Data Driven Engineering Design

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Data-Driven Engineering Design

Author : Ang Liu,Yuchen Wang,Xingzhi Wang
Publisher : Springer Nature
Page : 203 pages
File Size : 55,6 Mb
Release : 2021-10-09
Category : Technology & Engineering
ISBN : 9783030881818

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Data-Driven Engineering Design by Ang Liu,Yuchen Wang,Xingzhi Wang Pdf

This book addresses the emerging paradigm of data-driven engineering design. In the big-data era, data is becoming a strategic asset for global manufacturers. This book shows how the power of data can be leveraged to drive the engineering design process, in particular, the early-stage design. Based on novel combinations of standing design methodology and the emerging data science, the book presents a collection of theoretically sound and practically viable design frameworks, which are intended to address a variety of critical design activities including conceptual design, complexity management, smart customization, smart product design, product service integration, and so forth. In addition, it includes a number of detailed case studies to showcase the application of data-driven engineering design. The book concludes with a set of promising research questions that warrant further investigation. Given its scope, the book will appeal to a broad readership, including postgraduate students, researchers, lecturers, and practitioners in the field of engineering design.

Data-Driven Technology for Engineering Systems Health Management

Author : Gang Niu
Publisher : Springer
Page : 357 pages
File Size : 52,6 Mb
Release : 2016-07-27
Category : Technology & Engineering
ISBN : 9789811020322

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Data-Driven Technology for Engineering Systems Health Management by Gang Niu Pdf

This book introduces condition-based maintenance (CBM)/data-driven prognostics and health management (PHM) in detail, first explaining the PHM design approach from a systems engineering perspective, then summarizing and elaborating on the data-driven methodology for feature construction, as well as feature-based fault diagnosis and prognosis. The book includes a wealth of illustrations and tables to help explain the algorithms, as well as practical examples showing how to use this tool to solve situations for which analytic solutions are poorly suited. It equips readers to apply the concepts discussed in order to analyze and solve a variety of problems in PHM system design, feature construction, fault diagnosis and prognosis.

Data-Driven Science and Engineering

Author : Steven L. Brunton,J. Nathan Kutz
Publisher : Cambridge University Press
Page : 615 pages
File Size : 41,7 Mb
Release : 2022-05-05
Category : Computers
ISBN : 9781009098489

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Data-Driven Science and Engineering by Steven L. Brunton,J. Nathan Kutz Pdf

A textbook covering data-science and machine learning methods for modelling and control in engineering and science, with Python and MATLAB®.

Data-Driven Controller Design

Author : Alexandre Sanfelice Bazanella,Lucíola Campestrini,Diego Eckhard
Publisher : Springer Science & Business Media
Page : 208 pages
File Size : 42,9 Mb
Release : 2011-11-16
Category : Technology & Engineering
ISBN : 9400723008

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Data-Driven Controller Design by Alexandre Sanfelice Bazanella,Lucíola Campestrini,Diego Eckhard Pdf

Data-Based Controller Design presents a comprehensive analysis of data-based control design. It brings together the different data-based design methods that have been presented in the literature since the late 1990’s. To the best knowledge of the author, these data-based design methods have never been collected in a single text, analyzed in depth or compared to each other, and this severely limits their widespread application. In this book these methods will be presented under a common theoretical framework, which fits also a large family of adaptive control methods: the MRAC (Model Reference Adaptive Control) methods. This common theoretical framework has been developed and presented very recently. The book is primarily intended for PhD students and researchers - senior or junior - in control systems. It should serve as teaching material for data-based and adaptive control courses at the graduate level, as well as for reference material for PhD theses. It should also be useful for advanced engineers willing to apply data-based design. As a matter of fact, the concepts in this book are being used, under the author’s supervision, for developing new software products in a automation company. The book will present simulation examples along the text. Practical applications of the concepts and methodologies will be presented in a specific chapter.

Data-Driven Modeling, Filtering and Control

Author : Carlo Novara,Simone Formentin
Publisher : Control, Robotics and Sensors
Page : 300 pages
File Size : 49,7 Mb
Release : 2019-09
Category : Technology & Engineering
ISBN : 9781785617126

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Data-Driven Modeling, Filtering and Control by Carlo Novara,Simone Formentin Pdf

Using important examples, this book showcases the potential of the latest data-based and data-driven methodologies for filter and control design. It discusses the most important classes of dynamic systems, along with the statistical and set membership analysis and design frameworks.

Design Methodology for Future Products

Author : Dieter Krause,Emil Heyden
Publisher : Springer Nature
Page : 306 pages
File Size : 52,5 Mb
Release : 2021-12-13
Category : Technology & Engineering
ISBN : 9783030783686

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Design Methodology for Future Products by Dieter Krause,Emil Heyden Pdf

Design Methodology for Future Products – Data Driven, Agile and Flexible provides an overview of the recent research in the field of design methodology from the point of view of the members of the scientific society for product development (WiGeP - Wissenschaftliche Gesellschaft für Produktenwicklung e.V.). This book aims to contribute to design methods and their implementation for innovative future products. The main focus is the crucial data-driven, agile, and flexible way of working. Four topics are covered in corresponding chapters, Methods for Product Development and Management, Methods for Specific Products and Systems, Facing the Challenges in Product Development and Model-Based Engineering in Product Development. This publication starts with the agile strategic foresight of sustainable mechatronic and cyber-physical systems, moves on to the topics of system generation engineering in development processes, followed by the technical inheritance in data-driven product development. Product improvements are shown via agile experiential learning based on reverse engineering and via combination of usability and emotions. Furthermore, the development of future-oriented products in the field of biomechatronic systems, sustainable mobility systems and in situ sensor integration is shown. The overcoming of challenges in product development is demonstrated through context-adapted methods by focusing on efficiency and effectiveness, as well as designer-centered methods to tackle cognitive bias. Flow design for target-oriented availability of data and information in product development is addressed. Topics of model-based systems engineering are applied to the function-driven product development by linking model elements at all stages and phases of the product. The potential of model-based systems engineering for modular product families and engineering of multidisciplinary complex systems is shown.

Data-Driven Design and Construction

Author : Randy Deutsch
Publisher : John Wiley & Sons
Page : 384 pages
File Size : 49,9 Mb
Release : 2015-10-12
Category : Architecture
ISBN : 9781118898703

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Data-Driven Design and Construction by Randy Deutsch Pdf

“In this comprehensive book, Professor Randy Deutsch has unlocked and laid bare the twenty-first century codice nascosto of architecture. It is data. Big data. Data as driver. . .This book offers us the chance to become informed and knowledgeable pursuers of data and the opportunities it offers to making architecture a wonderful, useful, and smart art form.” —From the Foreword by James Timberlake, FAIA Written for architects, engineers, contractors, owners, and educators, and based on today’s technology and practices, Data-Driven Design and Construction: 25 Strategies for Capturing, Applying and Analyzing Building Data addresses how innovative individuals and firms are using data to remain competitive while advancing their practices. seeks to address and rectify a gap in our learning, by explaining to architects, engineers, contractors and owners—and students of these fields—how to acquire and use data to make more informed decisions. documents how data-driven design is the new frontier of the convergence between BIM and architectural computational analyses and associated tools. is a book of adaptable strategies you and your organization can apply today to make the most of the data you have at your fingertips. Data-Driven Design and Construction was written to help design practitioners and their project teams make better use of BIM, and leverage data throughout the building lifecycle.

Data-Driven Modeling for Sustainable Engineering

Author : Kondo H. Adjallah,Babiga Birregah,Henry Fonbeyin Abanda
Publisher : Springer
Page : 425 pages
File Size : 42,8 Mb
Release : 2019-06-21
Category : Technology & Engineering
ISBN : 9783030136970

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Data-Driven Modeling for Sustainable Engineering by Kondo H. Adjallah,Babiga Birregah,Henry Fonbeyin Abanda Pdf

This book gathers the proceedings of the 1st International Conference on Engineering, Applied Sciences and System Modeling (ICEASSM), a four-day event (18th–21st April 2017) held in Accra, Ghana. It focuses on research work promoting a better understanding of engineering problems through applied sciences and modeling, and on solutions generated in an African setting but with relevance to the world as a whole. The book provides a holistic overview of challenges facing Africa, and addresses various areas from research and development perspectives. Presenting contributions by scientists, engineers and experts hailing from a host of international institutions, the book offers original approaches and technological solutions to help solve real-world problems through research and knowledge sharing. Further, it explores promising opportunities for collaborative research on issues of scientific, economic and social development, making it of interest to researchers, scientists and practitioners looking to conduct research in disciplines such as water supply, control, civil engineering, statistical modeling, renewable energy and sustainable urban development.

Handbook of Engineering Systems Design

Author : Anja Maier,Josef Oehmen,Pieter E. Vermaas
Publisher : Springer Nature
Page : 1040 pages
File Size : 52,8 Mb
Release : 2022-07-30
Category : Technology & Engineering
ISBN : 9783030811594

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Handbook of Engineering Systems Design by Anja Maier,Josef Oehmen,Pieter E. Vermaas Pdf

This handbook charts the new engineering paradigm of engineering systems. It brings together contributions from leading thinkers in the field and discusses the design, management and enabling policy of engineering systems. It contains explorations of core themes including technical and (socio-) organisational complexity, human behaviour and uncertainty. The text includes chapters on the education of future engineers, the way in which interventions can be designed, and presents a look to the future. This book follows the emergence of engineering systems, a new engineering paradigm that will help solve truly global challenges. This global approach is characterised by complex sociotechnical systems that are now co-dependent and highly integrated both functionally and technically as well as by a realisation that we all share the same: climate, natural resources, a highly integrated economical system and a responsibility for global sustainability goals. The new paradigm and approach requires the (re)designing of engineering systems that take into account the shifting dynamics of human behaviour, the influence of global stakeholders, and the need for system integration. The text is a reference point for scholars, engineers and policy leaders who are interested in broadening their current perspective on engineering systems design and in devising interventions to help shape societal futures.

Data Driven Smart Manufacturing Technologies and Applications

Author : Weidong Li,Yuchen Liang,Sheng Wang
Publisher : Springer Nature
Page : 218 pages
File Size : 53,8 Mb
Release : 2021-02-20
Category : Technology & Engineering
ISBN : 9783030668495

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Data Driven Smart Manufacturing Technologies and Applications by Weidong Li,Yuchen Liang,Sheng Wang Pdf

This book reports innovative deep learning and big data analytics technologies for smart manufacturing applications. In this book, theoretical foundations, as well as the state-of-the-art and practical implementations for the relevant technologies, are covered. This book details the relevant applied research conducted by the authors in some important manufacturing applications, including intelligent prognosis on manufacturing processes, sustainable manufacturing and human-robot cooperation. Industrial case studies included in this book illustrate the design details of the algorithms and methodologies for the applications, in a bid to provide useful references to readers. Smart manufacturing aims to take advantage of advanced information and artificial intelligent technologies to enable flexibility in physical manufacturing processes to address increasingly dynamic markets. In recent years, the development of innovative deep learning and big data analytics algorithms is dramatic. Meanwhile, the algorithms and technologies have been widely applied to facilitate various manufacturing applications. It is essential to make a timely update on this subject considering its importance and rapid progress. This book offers a valuable resource for researchers in the smart manufacturing communities, as well as practicing engineers and decision makers in industry and all those interested in smart manufacturing and Industry 4.0.

Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems

Author : Steven X. Ding
Publisher : Springer Science & Business Media
Page : 300 pages
File Size : 42,9 Mb
Release : 2014-04-12
Category : Technology & Engineering
ISBN : 9781447164104

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Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems by Steven X. Ding Pdf

Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems presents basic statistical process monitoring, fault diagnosis, and control methods and introduces advanced data-driven schemes for the design of fault diagnosis and fault-tolerant control systems catering to the needs of dynamic industrial processes. With ever increasing demands for reliability, availability and safety in technical processes and assets, process monitoring and fault-tolerance have become important issues surrounding the design of automatic control systems. This text shows the reader how, thanks to the rapid development of information technology, key techniques of data-driven and statistical process monitoring and control can now become widely used in industrial practice to address these issues. To allow for self-contained study and facilitate implementation in real applications, important mathematical and control theoretical knowledge and tools are included in this book. Major schemes are presented in algorithm form and demonstrated on industrial case systems. Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems will be of interest to process and control engineers, engineering students and researchers with a control engineering background.

Engineering of Additive Manufacturing Features for Data-Driven Solutions

Author : Mutahar Safdar,Guy Lamouche,Padma Polash Paul,Gentry Wood,Yaoyao Fiona Zhao
Publisher : Springer Nature
Page : 151 pages
File Size : 40,7 Mb
Release : 2023-06-01
Category : Technology & Engineering
ISBN : 9783031321542

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Engineering of Additive Manufacturing Features for Data-Driven Solutions by Mutahar Safdar,Guy Lamouche,Padma Polash Paul,Gentry Wood,Yaoyao Fiona Zhao Pdf

This book is a comprehensive guide to the latest developments in data-driven additive manufacturing (AM). From data mining and pre-processing to signal processing, computer vision, and more, the book covers all the essential techniques for preparing AM data. Readers willl explore the key physical and synthetic sources of AM data throughout the life cycle of the process and learn about feature engineering techniques, pipelines, and resulting features, as well as their applications at each life cycle phase. With a focus on featurization efforts from reviewed literature, this book offers tabular summaries for major data sources and analyzes feature spaces at the design, process, and structure phases of AM to uncover trends and insights specific to feature engineering techniques. Finally, the book discusses current challenges and future directions, including AI/ML/DL readiness of AM data. Whether you're an expert or newcomer to the field, this book provides a broader summary of the status and future of data-driven AM technology.

Circular Economy in Engineering Design and Production

Author : Samira Keivanpour
Publisher : Springer Nature
Page : 159 pages
File Size : 54,8 Mb
Release : 2023-12-10
Category : Technology & Engineering
ISBN : 9783031446528

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Circular Economy in Engineering Design and Production by Samira Keivanpour Pdf

This concise text provides the concepts, methods, and application examples for integrating sustainability into engineering design and production. It discusses the role of sustainability in the value creation processes of various enterprises and different tools and methods for systematic incorporation of social and environmental aspects into the product's life cycle. The following topics are covered: sustainable development in engineering systems and the life cycle concept, norms and standards in the sustainable development and integration of socio-economic assessment into technical valuation, production systems, management of the production systems based on circular economy principles, ecodesign practices, and value creation and innovative design in the circular economy. Provides a concise guide for engineering students for applying circular economy practices Presents examples and short case studies for understanding the methods and tools Facilitates understanding and application of the life cycle perspective in product manufacturing and green engineering

Protein Engineering

Author : Huimin Zhao
Publisher : John Wiley & Sons
Page : 41 pages
File Size : 52,6 Mb
Release : 2021-08-23
Category : Science
ISBN : 9783527344703

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Protein Engineering by Huimin Zhao Pdf

A one-stop reference that reviews protein design strategies to applications in industrial and medical biotechnology Protein Engineering: Tools and Applications is a comprehensive resource that offers a systematic and comprehensive review of the most recent advances in the field, and contains detailed information on the methodologies and strategies behind these approaches. The authors—noted experts on the topic—explore the distinctive advantages and disadvantages of the presented methodologies and strategies in a targeted and focused manner that allows for the adaptation and implementation of the strategies for new applications. The book contains information on the directed evolution, rational design, and semi-rational design of proteins and offers a review of the most recent applications in industrial and medical biotechnology. This important book: Covers technologies and methodologies used in protein engineering Includes the strategies behind the approaches, designed to help with the adaptation and implementation of these strategies for new applications Offers a comprehensive and thorough treatment of protein engineering from primary strategies to applications in industrial and medical biotechnology Presents cutting edge advances in the continuously evolving field of protein engineering Written for students and professionals of bioengineering, biotechnology, biochemistry, Protein Engineering: Tools and Applications offers an essential resource to the design strategies in protein engineering and reviews recent applications.

What Every Engineer Should Know About Data-Driven Analytics

Author : Satish Mahadevan Srinivasan,Phillip A. Laplante
Publisher : CRC Press
Page : 250 pages
File Size : 49,8 Mb
Release : 2023-04-13
Category : Computers
ISBN : 9781000859720

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What Every Engineer Should Know About Data-Driven Analytics by Satish Mahadevan Srinivasan,Phillip A. Laplante Pdf

What Every Engineer Should Know About Data-Driven Analytics provides a comprehensive introduction to the theoretical concepts and approaches of machine learning that are used in predictive data analytics. By introducing the theory and by providing practical applications, this text can be understood by every engineering discipline. It offers a detailed and focused treatment of the important machine learning approaches and concepts that can be exploited to build models to enable decision making in different domains. Utilizes practical examples from different disciplines and sectors within engineering and other related technical areas to demonstrate how to go from data, to insight, and to decision making Introduces various approaches to build models that exploits different algorithms Discusses predictive models that can be built through machine learning and used to mine patterns from large datasets Explores the augmentation of technical and mathematical materials with explanatory worked examples Includes a glossary, self-assessments, and worked-out practice exercises Written to be accessible to non-experts in the subject, this comprehensive introductory text is suitable for students, professionals, and researchers in engineering and data science.