Artificial Neural Networks for Intelligent Manufacturing

Artificial Neural Networks for Intelligent Manufacturing PDF Author: C.H. Dagli
Publisher: Springer Science & Business Media
ISBN: 9401107130
Category : Technology & Engineering
Languages : en
Pages : 474

Book Description
The quest for building systems that can function automatically has attracted a lot of attention over the centuries and created continuous research activities. As users of these systems we have never been satisfied, and demand more from the artifacts that are designed and manufactured. The current trend is to build autonomous systems that can adapt to changes in their environment. While there is a lot to be done before we reach this point, it is not possible to separate manufacturing systems from this trend. The desire to achieve fully automated manufacturing systems is here to stay. Manufacturing systems of the twenty-first century will demand more flexibility in product design, process planning, scheduling and process control. This may well be achieved through integrated software and hardware archi tectures that generate current decisions based on information collected from manufacturing systems environment, and execute these decisions by converting them into signals transferred through communication network. Manufacturing technology has not yet reached this state. However, the urge for achieving this goal is transferred into the term 'Intelligent Systems' that we started to use more in late 1980s. Knowledge-based systems, our first efforts in this endeavor, were not sufficient to generate the 'Intelligence' required - our quest still continues. Artificial neural network technology is becoming an integral part of intelligent manufacturing systems and will have a profound impact on the design of autonomous engineering systems over the next few years.

Design and Implementation of Intelligent Manufacturing Systems

Design and Implementation of Intelligent Manufacturing Systems PDF Author: Mohammed Jamshidi
Publisher: Pearson Education
ISBN: 0132442078
Category : Technology & Engineering
Languages : en
Pages : 451

Book Description
The introduction of artificial intelligence, neural networks, and fuzzy logic into industry has given a new perspective to manufacturing processes in the U.S. and abroad. To help readers keep pace, this book addresses topics of intelligent manufacturing from a variety of theoretical, empirical, design, and implementation perspectives.

A Perspective on Artificial Intelligence in Manufacturing

A Perspective on Artificial Intelligence in Manufacturing PDF Author: George Chryssolouris
Publisher: Springer Nature
ISBN: 3031218280
Category : Computers
Languages : en
Pages : 142

Book Description
This book investigates the rapid developments of Artificial intelligence (AI) as well as their capability to address efficiently and in a cost-effective manner issues of the manufacturing field. A number of manufacturing applications of AI related to manufacturing processes, robots, automation and manufacturing systems design and control, are presented and discussed. The book includes an outlook on a way forward to intelligent manufacturing, through AI. The real benefit from AI in manufacturing will not only derive through the automation of tasks but also through the provision of new levels of autonomy that will make entirely new applications possible and introduce new business processes in manufacturing.

Handbook of Intelligent Computing and Optimization for Sustainable Development

Handbook of Intelligent Computing and Optimization for Sustainable Development PDF Author: Mukhdeep Singh Manshahia
Publisher: John Wiley & Sons
ISBN: 1119792622
Category : Technology & Engineering
Languages : en
Pages : 944

Book Description
HANDBOOK OF INTELLIGENT COMPUTING AND OPTIMIZATION FOR SUSTAINABLE DEVELOPMENT This book provides a comprehensive overview of the latest breakthroughs and recent progress in sustainable intelligent computing technologies, applications, and optimization techniques across various industries. Optimization has received enormous attention along with the rapidly increasing use of communication technology and the development of user-friendly software and artificial intelligence. In almost all human activities, there is a desire to deliver the highest possible results with the least amount of effort. Moreover, optimization is a very well-known area with a vast number of applications, from route finding problems to medical treatment, construction, finance, accounting, engineering, and maintenance schedules in plants. As far as optimization of real-world problems is concerned, understanding the nature of the problem and grouping it in a proper class may help the designer employ proper techniques which can solve the problem efficiently. Many intelligent optimization techniques can find optimal solutions without the use of objective function and are less prone to local conditions. The 41 chapters comprising the Handbook of Intelligent Computing and Optimization for Sustainable Development by subject specialists, represent diverse disciplines such as mathematics and computer science, electrical and electronics engineering, neuroscience and cognitive sciences, medicine, and social sciences, and provide the reader with an integrated understanding of the importance that intelligent computing has in the sustainable development of current societies. It discusses the emerging research exploring the theoretical and practical aspects of successfully implementing new and innovative intelligent techniques in a variety of sectors, including IoT, manufacturing, optimization, and healthcare. Audience It is a pivotal reference source for IT specialists, industry professionals, managers, executives, researchers, scientists, and engineers seeking current research in emerging perspectives in the field of artificial intelligence in the areas of Internet of Things, renewable energy, optimization, and smart cities.

Design and Implementation of Intelligent Manufacturing Systems: From Expert Systems, Neural Networks, to Fuzzy Logic

Design and Implementation of Intelligent Manufacturing Systems: From Expert Systems, Neural Networks, to Fuzzy Logic PDF Author: . Hamid R. Parsaei - University of Louisville
Publisher:
ISBN: 9780132442732
Category : CAD/CAM systems
Languages : en
Pages : 390

Book Description


Artificial Neural Networks in Finance and Manufacturing

Artificial Neural Networks in Finance and Manufacturing PDF Author: Kamruzzaman, Joarder
Publisher: IGI Global
ISBN: 1591406722
Category : Computers
Languages : en
Pages : 299

Book Description
"This book presents a variety of practical applications of neural networks in two important domains of economic activity: finance and manufacturing"--Provided by publisher.

Intelligent Systems in Design and Manufacturing

Intelligent Systems in Design and Manufacturing PDF Author: Cihan H. Dagli
Publisher: American Society of Mechanical Engineers
ISBN:
Category : Computers
Languages : en
Pages : 512

Book Description
Focuses on solutions to problems in design and manufacturing engineering, presenting a variety of problem solving approaches and practical examples. Covers neural networks and other artificial intelligence tools, computational models for conceptual design, desirable functionalities of intelligent CA

Advanced Applications for Artificial Neural Networks

Advanced Applications for Artificial Neural Networks PDF Author: Adel El-Shahat
Publisher: BoD – Books on Demand
ISBN: 9535137808
Category : Computers
Languages : en
Pages : 298

Book Description
In this book, highly qualified multidisciplinary scientists grasp their recent researches motivated by the importance of artificial neural networks. It addresses advanced applications and innovative case studies for the next-generation optical networks based on modulation recognition using artificial neural networks, hardware ANN for gait generation of multi-legged robots, production of high-resolution soil property ANN maps, ANN and dynamic factor models to combine forecasts, ANN parameter recognition of engineering constants in Civil Engineering, ANN electricity consumption and generation forecasting, ANN for advanced process control, ANN breast cancer detection, ANN applications in biofuels, ANN modeling for manufacturing process optimization, spectral interference correction using a large-size spectrometer and ANN-based deep learning, solar radiation ANN prediction using NARX model, and ANN data assimilation for an atmospheric general circulation model.

Enabling Systems for Intelligent Manufacturing in Industry 4.0

Enabling Systems for Intelligent Manufacturing in Industry 4.0 PDF Author: Arturo Molina
Publisher: Springer Nature
ISBN: 3030655474
Category : Technology & Engineering
Languages : en
Pages : 394

Book Description
This book introduces the concept of sensing, smart and sustainable systems (S3 systems) to support the design and redesign of products, services, business and manufacturing processes, manufacturing systems, and enterprises. The concept of S3 systems theory is introduced and explained in detail to support designers and engineers in their development task. This approach is embraced in the implementation of emergent Information and communication technologies and artificial intelligence techniques. The text helps the reader to understand the relationship between intelligent manufacturing, S3 systems and Industry 4.0. It presents a review of current approaches to design and development of technology-based products. Finally, it enlarges on the sensing, smart and sustainable systems theory to give examples of S3 systems as case studies.

Design and Implementation of Intelligent Manufacturing Systems

Design and Implementation of Intelligent Manufacturing Systems PDF Author: H. R. Parsaei
Publisher:
ISBN: 9780131920309
Category : CAD/CAM systems
Languages : en
Pages : 390

Book Description