DDDAS-based multi-fidelity simulation framework for supply chain systems

作者: Nurcin Celik , Seungho Lee , Karthik Vasudevan , Young-Jun Son

DOI: 10.1080/07408170903394306

关键词: Web serviceCommunications serverSystems architectureGrid computingReal-time simulationComputer scienceDistributed computingGridScheduling (computing)Real-time computingFidelity

摘要: Dynamic-Data-Driven Application Systems (DDDAS) is a new modeling and control paradigm which adaptively adjusts the fidelity of simulation model. The model adjusted against available computational resources by incorporating dynamic data into executing model, then steers measurement process for selective date update. To this end, comprehensive system architecture methodologies are first proposed, where components include real-time DDDAS simulation, grid modules, web service communication server, databases, various sensors real system. Abnormality detection, selection, assignment, prediction task generation enabled through embedded algorithms developed in work. Grid computing used management services inter-operable communications among distributed software components. proposed demonstrated on an example preventive maintenance scheduling in...

参考文章(35)
Bruce Marcot, Patrick Naïm, Olivier Pourret, Bayesian Networks A Practical Guide to Applications John Wiley & Sons. ,(2008)
Benita M Beamon, Supply chain design and analysis:: Models and methods International Journal of Production Economics. ,vol. 55, pp. 281- 294 ,(1998) , 10.1016/S0925-5273(98)00079-6
Norman Sadeh, Jayashankar M. Swaminathan, Stephen Smith, Modeling the Dynamics of Supply Chains ,(1994)
J. Mandel, M. Chen, L. P. Franca, C. Johns, A. Puhalskii, J. L. Coen, C. C. Douglas, R. Kremens, A. Vodacek, W. Zhao, A Note on Dynamic Data Driven Wildfire Modeling Computational Science - ICCS 2004. ,vol. 3038, pp. 725- 731 ,(2004) , 10.1007/978-3-540-24688-6_94
Finn B. Jensen, Thomas Graven-Nielsen, Bayesian networks and decision graphs ,(2001)
Craig C. Douglas, Chad E. Shannon, Yalchin Efendiev, Richard Ewing, Victor Ginting, Raytcho Lazarov, Martin J. Cole, Greg Jones, Chris R. Johnson, Jennifer Simpson, A Note on Data-Driven Contaminant Simulation Computational Science - ICCS 2004. pp. 701- 708 ,(2004) , 10.1007/978-3-540-24688-6_91
Dean C. Chatfield, Jack C. Hayya, Terry P. Harrison, A multi-formalism architecture for agent-based, order-centric supply chain simulation Simulation Modelling Practice and Theory. ,vol. 15, pp. 153- 174 ,(2007) , 10.1016/J.SIMPAT.2006.09.018
YOUNG JUN SON, RICHARD A. WYSK, ALBERT T. JONES, Simulation-based shop floor control: formal model, model generation and control interface Iie Transactions. ,vol. 35, pp. 29- 48 ,(2003) , 10.1080/07408170304428