<?xml version="1.0" encoding="UTF-8"?><?xml-stylesheet type="text/xsl" href="static/style.xsl"?><OAI-PMH xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/ http://www.openarchives.org/OAI/2.0/OAI-PMH.xsd"><responseDate>2026-07-30T21:36:13Z</responseDate><request verb="GetRecord" identifier="oai:riubu.ubu.es:10259/7441" metadataPrefix="marc">https://riubu.ubu.es/oai/request</request><GetRecord><record><header><identifier>oai:riubu.ubu.es:10259/7441</identifier><datestamp>2024-05-10T10:37:31Z</datestamp><setSpec>com_10259_5645</setSpec><setSpec>com_10259_5086</setSpec><setSpec>com_10259_2604</setSpec><setSpec>col_10259_5646</setSpec></header><metadata><record xmlns="http://www.loc.gov/MARC21/slim" xmlns:doc="http://www.lyncode.com/xoai" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:dcterms="http://purl.org/dc/terms/" xsi:schemaLocation="http://www.loc.gov/MARC21/slim http://www.loc.gov/standards/marcxml/schema/MARC21slim.xsd">
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<subfield code="a">Costas-Gual, José</subfield>
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<subfield code="a">Puche Regaliza, Julio César</subfield>
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<subfield code="a">Ponte, Borja</subfield>
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<subfield code="a">Gupta, Mahesh C.</subfield>
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<subfield code="c">2023-02</subfield>
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<subfield code="a">Product-mix problems, where a range of products that generate different incomes compete for a&#xd;
limited set of production resources, are key to the success of many organisations. In their&#xd;
deterministic forms, these are simple optimisation problems; however, the consideration of stochasticity may turn them into analytically and/or computationally intractable problems. Thus,&#xd;
simulation becomes a powerful approach for providing efficient solutions to real-world productmix problems. In this paper, we develop a simulator for exploring the cost of uncertainty in these&#xd;
production systems using Petri nets and agent-based techniques. Specifically, we implement a&#xd;
stochastic version of Goldratt’s PQ problem that incorporates uncertainty in the volume and mix&#xd;
of customer demand. Through statistics, we derive regression models that link the net profit to the&#xd;
level of variability in the volume and mix. While the net profit decreases as uncertainty grows, we&#xd;
find that the system is able to effectively accommodate a certain level of variability when using a&#xd;
Drum-Buffer-Rope mechanism. In this regard, we reveal that the system is more robust to mix&#xd;
than to volume uncertainty. Later, we analyse the cost-benefit trade-off of uncertainty reduction,&#xd;
which has important implications for professionals. This analysis may help them optimise the&#xd;
profitability of investments. In this regard, we observe that mitigating volume uncertainty should&#xd;
be given higher consideration when the costs of reducing variability are low, while the efforts are&#xd;
best concentrated on alleviating mix uncertainty under high costs.</subfield>
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<subfield code="a">1569-190X</subfield>
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<subfield code="a">http://hdl.handle.net/10259/7441</subfield>
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<subfield code="a">10.1016/j.simpat.2022.102660</subfield>
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<subfield code="a">Agent-based modelling</subfield>
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<subfield code="a">Model-driven decision support system</subfield>
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<subfield code="a">Petri nets</subfield>
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<subfield code="a">Product-mix problem</subfield>
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<subfield code="a">Simulation</subfield>
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<subfield code="a">Theory of constraints</subfield>
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<datafield tag="245" ind1="0" ind2="0">
<subfield code="a">An agent-based simulator for quantifying the cost of uncertainty in production systems</subfield>
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