Multi-agent Based Integrated Process Planning and Production Scheduling in an Agile Manufacturing Environment

Multi-agent Based Integrated Process Planning and Production Scheduling in an Agile Manufacturing Environment PDF Author: Wan Tsin Goh
Publisher:
ISBN:
Category :
Languages : en
Pages :

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Multi-Agent-Based Production Planning and Control

Multi-Agent-Based Production Planning and Control PDF Author: Jie Zhang
Publisher: John Wiley & Sons
ISBN: 1118890094
Category : Technology & Engineering
Languages : en
Pages : 368

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Book Description
At the crossroads of artificial intelligence, manufacturing engineering, operational research and industrial engineering and management, multi-agent based production planning and control is an intelligent and industrially crucial technology with increasing importance. This book provides a complete overview of multi-agent based methods for today’s competitive manufacturing environment, including the Job Shop Manufacturing and Re-entrant Manufacturing processes. In addition to the basic control and scheduling systems, the author also highlights advance research in numerical optimization methods and wireless sensor networks and their impact on intelligent production planning and control system operation. Enables students, researchers and engineers to understand the fundamentals and theories of multi-agent based production planning and control Written by an author with more than 20 years’ experience in studying and formulating a complete theoretical system in production planning technologies Fully illustrated throughout, the methods for production planning, scheduling and controlling are presented using experiments, numerical simulations and theoretical analysis Comprehensive and concise, Multi-Agent Based Production Planning and Control is aimed at the practicing engineer and graduate student in industrial engineering, operational research, and mechanical engineering. It is also a handy guide for advanced students in artificial intelligence and computer engineering.

Multi-Agent Based Beam Search for Real-Time Production Scheduling and Control

Multi-Agent Based Beam Search for Real-Time Production Scheduling and Control PDF Author: Shu Gang Kang
Publisher: Springer Science & Business Media
ISBN: 1447145763
Category : Technology & Engineering
Languages : en
Pages : 136

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Book Description
The Multi-Agent Based Beam Search (MABBS) method systematically integrates four major requirements of manufacturing production - representation capability, solution quality, computation efficiency, and implementation difficulty - within a unified framework to deal with the many challenges of complex real-world production planning and scheduling problems. Multi-agent Based Beam Search for Real-time Production Scheduling and Control introduces this method, together with its software implementation and industrial applications. This book connects academic research with industrial practice, and develops a practical solution to production planning and scheduling problems. To simplify implementation, a reusable software platform is developed to build the MABBS method into a generic computation engine. This engine is integrated with a script language, called the Embedded Extensible Application Script Language (EXASL), to provide a flexible and straightforward approach to representing complex real-world problems. Adopting an in-depth yet engaging and clear approach, and avoiding confusing or complicated mathematics and formulas, this book presents simple heuristics and a user-friendly software platform for system modelling. The supporting industrial case studies provide key information for students, lecturers, and industry practitioners alike. Multi-agent Based Beam Search for Real-time Production Scheduling and Control offers insights into the complex nature of and a practical total solution to production planning and scheduling, and inspires further research and practice in this promising research area.

Optimising integrated process planning and production scheduling by using a multi-agent system

Optimising integrated process planning and production scheduling by using a multi-agent system PDF Author: Ming Kim Lim
Publisher:
ISBN:
Category :
Languages : en
Pages : 0

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An Integrated Process-planning/production-scheduling Shell for Agile Manufacturing

An Integrated Process-planning/production-scheduling Shell for Agile Manufacturing PDF Author: Norman M. Sadeh
Publisher:
ISBN:
Category : Blackboard systems (Computer programs)
Languages : en
Pages : 20

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Abstract: "Increased reliance on agile manufacturing techniques has created a demand for systems to solve integrated process-planning and production-scheduling problems in large-scale dynamic environments. To be effective, these systems should provide user-oriented interactive functionality for managing the various user tasks and objectives and reacting to unexpected events. This paper describes the mixed-initiative problem-solving features of IP3S, an Integrated Process-Planning / Production-Scheduling shell for agile manufacturing. IP3S is a blackboard- based system that supports the concurrent development and dynamic revision of integrated process-planning and production-scheduling solutions and the maintenance of multiple problem instances and solutions, as well as other flexible user-oriented decision-making capabilities, allowing the user to control the scope of the problem and explore alternate tradeoffs ('what- if' scenarios) interactively. The system is scheduled for initial deployment and evaluation in a large and highly dynamic machine shop at Raytheon's Andover manufacturing facility."

Process Planning and Scheduling for Distributed Manufacturing

Process Planning and Scheduling for Distributed Manufacturing PDF Author: Lihui Wang
Publisher: Springer Science & Business Media
ISBN: 1846287529
Category : Technology & Engineering
Languages : en
Pages : 441

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Book Description
This is the first book to focus on emerging technologies for distributed intelligent decision-making in process planning and dynamic scheduling. It has two sections: a review of several key areas of research, and an in-depth treatment of particular techniques. Each chapter addresses a specific problem domain and offers practical solutions to solve it. The book provides a better understanding of the present state and future trends of research in this area.

Agent-Based Manufacturing and Control Systems

Agent-Based Manufacturing and Control Systems PDF Author: Massimo Paolucci
Publisher: CRC Press
ISBN: 0203492668
Category : Business & Economics
Languages : en
Pages : 288

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Book Description
Traditional manufacturing systems rely upon centralized, hierarchical systems that are not responsive enough to the increasing demand for mass customization. Decentralized, or heterarchical, management systems using autonomous agents promise to nullify the limitations of previous solutions. Agent-Based Manufacturing and Control Systems: New

Multi-Agent Based Beam Search for Intelligent Production Planning and Scheduling

Multi-Agent Based Beam Search for Intelligent Production Planning and Scheduling PDF Author: Shugang Kang
Publisher: Open Dissertation Press
ISBN: 9781361476215
Category :
Languages : en
Pages :

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Book Description
This dissertation, "Multi-agent Based Beam Search for Intelligent Production Planning and Scheduling" by Shugang, Kang, 康書剛, was obtained from The University of Hong Kong (Pokfulam, Hong Kong) and is being sold pursuant to Creative Commons: Attribution 3.0 Hong Kong License. The content of this dissertation has not been altered in any way. We have altered the formatting in order to facilitate the ease of printing and reading of the dissertation. All rights not granted by the above license are retained by the author. Abstract: Abstract of thesis entitled Multi-agent based beam search for intelligent production planning and scheduling submitted by KANG SHUGANG for the degree of Doctor of Philosophy at the University of Hong Kong in September 2007 To survive fierce global competition, manufacturing enterprises need to improve their responsiveness to market changes and the productivity of their manufacturing systems. Production planning and scheduling requirements have become more demanding than ever before. Due to the complexities of scheduling problems, the impact of scheduling research on real-world applications is limited, and much research work is needed to develop effective methods and tools that can be directly applied to the planning and scheduling functions of modern manufacturing systems. This study attempts to address this issue by incorporating the philosophies and techniques of multiple approaches into a unified framework for development of a powerful hybrid method, an open software platform, and subsequently an integrated system for production planning, scheduling, and execution. Hence, an effective total solution is developed for real-world applications. In the theoretical aspect, a Multi-Agent Based Beam Search (MABBS) method is developed by integrating AI (Multi-Agent System, Expert System) and OR (Beam Search) methods. Although the multi-agent system (MAS) is a promising technique for modeling complex dynamic systems, the solution quality of MAS-based method is usually questionable. The MABBS method can take advantage of the representation power of MAS, and enhances MAS with beam search method for improving solution quality. As such, it provides a powerful hybrid method to solve complex real-world problems. To simplify the use of the MABBS method, computer languages and an open software platform are developed. The Knowledge Markup Language (KML) is an XML based markup language to model intelligent agents; the Information Markup Language (IML) is an XML based markup language for rapid construction of graphical user interfaces (GUI) for user interaction; and the Embedded eXtensible Application Script Language (EXASL) is embedded into KML and IML to provide a simple and versatile programming language for both knowledge representation and user interaction. It also provides a flexible tool for configuration of complex systems. The software platform includes an inference engine, a smart client and a toolkit. The inference engine is responsible for the MABBS-based computation. It can exploit the parallel computation power of network-connected computers to reduce computation time. The smart client renders graphical user interfaces (GUI) with IML, which provides rich functionalities and enables remote access over the Internet. The toolkit provides an integrated development environment for both back-end knowledge representation and front-end GUI development. The languages and the software platform provide a reusable and flexible approach for the rapid construction of customized production planning and scheduling systems. To apply the MABBS method, the languages and the software platform to practical production planning and scheduling problems, an Integrated Production Planning, Scheduling, and Executing System (IPPSES) is developed. In this system, a multi-agent system is designed and the MABBS method is used for complex production planning and scheduling. A workflow-based execution system is developed

Development of an Integrated Process Planning/production Scheduling Shell for Agile Manufacturing

Development of an Integrated Process Planning/production Scheduling Shell for Agile Manufacturing PDF Author:
Publisher:
ISBN:
Category : Computer integrated manufacturing systems
Languages : en
Pages : 0

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Book Description
Abstract: "As companies increase the level of customization in their products, move towards smaller lot production and experiment with more flexible customer/supplier arrangements such as those made possible by Electronic Data Interchange (EDI), they increasingly require the ability to (1) quickly, accurately and competitively respond to customer requests for bids on new products and (2) rapidly and effectively work out supplier/subcontractor arrangements for these new products. This in turn requires the ability to (1) rapidly convert standard-based product specifications into process plans and machine operations and (2) quickly integrate process plans for new orders into the existing production schedule to best accommodate the current load of the facility, the status and allocation of machines, fixtures and tools, and the availability of raw materials. This paper summarizes initial work towards the development of an Integrated Process Planning/Production Scheduling (IP3S) Shell for Agile Manufacturing. The IP3S Shell is designed around an innovative blackboard architecture that emphasizes (1)concurrent development and dynamic revision of integrated process planning/production scheduling solutions, (2) the use of a common representation for exchanging process planning and production scheduling information, (3) coordination with outside information sources such as customer and supplier sites, and (4) mixed initiative decision support, enabling the user to interactively explore a number of tradeoffs. The system is scheduled for initial demonstration in a large and highly dynamic machine shop at Raytheon's Andover manufacturing facility."

Intelligent Systems for Automated Learning and Adaptation: Emerging Trends and Applications

Intelligent Systems for Automated Learning and Adaptation: Emerging Trends and Applications PDF Author: Chiong, Raymond
Publisher: IGI Global
ISBN: 1605667994
Category : Business & Economics
Languages : en
Pages : 360

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Book Description
"This volume offers intriguing applications, reviews and additions to the methodology of intelligent computing, presenting the emerging trends of state-of-the-art intelligent systems and their practical applications"--Provided by publisher.