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Integration of lot sizing and safety strategy placement using interactive multiobjective optimization

Authors: Sipilä, Juha; Misitano, Giovanni; Miettinen, Kaisa; Lehtmäki; Jussi; Kania, Adhe;

Integration of lot sizing and safety strategy placement using interactive multiobjective optimization

Abstract

We address challenges of unpredicted demand and propose a multiobjective optimization model to integrate a lot sizing problem with safety strategy placement and optimize conflicting objectives simultaneously. The novel model is devoted to a single-item multi-period problem in periodic review policy. As a safety strategy, we use the traditional safety stock concept and a novel concept of safety order time, which uses a time period to determine the additional stock to handle demand uncertainty. The proposed model has four objective functions: purchasing and ordering cost, holding cost, cycle service level and inventory turnover. We bridge the gap between theory and a real industrial problem and solve the formulated problem by using an interactive trade-off-free multiobjective optimization method called E-NAUTILUS. It is well suited for computationally expensive problems. We also propose a novel user interface for the method. As a proof of concept for the model and the method, we use real data from a manufacturing company with the manager as the decision maker. We consider two types of items and demonstrate how a decision maker can find a most preferred solution with the best balance among the conflicting objectives and gain valuable insight.

peerReviewed

Countries
Finland, Finland
Keywords

ta113, Päätöksen teko monitavoitteisesti, inventory management, Decision analytics utilizing causal models and multiobjective optimization, E-NAUTILUS, päätöksentukijärjestelmät, Multiobjective Optimization Group, interactive method, varmuusvarastot, monitavoiteoptimointi, Computational Science, optimointi, kysyntä, varastonvalvonta, interaktiivisuus, multiple objective optimization, safety stock, uncertain demand, Laskennallinen tiede

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    popularity
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    Top 10%
    influence
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    impulse
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
4
Top 10%
Average
Average
Green
hybrid