Multi Agent Based Beam Search For Real Time Production Scheduling And Control

Author : Shu Gang Kang,Shiu Hong Choi
Publisher : Springer Science & Business Media
Page : 136 pages
File Size : 51,7 Mb
Release : 2012-10-10
Category : Technology & Engineering
ISBN : 9781447145769

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Multi-Agent Based Beam Search for Real-Time Production Scheduling and Control by Shu Gang Kang,Shiu Hong Choi Pdf

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.

Author : Vladimír Mařík,Arnd Schirrmann,Damien Trentesaux,Pavel Vrba
Publisher : Springer
Page : 243 pages
File Size : 42,7 Mb
Release : 2015-08-10
Category : Computers
ISBN : 9783319228679

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Industrial Applications of Holonic and Multi-Agent Systems by Vladimír Mařík,Arnd Schirrmann,Damien Trentesaux,Pavel Vrba Pdf

This book constitutes the refereed proceedings of the 7th International Conference on Industrial Applications of Holonic and Multi-Agent Systems, HoloMAS 2015, held in Valencia, Spain, in September 2015. The 19 revised full papers presented together with one invited talk were carefully reviewed and selected from 27 submissions. The papers are organized in the following topical sections: surveys, conceptual design and validation, digital factories and manufacturing control systems, ARUM: adaptive production management, and smart grids, complex networks and big data.

Author : Jie Zhang
Publisher : John Wiley & Sons
Page : 440 pages
File Size : 51,7 Mb
Release : 2017-05-09
Category : Technology & Engineering
ISBN : 9781118890097

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Multi-Agent-Based Production Planning and Control by Jie Zhang Pdf

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.

Author : Schirin Bär
Publisher : Springer Nature
Page : 163 pages
File Size : 40,7 Mb
Release : 2022-10-01
Category : Computers
ISBN : 9783658391799

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Generic Multi-Agent Reinforcement Learning Approach for Flexible Job-Shop Scheduling by Schirin Bär Pdf

The production control of flexible manufacturing systems is a relevant component that must go along with the requirements of being flexible in terms of new product variants, new machine skills and reaction to unforeseen events during runtime. This work focuses on developing a reactive job-shop scheduling system for flexible and re-configurable manufacturing systems. Reinforcement Learning approaches are therefore investigated for the concept of multiple agents that control products including transportation and resource allocation.

Author : Paranjape, Raman,Sadanand, Asha
Publisher : IGI Global
Page : 304 pages
File Size : 51,7 Mb
Release : 2009-08-31
Category : Medical
ISBN : 9781605667737

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Multi-Agent Systems for Healthcare Simulation and Modeling: Applications for System Improvement by Paranjape, Raman,Sadanand, Asha Pdf

"This book provides theoretical frameworks and the latest empirical research findings used by medical professionals in the implementation of multi-agent systems"--Provided by publisher.

Author : Michael Schillo,Matthias Klusch,Jörg Müller,Huaglory Tianfield
Publisher : Springer Science & Business Media
Page : 240 pages
File Size : 44,8 Mb
Release : 2003-09-16
Category : Business & Economics
ISBN : 9783540201243

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Multiagent System Technologies by Michael Schillo,Matthias Klusch,Jörg Müller,Huaglory Tianfield Pdf

This book constitutes the refereed proceedings of the First German Conference on Multiagent System Technologies, MATES 2003, held in Erfurt, Germany, in September 2003. The 18 revised full papers presented together with an invited paper were carefully reviewed and selected from 49 submissions. The papers are organized in topical sections on engineering agent-based systems, systems and applications, models and architectures, the semantic Web and interoperability, and collaboration and negotiation.

Author : R. Kerr,E. Szelke
Publisher : Springer
Page : 173 pages
File Size : 53,7 Mb
Release : 2016-01-09
Category : Technology & Engineering
ISBN : 9780387349282

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Artificial Intelligence in Reactive Scheduling by R. Kerr,E. Szelke Pdf

This volume encompasses state-of-the-art developments in AI-based reactive scheduling for real-time operation management in manufacturing shop floors. It is a collection of papers from the Second International Workshop of the IFIP Working Group 5.7 which brought together researchers from management information systems and knowledge engineering to expand the focus on applying new knowledge-based techniques.

Author : Anonim
Publisher : Unknown
Page : 448 pages
File Size : 53,5 Mb
Release : 1991
Category : Artificial intelligence
ISBN : UOM:39015023295200

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Artificial Intelligence Abstracts by Anonim Pdf

Author : Anonim
Publisher : Unknown
Page : 616 pages
File Size : 42,5 Mb
Release : 1992
Category : CAD/CAM systems
ISBN : UOM:39015023295291

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CAD/CAM Abstracts by Anonim Pdf

Author : Ireneusz Czarnowski,Piotr Jędrzejowicz,Janusz Kacprzyk
Publisher : Springer
Page : 208 pages
File Size : 54,8 Mb
Release : 2012-12-14
Category : Technology & Engineering
ISBN : 9783642340970

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Agent-Based Optimization by Ireneusz Czarnowski,Piotr Jędrzejowicz,Janusz Kacprzyk Pdf

This volume presents a collection of original research works by leading specialists focusing on novel and promising approaches in which the multi-agent system paradigm is used to support, enhance or replace traditional approaches to solving difficult optimization problems. The editors have invited several well-known specialists to present their solutions, tools, and models falling under the common denominator of the agent-based optimization. The book consists of eight chapters covering examples of application of the multi-agent paradigm and respective customized tools to solve difficult optimization problems arising in different areas such as machine learning, scheduling, transportation and, more generally, distributed and cooperative problem solving.

Author : Anonim
Publisher : Unknown
Page : 128 pages
File Size : 43,7 Mb
Release : 1996
Category : Automatic control
ISBN : UOM:39015039842029

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Computer & Control Abstracts by Anonim Pdf

Author : Anonim
Publisher : Unknown
Page : 594 pages
File Size : 43,5 Mb
Release : 1995
Category : Science
ISBN : MINN:30000010393407

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Government Reports Announcements & Index by Anonim Pdf

Author : Anonim
Publisher : Unknown
Page : 1744 pages
File Size : 47,5 Mb
Release : 1994
Category : Government reports announcements & index
ISBN : MINN:30000004201392

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Government Reports Annual Index by Anonim Pdf

Author : Fangfang Zhang,Su Nguyen,Yi Mei,Mengjie Zhang
Publisher : Springer Nature
Page : 357 pages
File Size : 53,8 Mb
Release : 2021-11-12
Category : Computers
ISBN : 9789811648595

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Genetic Programming for Production Scheduling by Fangfang Zhang,Su Nguyen,Yi Mei,Mengjie Zhang Pdf

This book introduces readers to an evolutionary learning approach, specifically genetic programming (GP), for production scheduling. The book is divided into six parts. In Part I, it provides an introduction to production scheduling, existing solution methods, and the GP approach to production scheduling. Characteristics of production environments, problem formulations, an abstract GP framework for production scheduling, and evaluation criteria are also presented. Part II shows various ways that GP can be employed to solve static production scheduling problems and their connections with conventional operation research methods. In turn, Part III shows how to design GP algorithms for dynamic production scheduling problems and describes advanced techniques for enhancing GP’s performance, including feature selection, surrogate modeling, and specialized genetic operators. In Part IV, the book addresses how to use heuristics to deal with multiple, potentially conflicting objectives in production scheduling problems, and presents an advanced multi-objective approach with cooperative coevolution techniques or multi-tree representations. Part V demonstrates how to use multitask learning techniques in the hyper-heuristics space for production scheduling. It also shows how surrogate techniques and assisted task selection strategies can benefit multitask learning with GP for learning heuristics in the context of production scheduling. Part VI rounds out the text with an outlook on the future. Given its scope, the book benefits scientists, engineers, researchers, practitioners, postgraduates, and undergraduates in the areas of machine learning, artificial intelligence, evolutionary computation, operations research, and industrial engineering.

Author : Emilio Corchado,Xindong Wu,Erkki Oja,Bruno Baruque
Publisher : Springer
Page : 715 pages
File Size : 47,6 Mb
Release : 2009-06-22
Category : Computers
ISBN : 9783642023194

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Hybrid Artificial Intelligence Systems by Emilio Corchado,Xindong Wu,Erkki Oja,Bruno Baruque Pdf

The 4th International Conference on Hybrid Artificial Intelligence Systems (HAIS 2009), as the name suggests, attracted researchers who are involved in developing and applying symbolic and sub-symbolic techniques aimed at the construction of highly robust and reliable problem-solving techniques, and bringing the most relevant achievements in this field. Hybrid intelligent systems have become increasingly po- lar given their capabilities to handle a broad spectrum of real-world complex problems which come with inherent imprecision, uncertainty and vagueness, hi- dimensionality, and nonstationarity. These systems provide us with the opportunity to exploit existing domain knowledge as well as raw data to come up with promising solutions in an effective manner. Being truly multidisciplinary, the series of HAIS conferences offers an interesting research forum to present and discuss the latest th- retical advances and real-world applications in this exciting research field. This volume of Lecture Notes in Artificial Intelligence (LNAI) includes accepted papers presented at HAIS 2009 held at the University of Salamanca, Salamanca, Spain, June 2009. Since its inception, the main aim of the HAIS conferences has been to establish a broad and interdisciplinary forum for hybrid artificial intelligence systems and asso- ated learning paradigms, which are playing increasingly important roles in a large number of application areas.