%0 Conference Proceedings
%T Metamodeling of Deteriorating Reusable Articles in a Closed Loop Supply Chain
%+ Dublin City University [Dublin] (DCU)
%A Glennane, Eoin
%A Geraghty, John
%Z Part 3: Intelligent Systems for Manufacturing Planning and Control in the Industry 4.0
%< avec comité de lecture
%@ 978-3-030-85873-5
%( IFIP Advances in Information and Communication Technology
%B IFIP International Conference on Advances in Production Management Systems (APMS)
%C Nantes, France
%Y Alexandre Dolgui
%Y Alain Bernard
%Y David Lemoine
%Y Gregor von Cieminski
%Y David Romero
%I Springer International Publishing
%3 Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems
%V AICT-630
%N Part I
%P 198-207
%8 2021-09-05
%D 2021
%R 10.1007/978-3-030-85874-2_21
%K Reusable articles
%K Deteriorating article
%K Closed loop supply chain
%K ExtendSim
%K Space filling design
%K Metamodeling
%Z Computer Science [cs]Conference papers
%X In this paper a closed loop supply chain for a reusable, deteriorating tool is presented. The tool is used in a manufacturing process on an item in a linear supply chain. A model is created for the linear item supply chain and the tools closed loop supply chain to analyse the interactions between them and various input parameters so that output responses of the system can be modelled. Three approaches are taken to model the system, a brute force factorial design, a modified version of a Latin hypercube space filling design, and a fast flexible space filling design. It is found that all three methods can describe responses that require only a few inputs well but cannot accurately predict more complex responses without all the relevant factors. Space filling designs should be used if more factors are needed as they minimise the total amount of simulations needed to produce an accurate model.
%G English
%Z TC 5
%Z WG 5.7
%2 https://inria.hal.science/hal-04030380/document
%2 https://inria.hal.science/hal-04030380/file/509923_1_En_21_Chapter.pdf
%L hal-04030380
%U https://inria.hal.science/hal-04030380
%~ IFIP
%~ IFIP-AICT
%~ IFIP-TC
%~ IFIP-TC5
%~ IFIP-WG
%~ IFIP-APMS
%~ IFIP-WG5-7
%~ IFIP-AICT-630