Blackboard agents for mixed-initiative management of integrated process-planning/production-scheduling solutions across the supply chain

  • Authors:

  • David W. Hildum;Norman M. Sadeh;Thomas J. Laliberty;John McA'Nulty;Stephen F. Smith;Dag Kjenstad

  • Affiliations:

  • Intelligent Coordination and Logistics Laboratory, Center for Integrated Manufacturing Decision Systems, The Robotics Institute, Carnegie Mellon University, Pittsburgh, PA;Intelligent Coordination and Logistics Laboratory, Center for Integrated Manufacturing Decision Systems, The Robotics Institute, Carnegie Mellon University, Pittsburgh, PA;Software Engineering Laboratory, Raytheon Electronic Systems, Raytheon Company, Tewksbury, MA;Software Engineering Laboratory, Raytheon Electronic Systems, Raytheon Company, Tewksbury, MA;Intelligent Coordination and Logistics Laboratory, Center for Integrated Manufacturing Decision Systems, The Robotics Institute, Carnegie Mellon University, Pittsburgh, PA;Intelligent Coordination and Logistics Laboratory, Center for Integrated Manufacturing Decision Systems, The Robotics Institute, Carnegie Mellon University, Pittsburgh, PA

  • Venue:
  • AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
  • Year:
  • 1997

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Abstract

As companies increasingly customize their products, move towards smaller lot production and experiment with more flexible customer/supplier arrangements, they increasingly require the ability to respond quickly, accurately and competitively to customer requests for bids on new products and efficiently work out supplier/subcontractor arrangements for these new products. This in turn requires the ability to rapidly convert standard-based product specifications into process plans and quickly integrate new orders with their process plans into existing production schedules across the supply chain. This paper describes IP3S, a blackboard-based agent for supporting integrated process planning/production scheduling across the supply chain. IP3S agents support concurrent development and dynamic revision of integrated process-planning/production-scheduling solutions across the supply chain, maintenance of multiple problem instances and solutions across the supply chain, flexible user-oriented decision making, declarative representation of control information, the use of a common representation for exchanging information, coordination with other planning/scheduling agents and information sources, and ease of integration with legacy systems. The IP3S agent has been customized for and validated in the context of a large and highly dynamic machine shop at Raytheon's Andover manufacturing facility. Empirical results show an average performance improvement of 23% in solution quality over a decoupled approach to building process-planning/production-scheduling solutions.