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Data Mining

Concepts, Methods and Applications in Management and Engineering Design

By: Yong Yin,Ikou Kaku,Jiafu Tang,JianMing Zhu

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Data Mining

Concepts, Methods and Applications in Management and Engineering Design

By: Yong Yin,Ikou Kaku,Jiafu Tang,JianMing Zhu

Data Mining introduces in clear and simple ways how to use existing data mining methods to obtain effective solutions for a variety of management and engineering design problems. Data Mining is organised into two parts: the first provides a focused introduction to data mining and the second goes into greater depth on subjects such as customer analysis. It covers almost all managerial activities of a company, including: • supply chain design, • product development, • manufacturing system design, • product quality control, and • preservation of privacy. Incorporating recent developments of data mining that have made it possible to deal with management and engineering design problems with greater efficiency and efficacy, Data Mining presents a number of state-of-the-art topics. It will be an informative source of information for researchers, but will also be a useful reference work for industrial and managerial practitioners.

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Page Count

320

Publisher

Springer Science & Business Media

Published Date

ISBN 10

184996338X

ISBN 13

9781849963381

Smart Manufacturing Factory

Artificial-Intelligence-Driven Customized Manufacturing

By: Jiafu Wan,Baotong Chen,Shiyong Wang

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Smart Manufacturing Factory

Artificial-Intelligence-Driven Customized Manufacturing

By: Jiafu Wan,Baotong Chen,Shiyong Wang

Artificial Intelligence (AI) technologies enable manufacturing systems to sense the environment, adapt to external needs, and extract process knowledge, including business models such as intelligent production, networked collaboration, and extended service models. This book therefore focuses on the implementation of AI in customized manufacturing (CM). The main topics include edge intelligence in manufacturing, heterogeneous networks, intelligent fault diagnosis and maintenance, dynamic resource scheduling in manufacturing, and the construction mode of the smart factory. Based on the insights of CM and AI, the authors demonstrate the implementation of AI in the smart factory for CM, including architecture, information fusion, data analysis, dynamic scheduling, flexible production line construction, and smart manufacturing services. This book will provide important research content for scholars in artificial intelligence, smart manufacturing, machine learning, multi-agent systems, and industrial Internet of Things.

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Page Count

471

Publisher

CRC Press

Published Date

ISBN 10

1000999599

ISBN 13

9781000999594