithm …

A biased-randomized simheuristic for the distributed assembly permutation flowshop problem with stochastic processing times

EM Gonzalez-Neira, D Ferone, S Hatami… - … Modelling Practice and …, 2017 - Elsevier
Modern manufacturing systems are composed of several stages. We consider a
manufacturing environment in which different parts of a product are completed in a first stage …

Why Simheuristics?: Benefits, limitations, and best practices when combining metaheuristics with simulation

M Chica, AA Juan, C Bayliss, O Cordón… - SORT: statistics and …, 2020 - ddd.uab.cat
Many decision-making processes in our society involve NP-hard optimization problems. The
largescale, dynamism, and uncertainty of these problems constrain the potential use of …

Solving the deterministic and stochastic uncapacitated facility location problem: from a heuristic to a simheuristic

J De Armas, AA Juan, JM Marquès… - Journal of the …, 2017 - Taylor & Francis
The uncapacitated facility location problem (UFLP) is a popular combinatorial optimization
problem with practical applications in different areas, from logistics to telecommunication …

[PDF][PDF] Consolidation centers in city logistics: A cooperative approach based on the location routing problem

S Nataraj, D Ferone, C Quintero-Araujo… - … Journal of Industrial …, 2019 - researchgate.net
Urban goods distribution is a crucial component for the well-being of an inner city. However,
the transportation of goods generates noise, air pollution, congestion and lower levels of …

A variable neighborhood search simheuristic for the multiperiod inventory routing problem with stochastic demands

A Gruler, J Panadero, J de Armas… - International …, 2020 - Wiley Online Library
The inventory routing problem (IRP) combines inventory management and delivery route‐
planning decisions. This work presents a simheuristic approach that integrates Monte Carlo …

A simheuristic approach for the two-dimensional vehicle routing problem with stochastic travel times

D Guimarans, O Dominguez, J Panadero… - … Modelling Practice and …, 2018 - Elsevier
The two-dimensional vehicle routing problem (2L-VRP) is a realistic extension of the
classical vehicle routing problem in which customers' demands are composed by sets of non …

A biased‐randomized iterated local search for the distributed assembly permutation flow‐shop problem

D Ferone, S Hatami… - International …, 2020 - Wiley Online Library
Modern production systems require multiple manufacturing centers—usually distributed
among different locations—where the outcomes of each center need to be assembled to …