2017
DOI: 10.1111/itor.12433
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Designing e‐commerce supply chains: a stochastic facility–location approach

Abstract: e‐Commerce activity has been increasing during recent years, and this trend is expected to continue in the near future. e‐Commerce practices are subject to uncertainty conditions and high variability in customers’ demands. Considering these characteristics, we propose two facility–location models that represent alternative distribution policies in e‐commerce (one based on outsourcing and another based on in‐house distribution). These models take into account stochastic demands as well as more than one regular … Show more

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Cited by 60 publications
(26 citation statements)
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“…For instance, Pagès-Bernaus et al. [117] propose a simheuristic algorithm to design SCNs in the context of e-commerce, and shows that it tends to outperform classical stochastic programming approaches when solving large-sized instances. Since they are based on the use of simulation and therefore can provide rich information on any design plan, simheuristics are well suited for estimating SCN risk-related properties such as: reliability, robustness, and resilience.…”
Section: Insights and Future Research Directionsmentioning
confidence: 99%
“…For instance, Pagès-Bernaus et al. [117] propose a simheuristic algorithm to design SCNs in the context of e-commerce, and shows that it tends to outperform classical stochastic programming approaches when solving large-sized instances. Since they are based on the use of simulation and therefore can provide rich information on any design plan, simheuristics are well suited for estimating SCN risk-related properties such as: reliability, robustness, and resilience.…”
Section: Insights and Future Research Directionsmentioning
confidence: 99%
“…Inderfurth and Kiesmüller [18] first considered unreliable supplier in their model. Bernaus et al [19] discussed uncertainty in e-commerce. They invented an approach, namely "simheuristic", for dealing with large-scale events in small-computing time.…”
Section: Literature Reviewmentioning
confidence: 99%
“…Notice that simheuristics might employ any type of simulation, e.g., discrete-event, agent-based, or MCS. These algorithms have also been used recently in multiple sectors, including: flow-shop scheduling (Gonzalez-Neira et al 2017;Hatami et al 2018), waste collection management , arc routing (Gonzalez-Martin et al 2018), Internet computing (Cabrera et al 2014), finance (Panadero et al 2020), e-commerce (Pages-Bernaus et al 2019), and inventory routing (Gruler et al 2018(Gruler et al 2020. All in all, simheuristics illustrate the extraordinary potential that simulation has when combined with heuristics and metaheuristics, specially when solving stochastic versions of NP-hard optimization problems.…”
Section: Potential Use Of Simheuristics and Learnheuristicsmentioning
confidence: 99%