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

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Publisher : Springer Science & Business Media
ISBN 13 : 1447145763
Total Pages : 136 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Multi-Agent Based Beam Search for Real-Time Production Scheduling and Control by : Shu Gang Kang

Download or read book Multi-Agent Based Beam Search for Real-Time Production Scheduling and Control written by Shu Gang Kang and published by Springer Science & Business Media. This book was released on 2012-10-10 with total page 136 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Industrial Applications of Holonic and Multi-Agent Systems

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Publisher : Springer
ISBN 13 : 3319228676
Total Pages : 243 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Industrial Applications of Holonic and Multi-Agent Systems by : Vladimír Mařík

Download or read book Industrial Applications of Holonic and Multi-Agent Systems written by Vladimír Mařík and published by Springer. This book was released on 2015-08-10 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Multi-Agent-Based Production Planning and Control

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Publisher : John Wiley & Sons
ISBN 13 : 1118890094
Total Pages : 440 pages
Book Rating : 4.1/5 (188 download)

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Book Synopsis Multi-Agent-Based Production Planning and Control by : Jie Zhang

Download or read book Multi-Agent-Based Production Planning and Control written by Jie Zhang and published by John Wiley & Sons. This book was released on 2017-05-09 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Generic Multi-Agent Reinforcement Learning Approach for Flexible Job-Shop Scheduling

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Publisher : Springer Nature
ISBN 13 : 3658391790
Total Pages : 163 pages
Book Rating : 4.6/5 (583 download)

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Book Synopsis Generic Multi-Agent Reinforcement Learning Approach for Flexible Job-Shop Scheduling by : Schirin Bär

Download or read book Generic Multi-Agent Reinforcement Learning Approach for Flexible Job-Shop Scheduling written by Schirin Bär and published by Springer Nature. This book was released on 2022-10-01 with total page 163 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Multi-Agent Systems for Healthcare Simulation and Modeling: Applications for System Improvement

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Publisher : IGI Global
ISBN 13 : 1605667730
Total Pages : 304 pages
Book Rating : 4.6/5 (56 download)

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Book Synopsis Multi-Agent Systems for Healthcare Simulation and Modeling: Applications for System Improvement by : Paranjape, Raman

Download or read book Multi-Agent Systems for Healthcare Simulation and Modeling: Applications for System Improvement written by Paranjape, Raman and published by IGI Global. This book was released on 2009-08-31 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: "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.

Multiagent System Technologies

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Publisher : Springer Science & Business Media
ISBN 13 : 3540201246
Total Pages : 240 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Multiagent System Technologies by : Michael Schillo

Download or read book Multiagent System Technologies written by Michael Schillo and published by Springer Science & Business Media. This book was released on 2003-09-16 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Artificial Intelligence in Reactive Scheduling

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Publisher : Springer
ISBN 13 : 0387349286
Total Pages : 173 pages
Book Rating : 4.3/5 (873 download)

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Book Synopsis Artificial Intelligence in Reactive Scheduling by : R. Kerr

Download or read book Artificial Intelligence in Reactive Scheduling written by R. Kerr and published by Springer. This book was released on 2016-01-09 with total page 173 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

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

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (591 download)

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Book Synopsis Multi-agent Based Integrated Process Planning and Production Scheduling in an Agile Manufacturing Environment by : Wan Tsin Goh

Download or read book Multi-agent Based Integrated Process Planning and Production Scheduling in an Agile Manufacturing Environment written by Wan Tsin Goh and published by . This book was released on 2003 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence Abstracts

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Publisher :
ISBN 13 :
Total Pages : 448 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Artificial Intelligence Abstracts by :

Download or read book Artificial Intelligence Abstracts written by and published by . This book was released on 1991 with total page 448 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Agent-Based Optimization

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Publisher : Springer
ISBN 13 : 3642340970
Total Pages : 206 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Agent-Based Optimization by : Ireneusz Czarnowski

Download or read book Agent-Based Optimization written by Ireneusz Czarnowski and published by Springer. This book was released on 2012-12-14 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Holonic and Multi-agent Systems for Manufacturing

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Publisher :
ISBN 13 :
Total Pages : 350 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Holonic and Multi-agent Systems for Manufacturing by :

Download or read book Holonic and Multi-agent Systems for Manufacturing written by and published by . This book was released on 2003 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future

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Publisher : Springer
ISBN 13 : 9783030274764
Total Pages : 0 pages
Book Rating : 4.2/5 (747 download)

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Book Synopsis Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future by : Theodor Borangiu

Download or read book Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future written by Theodor Borangiu and published by Springer. This book was released on 2019-08-03 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This proceedings book presents selected peer-reviewed papers from the 9th International Workshop on ‘Service Oriented, Holonic and Multi-agent Manufacturing Systems for the Industry of the Future’ organized by Universitat Politècnica de València, Spain, and held on October 3–4, 2019. The SOHOMA 2019 Workshop aimed to foster innovation in the digital transformation of manufacturing and logistics by promoting new concepts and methods and solutions through service orientation in holonic and agent-based control with distributed intelligence. The book provides insights into the theme of the SOHOMA’19 Workshop – ‘Smart anything everywhere – the vertical and horizontal manufacturing integration, ’ addressing ‘Industry of the Future’ (IoF), a term used to describe the 4th industrial revolution initiated by a new generation of adaptive, fully connected, analytical and highly efficient robotized manufacturing systems. This global IoF model describes a new stage of manufacturing, that is fully automatized and uses advanced information, communication and control technologies such as industrial IoT, cyber-physical production systems, cloud manufacturing, resource virtualization, product intelligence, and digital twin, edge and fog computing. It presents the IoF interconnection of distributed manufacturing entities using a ‘system-of-systems’ approach, discussing new types of highly interconnected and self-organizing production resources in the entire value chain; and new types of intelligent decision-making support based on from real-time production data collected from resources, products and machine learning processing. This book is intended for researchers and engineers working in the manufacturing value chain, and specialists developing computer-based control and robotics solutions for the ‘Industry of the Future’. It is also a valuable resource for master’s and Ph.D. students in engineering sciences programs.

CAD/CAM Abstracts

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Publisher :
ISBN 13 :
Total Pages : 616 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis CAD/CAM Abstracts by :

Download or read book CAD/CAM Abstracts written by and published by . This book was released on 1992 with total page 616 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Computer & Control Abstracts

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Computer & Control Abstracts by :

Download or read book Computer & Control Abstracts written by and published by . This book was released on 1996 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Government Reports Announcements & Index

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Publisher :
ISBN 13 :
Total Pages : 594 pages
Book Rating : 4.:/5 (3 download)

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Book Synopsis Government Reports Announcements & Index by :

Download or read book Government Reports Announcements & Index written by and published by . This book was released on 1995 with total page 594 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Genetic Programming for Production Scheduling

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Publisher : Springer Nature
ISBN 13 : 981164859X
Total Pages : 357 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Genetic Programming for Production Scheduling by : Fangfang Zhang

Download or read book Genetic Programming for Production Scheduling written by Fangfang Zhang and published by Springer Nature. This book was released on 2021-11-12 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Government Reports Annual Index

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Publisher :
ISBN 13 :
Total Pages : 1744 pages
Book Rating : 4.:/5 (3 download)

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Book Synopsis Government Reports Annual Index by :

Download or read book Government Reports Annual Index written by and published by . This book was released on 1994 with total page 1744 pages. Available in PDF, EPUB and Kindle. Book excerpt: