Production planning and control via service-oriented simulation integration platform

Dong Xu, Young Jun Son

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

In this paper, a service-oriented simulation integration platform is proposed to support manufacturing production planning and control of a complex manufacturing system. In particular, a multi-level service composition structure is considered, where simulation models at different levels of the hierarchy (e.g. equipment, shop, and enterprise) can be seamlessly and efficiently integrated. The Service oriented architecture Modeling Language (SoaML) is then employed to specify the service capabilities, service interfaces, service data model and chorography related to production planning and control. Furthermore, the proposed approach is demonstrated through single-period and multi-period inventory management. For the single-period inventory control, the optimal product price is estimated under different demand variability. For the multi-period inventory control, the convergence of a multi-agent reinforcement learning algorithm is demonstrated considering the eligibility trace. The proposed platform has been successfully deployed for integrating various different simulation models (e.g. discrete-event, agent-based, systems dynamics, process simulation). In addition, experiments illustrate the impact of demand variability on the product price, and the learning results of the optimal decision policy.

Original languageEnglish (US)
Title of host publicationIIE Annual Conference and Expo 2014
PublisherInstitute of Industrial Engineers
Pages351-360
Number of pages10
ISBN (Electronic)9780983762430
StatePublished - Jan 1 2014
EventIIE Annual Conference and Expo 2014 - Montreal, Canada
Duration: May 31 2014Jun 3 2014

Publication series

NameIIE Annual Conference and Expo 2014

Other

OtherIIE Annual Conference and Expo 2014
CountryCanada
CityMontreal
Period5/31/146/3/14

Keywords

  • Inventory control
  • Reinforcement learning
  • Service-oriented architecture
  • Simulation

ASJC Scopus subject areas

  • Industrial and Manufacturing Engineering
  • Control and Systems Engineering

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