Designing Multi-Agent Simulation with Big Time Series Data for a Global Supply Chain System
Kenji Tanaka*, Shen-Ming Gu**, and Jing Zhang**,†
*Department of System Innovation, Graduate School of Engineering, The University of Tokyo
7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8656, Japan
**School of Mathematics, Physics and Information Science, Zhejiang Ocean University
No.1, Haida South Road, Lincheng, Changzhi Island, Zhoushan, Zhejiang 316022, P.R. China
Multinational corporations produce products at relatively few factories and then sell those products in all areas of the world. Longer lead times increase the risk of fluctuations in product demand. To reduce this risk, the entire business chain, from production to sale, must be optimized. In this study, we propose, implement, and verify a total optimization system. This system uses multi-agent simulation on big time series data. It consists of management, integrated database, and operation modules.
-  “Logistics Strategy Scenarios,” Kanki Shuppan, 2005 (in Japanese).
-  J. Kurilova-Palisaitiene and E. Sundin, “Chalenges and opportunities of Lean Remanufacturing,” Int. J. of Automation technology, Vol.8, No.5, pp. 644-652,2014.
-  P. Baker, “The design and operation of distribution centers within agile supply chains,” Int. J. Production Economics, Vol.111, pp. 27-41, 2008.
-  B. M. Beamon, “Supply chain design and analysis: Models and methods,” International J. of Production Economics, Vol.55, pp. 281-294, 1998.
-  J. Zhang, “A Study of Support System for Global Company Management,” Japan Association for Management Systems Vol.29, pp. 1-7, 2012 (in Japanese).
-  D. M. Lambert, “Supply Chain Management, Process, Partnerships, Performance,” Supply Chain Management Institute, 2006.
-  H. Min and G. Zhou, “Supply chain modeling: past, present and future,” Computer & Industrial Engineering, Vol.43, pp. 231-249, 2002.
-  G. Tomas, “Strategic Supply Chain Management: Improving Performance through a Culture of Competitiveness and Knowledge Development,” Strategic Management J., Vol.28, pp. 1035-1052, 2007.
-  Y. Tanimizu, “Flexible Multi-Layered Dynamic Supply Chain Models with Cooperative Negotiation,” Int. J. of Automation Technology, Vol.7, No.1, pp. 128-135, 2012.
-  L. Lu, “A one-vendor multi-buyer integrated model,” European J. of Operational Research, Vol.81, pp. 312-232, 1995.
-  L. Berrah, “Towards an aggregation performance measurement system model in a supply chain concept,” Computers in Industry, Vol.58, pp. 709-719, 2007.
-  Y. Sato and H. Miyata, “Development of a discrete simulator for maritime logistics between Japan and China,” Proc. of the Conf. of Japan Society of Naval Architects and Ocean Engineers, Vol.2, pp. 17-18, 2006 (in Japanese).
-  L. Wright et al., “Inventory-Driven Costs,” Harvard Business Review, 2005, https://hbr.org/2005/03/inventory-driven-costs [accessed April 1, 2006]
-  K. Matsushima, “Constructing a vertically-integrated system for coal-fired power generation,” Master’s Thesis, Graduate School of Engineering, The University of Tokyo, 2007 (in Japanese).
-  C. Billington et al., “Accelerating the Profitability of Hewlett-Packard’s Supply Chains,” INFORMS, 2007.
-  L. Kopczak and H. Lee, “Hewlett-Packard Company Deskjet Printer Supply Chain (A),” Stanford Graduate School of business, case GS-3A, 2004.
-  Y. Kondo, “Algorithm and Data Structures,” Softbank Publishing Inc. 2004 (in Japanese).
-  K. Tanaka and J. Zhang, “Managing Demand Uncertainty with knowledge based forecasting,” New World Situation: New Directions in Concurrent Engineering, 2010, http://www.springer.com/us/book/9780857290236 [accessed April 1, 2011]
-  K. Tanaka, “A sales forecasting model for new-released and nonlinear sales trend products,” Expert Systems with Applications, Vol.37, pp. 7387-7393, 2010.
-  “2008 International Transportation Handbook,” Ocean Commerce, 2008 (in Japanese).