Learning in Automated Manufacturing

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Author :
Publisher : Physica
ISBN 13 :
Total Pages : 280 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Learning in Automated Manufacturing by : Erwin Pesch

Download or read book Learning in Automated Manufacturing written by Erwin Pesch and published by Physica. This book was released on 1994-08-30 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: The central purpose of this book is to acquaint the reader especially with the cases of local search based learning as well as to introduce methods of constraint based reasoning, both with respect to their use in automated manufacturing. We restrict our attention to job shop scheduling as well as to one-machine scheduling with sequence dependent setup times. Additionally some design and planning issues in flexible manufacturing systems are considered. General purpose search methods which in particular include methods from local search such as simulated annealing, tabu search, and genetic algorithms, are the basic ingredients of the proposed intelligent knowledge-based scheduling systems, enriched by a number of constraint-based local decision rules in order to introduce problem specific knowledge.

Learning in Automated Manufacturing

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Author :
Publisher : Physica
ISBN 13 : 9783642493669
Total Pages : 0 pages
Book Rating : 4.4/5 (936 download)

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Book Synopsis Learning in Automated Manufacturing by : Erwin Pesch

Download or read book Learning in Automated Manufacturing written by Erwin Pesch and published by Physica. This book was released on 1994 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The central purpose of this book is to acquaint the reader especially with the cases of local search based learning as well as to introduce methods of constraint based reasoning, both with respect to their use in automated manufacturing. We restrict our attention to job shop scheduling as well as to one-machine scheduling with sequence dependent setup times. Additionally some design and planning issues in flexible manufacturing systems are considered. General purpose search methods which in particular include methods from local search such as simulated annealing, tabu search, and genetic algorithms, are the basic ingredients of the proposed intelligent knowledge-based scheduling systems, enriched by a number of constraint-based local decision rules in order to introduce problem specific knowledge.

Learn Everything about Factory Automation

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Publisher :
ISBN 13 :
Total Pages : 209 pages
Book Rating : 4.4/5 (585 download)

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Book Synopsis Learn Everything about Factory Automation by : Avinash Malekar

Download or read book Learn Everything about Factory Automation written by Avinash Malekar and published by . This book was released on 2021-08-22 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Industrial automation is one of the booming industries nowadays. Every industry employs automation to increase its productivity, quality of work and fulfill maximum consumers' demands. Therefore, the requirement of automation solutions has also increased exponentially in this decade. Also, automation has opened doors of many opportunities for skilled professionals. Due to increasing demands of skilled professionals, it is necessary for engineers to upgrade their knowledge and skills to meet such requirements. Hence, this book has been written in such a way that students as well as working professionals who wish to learn about automation can go for this book. Because, this book covers all aspects of automation from scratch. The knowledge of this book will work like a candle in their professional journey. After completion of this book, students or professionals will come to know hardwares as well as softwares which are used in automation. They can even write their own program.

Manufacturing Automation

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Publisher : Cambridge University Press
ISBN 13 : 1139504630
Total Pages : 381 pages
Book Rating : 4.1/5 (395 download)

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Book Synopsis Manufacturing Automation by : Yusuf Altintas

Download or read book Manufacturing Automation written by Yusuf Altintas and published by Cambridge University Press. This book was released on 2012-01-16 with total page 381 pages. Available in PDF, EPUB and Kindle. Book excerpt: Metal cutting is widely used in producing manufactured products. The technology has advanced considerably along with new materials, computers and sensors. This new edition considers the scientific principles of metal cutting and their practical application to manufacturing problems. It begins with metal cutting mechanics, principles of vibration and experimental modal analysis applied to solving shop floor problems. There is in-depth coverage of chatter vibrations, a problem experienced daily by manufacturing engineers. Programming, design and automation of CNC (computer numerical control) machine tools, NC (numerical control) programming and CAD/CAM technology are discussed. The text also covers the selection of drive actuators, feedback sensors, modelling and control of feed drives, the design of real time trajectory generation and interpolation algorithms and CNC-oriented error analysis in detail. Each chapter includes examples drawn from industry, design projects and homework problems. This is ideal for advanced undergraduate and graduate students and also practising engineers.

Local Search Based Learning in Automated Manufacturing

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Publisher :
ISBN 13 :
Total Pages : 265 pages
Book Rating : 4.:/5 (754 download)

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Book Synopsis Local Search Based Learning in Automated Manufacturing by : Erwin Pesch

Download or read book Local Search Based Learning in Automated Manufacturing written by Erwin Pesch and published by . This book was released on 1993 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Industrial Applications of Machine Learning

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Author :
Publisher : CRC Press
ISBN 13 : 1351128361
Total Pages : 336 pages
Book Rating : 4.3/5 (511 download)

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Book Synopsis Industrial Applications of Machine Learning by : Pedro Larrañaga

Download or read book Industrial Applications of Machine Learning written by Pedro Larrañaga and published by CRC Press. This book was released on 2018-12-12 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Industrial Applications of Machine Learning shows how machine learning can be applied to address real-world problems in the fourth industrial revolution, and provides the required knowledge and tools to empower readers to build their own solutions based on theory and practice. The book introduces the fourth industrial revolution and its current impact on organizations and society. It explores machine learning fundamentals, and includes four case studies that address a real-world problem in the manufacturing or logistics domains, and approaches machine learning solutions from an application-oriented point of view. The book should be of special interest to researchers interested in real-world industrial problems. Features Describes the opportunities, challenges, issues, and trends offered by the fourth industrial revolution Provides a user-friendly introduction to machine learning with examples of cutting-edge applications in different industrial sectors Includes four case studies addressing real-world industrial problems solved with machine learning techniques A dedicated website for the book contains the datasets of the case studies for the reader's reproduction, enabling the groundwork for future problem-solving Uses of three of the most widespread software and programming languages within the engineering and data science communities, namely R, Python, and Weka

Automated Machine Learning

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Publisher : Springer
ISBN 13 : 3030053180
Total Pages : 223 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Automated Machine Learning by : Frank Hutter

Download or read book Automated Machine Learning written by Frank Hutter and published by Springer. This book was released on 2019-05-17 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial ML applications and the rapid growth of the field has created a high demand for off-the-shelf ML methods that can be used easily and without expert knowledge. However, many of the recent machine learning successes crucially rely on human experts, who manually select appropriate ML architectures (deep learning architectures or more traditional ML workflows) and their hyperparameters. To overcome this problem, the field of AutoML targets a progressive automation of machine learning, based on principles from optimization and machine learning itself. This book serves as a point of entry into this quickly-developing field for researchers and advanced students alike, as well as providing a reference for practitioners aiming to use AutoML in their work.

Skill Based Automated Manufacturing

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Author :
Publisher : Elsevier
ISBN 13 : 1483298310
Total Pages : 137 pages
Book Rating : 4.4/5 (832 download)

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Book Synopsis Skill Based Automated Manufacturing by : P. Brödner

Download or read book Skill Based Automated Manufacturing written by P. Brödner and published by Elsevier. This book was released on 2014-05-23 with total page 137 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume investigates the relationship between man and the computer, and how far they are integrated in the modern industrial world. The effects and changes computers have brought about are discussed, including a look at job structures, the function of CAD training and the design and implementation of control systems in engineering industries to give a comprehensive overview of the computer revolution and its future in society.

PERFORMANCE MODELING OF AUTOMATED SYSTEMS

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Publisher : PHI Learning Pvt. Ltd.
ISBN 13 : 8120308700
Total Pages : 608 pages
Book Rating : 4.1/5 (23 download)

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Book Synopsis PERFORMANCE MODELING OF AUTOMATED SYSTEMS by : VISWANADHAM, N.

Download or read book PERFORMANCE MODELING OF AUTOMATED SYSTEMS written by VISWANADHAM, N. and published by PHI Learning Pvt. Ltd.. This book was released on 2015-06-01 with total page 608 pages. Available in PDF, EPUB and Kindle. Book excerpt: The text is designed for engineering students at the senior undergraduate level and first-year students at graduate level, and professionals (R&D engineers in the industry and factory managers). The authors offer a unique effort in presenting a unified and systematic treatment of various modeling methodologies and analysis techniques for performance evaluation of automated manufacturing systems. The text begins with an overview of automated manufacturing systems, and then provides a clear and comprehensive discussion of three principal analytical modeling paradigms: Markov Chains, Queues and Queuing Networks, and Petri Nets. Salient Features • Present the first ever treatment of the mathematical modeling of manufacturing systems. • Offers a unified study of principal analytical modeling paradigms for automated manufacturing systems. • Discusses many recent research contributions in the area of modeling of automated manufacturing systems. • Discusses many recent research contributions in the area of modeling of automated manufacturing systems, including deadlock modeling, transient analysis, queuing network approximations, Petri Net modeling, and integrated analytical modeling. • Provides a large number of exercises and problems.

Smart Agents for the Industry 4.0

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Publisher : Springer Nature
ISBN 13 : 3658277424
Total Pages : 318 pages
Book Rating : 4.6/5 (582 download)

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Book Synopsis Smart Agents for the Industry 4.0 by : Max Hoffmann

Download or read book Smart Agents for the Industry 4.0 written by Max Hoffmann and published by Springer Nature. This book was released on 2019-09-11 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: Max Hoffmann describes the realization of a framework that enables autonomous decision-making in industrial manufacturing processes by means of multi-agent systems and the OPC UA meta-modeling standard. The integration of communication patterns and SOA with grown manufacturing systems enables an upgrade of legacy environments in terms of Industry 4.0 related technologies. The added value of the derived solutions are validated through an industrial use case and verified by the development of a demonstrator that includes elements of self-optimization through Machine Learning and communication with high-level planning systems such as ERP. About the Author: Dr.-Ing. Max Hoffmann is a scientific researcher at the Institute of Information Management in Mechanical Engineering, RWTH Aachen University, Germany, and leads the group “Industrial Big Data”. His research emphasizes on production optimization by means of data integration through interoperability and communication standards for industrial manufacturing and integrated analysis by using Machine Learning and stream-based information processing.

Hands-On Automated Machine Learning

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Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1788622286
Total Pages : 273 pages
Book Rating : 4.7/5 (886 download)

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Book Synopsis Hands-On Automated Machine Learning by : Sibanjan Das

Download or read book Hands-On Automated Machine Learning written by Sibanjan Das and published by Packt Publishing Ltd. This book was released on 2018-04-26 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: Automate data and model pipelines for faster machine learning applications Key Features Build automated modules for different machine learning components Understand each component of a machine learning pipeline in depth Learn to use different open source AutoML and feature engineering platforms Book Description AutoML is designed to automate parts of Machine Learning. Readily available AutoML tools are making data science practitioners’ work easy and are received well in the advanced analytics community. Automated Machine Learning covers the necessary foundation needed to create automated machine learning modules and helps you get up to speed with them in the most practical way possible. In this book, you’ll learn how to automate different tasks in the machine learning pipeline such as data preprocessing, feature selection, model training, model optimization, and much more. In addition to this, it demonstrates how you can use the available automation libraries, such as auto-sklearn and MLBox, and create and extend your own custom AutoML components for Machine Learning. By the end of this book, you will have a clearer understanding of the different aspects of automated Machine Learning, and you’ll be able to incorporate automation tasks using practical datasets. You can leverage your learning from this book to implement Machine Learning in your projects and get a step closer to winning various machine learning competitions. What you will learn Understand the fundamentals of Automated Machine Learning systems Explore auto-sklearn and MLBox for AutoML tasks Automate your preprocessing methods along with feature transformation Enhance feature selection and generation using the Python stack Assemble individual components of ML into a complete AutoML framework Demystify hyperparameter tuning to optimize your ML models Dive into Machine Learning concepts such as neural networks and autoencoders Understand the information costs and trade-offs associated with AutoML Who this book is for If you’re a budding data scientist, data analyst, or Machine Learning enthusiast and are new to the concept of automated machine learning, this book is ideal for you. You’ll also find this book useful if you’re an ML engineer or data professional interested in developing quick machine learning pipelines for your projects. Prior exposure to Python programming will help you get the best out of this book.

Teaching Machines

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Publisher : MIT Press
ISBN 13 : 026254606X
Total Pages : 325 pages
Book Rating : 4.2/5 (625 download)

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Book Synopsis Teaching Machines by : Audrey Watters

Download or read book Teaching Machines written by Audrey Watters and published by MIT Press. This book was released on 2023-02-07 with total page 325 pages. Available in PDF, EPUB and Kindle. Book excerpt: How ed tech was born: Twentieth-century teaching machines--from Sidney Pressey's mechanized test-giver to B. F. Skinner's behaviorist bell-ringing box. Contrary to popular belief, ed tech did not begin with videos on the internet. The idea of technology that would allow students to "go at their own pace" did not originate in Silicon Valley. In Teaching Machines, education writer Audrey Watters offers a lively history of predigital educational technology, from Sidney Pressey's mechanized positive-reinforcement provider to B. F. Skinner's behaviorist bell-ringing box. Watters shows that these machines and the pedagogy that accompanied them sprang from ideas--bite-sized content, individualized instruction--that had legs and were later picked up by textbook publishers and early advocates for computerized learning. Watters pays particular attention to the role of the media--newspapers, magazines, television, and film--in shaping people's perceptions of teaching machines as well as the psychological theories underpinning them. She considers these machines in the context of education reform, the political reverberations of Sputnik, and the rise of the testing and textbook industries. She chronicles Skinner's attempts to bring his teaching machines to market, culminating in the famous behaviorist's efforts to launch Didak 101, the "pre-verbal" machine that taught spelling. (Alternate names proposed by Skinner include "Autodidak," "Instructomat," and "Autostructor.") Telling these somewhat cautionary tales, Watters challenges what she calls "the teleology of ed tech"--the idea that not only is computerized education inevitable, but technological progress is the sole driver of events.

Advanced Manufacturing and Automation X

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Publisher : Springer Nature
ISBN 13 : 9813363185
Total Pages : 774 pages
Book Rating : 4.8/5 (133 download)

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Book Synopsis Advanced Manufacturing and Automation X by : Yi Wang

Download or read book Advanced Manufacturing and Automation X written by Yi Wang and published by Springer Nature. This book was released on 2021-01-22 with total page 774 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents selected papers from the 10th International Workshop of Advanced Manufacturing and Automation (IWAMA 2020), held in Zhanjiang, Guangdong province, China, on October 12-13, 2020. Discussing topics such as novel techniques for manufacturing and automation in Industry 4.0 and smart factories, which are vital for maintaining and improving economic development and quality of life, it offers researchers and industrial engineers insights into implementing the concepts and theories of Industry 4.0, in order to effectively respond to the challenges posed by the 4th industrial revolution and smart factories.

Machine Learning in Industry

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Publisher : Springer Nature
ISBN 13 : 3030758478
Total Pages : 202 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Machine Learning in Industry by : Shubhabrata Datta

Download or read book Machine Learning in Industry written by Shubhabrata Datta and published by Springer Nature. This book was released on 2021-07-24 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers different machine learning techniques such as artificial neural network, support vector machine, rough set theory and deep learning. It points out the difference between the techniques and their suitability for specific applications. This book also describes different applications of machine learning techniques for industrial problems. The book includes several case studies, helping researchers in academia and industries aspiring to use machine learning for solving practical industrial problems.

Advances in Artificial Intelligence in Manufacturing

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Publisher : Springer Nature
ISBN 13 : 3031574966
Total Pages : 207 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Advances in Artificial Intelligence in Manufacturing by : Achim Wagner

Download or read book Advances in Artificial Intelligence in Manufacturing written by Achim Wagner and published by Springer Nature. This book was released on with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advanced Manufacturing and Automation VII

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Publisher : Springer
ISBN 13 : 9811057680
Total Pages : 627 pages
Book Rating : 4.8/5 (11 download)

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Book Synopsis Advanced Manufacturing and Automation VII by : Kesheng Wang

Download or read book Advanced Manufacturing and Automation VII written by Kesheng Wang and published by Springer. This book was released on 2018-02-10 with total page 627 pages. Available in PDF, EPUB and Kindle. Book excerpt: The proceedings brings together a selection of papers from the 7th International Workshop of Advanced Manufacturing and Automation (IWAMA 2017), held in Changshu Institute of Technology, Changshu, China on September 11–12, 2017. Most of the topics are focusing on novel techniques for manufacturing and automation in Industry 4.0. These contributions are vital for maintaining and improving economic development and quality of life. The proceeding will assist academic researchers and industrial engineers to implement the concepts and theories of Industry 4.0 in industrial practice, in order to effectively respond to the challenges posed by the 4th industrial revolution and smart factories.

Flexible Automation and Intelligent Manufacturing: The Human-Data-Technology Nexus

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Publisher : Springer Nature
ISBN 13 : 3031183266
Total Pages : 427 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Flexible Automation and Intelligent Manufacturing: The Human-Data-Technology Nexus by : Kyoung-Yun Kim

Download or read book Flexible Automation and Intelligent Manufacturing: The Human-Data-Technology Nexus written by Kyoung-Yun Kim and published by Springer Nature. This book was released on 2022-10-12 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an open access book. It gathers the first volume of the proceedings of the 31st edition of the International Conference on Flexible Automation and Intelligent Manufacturing, FAIM 2022, held on June 19 – 23, 2022, in Detroit, Michigan, USA. Covering four thematic areas including Manufacturing Processes, Machine Tools, Manufacturing Systems, and Enabling Technologies, it reports on advanced manufacturing processes, and innovative materials for 3D printing, applications of machine learning, artificial intelligence and mixed reality in various production sectors, as well as important issues in human-robot collaboration, including methods for improving safety. Contributions also cover strategies to improve quality control, supply chain management and training in the manufacturing industry, and methods supporting circular supply chain and sustainable manufacturing. All in all, this book provides academicians, engineers and professionals with extensive information on both scientific and industrial advances in the converging fields of manufacturing, production, and automation.