Machine Learning For Powder Based Metal Additive Manufacturing

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Machine Learning for Powder-Based Metal Additive Manufacturing

Author : Gurminder Singh
Publisher : Elsevier
ISBN 13 : 0443221464
Total Pages : 291 pages
Book Rating : 4.4/5 (432 download)

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Book Synopsis Machine Learning for Powder-Based Metal Additive Manufacturing by : Gurminder Singh

Download or read book Machine Learning for Powder-Based Metal Additive Manufacturing written by Gurminder Singh and published by Elsevier. This book was released on 2024-09-04 with total page 291 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine Learning for Powder-based Metal Additive Manufacturing outlines machine learning (ML) methods for additive manufacturing (AM) of metals that will improve product quality, optimize manufacturing processes, and reduce costs. The book combines ML and AM methods to develop intelligent models that train AM techniques in pre-processing, process optimization, and post-processing for optimized microstructure, tensile and fatigue properties, and biocompatibility for various applications. The book covers ML for design in AM, ML for materials development and intelligent monitoring in metal AM, both geometrical deviation and physics informed machine learning modeling, as well as data-driven cost estimation by ML. In addition, optimization for slicing and orientation, ML to create models of materials for AM processes, ML prediction for better mechanical and microstructure prediction, and feature extraction by sensing data are all covered, and each chapter includes a case study. - Covers machine learning (ML) methods for additive manufacturing (AM) of metals that will improve product quality, optimize manufacturing processes, and reduce costs - Combines ML and AM methods to develop intelligent models that train AM techniques in pre-processing, process optimization, and post-processing for optimized microstructure, tensile and fatigue properties, and biocompatibility for various applications - Discusses algorithm development of ML for metal AM, metal AM process modeling and optimization, mathematical and simulation studies of metal AM, and pre- and post-processing smart methods for metal AM

Metal Additive Manufacturing

Author : Dyuti Sarker
Publisher : John Wiley & Sons
ISBN 13 : 1119210836
Total Pages : 624 pages
Book Rating : 4.1/5 (192 download)

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Book Synopsis Metal Additive Manufacturing by : Dyuti Sarker

Download or read book Metal Additive Manufacturing written by Dyuti Sarker and published by John Wiley & Sons. This book was released on 2021-10-26 with total page 624 pages. Available in PDF, EPUB and Kindle. Book excerpt: METAL ADDITIVE MANUFACTURING A comprehensive review of additive manufacturing processes for metallic structures Additive Manufacturing (AM)—also commonly referred to as 3D printing—builds three-dimensional objects by adding materials layer by layer. Recent years have seen unprecedented investment in additive manufacturing research and development by governments and corporations worldwide. This technology has the potential to replace many conventional manufacturing processes, enable the development of new industry practices, and transform the entire manufacturing enterprise. Metal Additive Manufacturing provides an up-to-date review of all essential physics of metal additive manufacturing techniques with emphasis on both laser-based and non-laser-based additive manufacturing processes. This comprehensive volume covers fundamental processes and equipment, governing physics and modelling, design and topology optimization, and more. The text adresses introductory, intermediate, and advanced topics ranging from basic additive manufacturing process classification to practical and material design aspects of additive manufacturability. Written by a panel of expert authors in the field, this authoritative resource: Provides a thorough analysis of AM processes and their theoretical foundations Explains the classification, advantages, and applications of AM processes Describes the equipment required for different AM processes for metallic structures, including laser technologies, positioning devices, feeder and spreader mechanisms, and CAD software Discusses the opportunities, challenges, and current and emerging trends within the field Covers practical considerations, including design for AM, safety, quality assurance, automation, and real-time control of AM processes Includes illustrative cases studies and numerous figures and tables Featuring material drawn from the lead author’s research and professional experience on laser additive manufacturing, Metal Additive Manufacturing is an important source for manufacturing professionals, research and development engineers in the additive industry, and students and researchers involved in mechanical, mechatronics, automatic control, and materials engineering and science.

Additive Manufacturing of Metals

Author : John O. Milewski
Publisher : Springer
ISBN 13 : 3319582054
Total Pages : 351 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Additive Manufacturing of Metals by : John O. Milewski

Download or read book Additive Manufacturing of Metals written by John O. Milewski and published by Springer. This book was released on 2017-06-28 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: This engaging volume presents the exciting new technology of additive manufacturing (AM) of metal objects for a broad audience of academic and industry researchers, manufacturing professionals, undergraduate and graduate students, hobbyists, and artists. Innovative applications ranging from rocket nozzles to custom jewelry to medical implants illustrate a new world of freedom in design and fabrication, creating objects otherwise not possible by conventional means. The author describes the various methods and advanced metals used to create high value components, enabling readers to choose which process is best for them. Of particular interest is how harnessing the power of lasers, electron beams, and electric arcs, as directed by advanced computer models, robots, and 3D printing systems, can create otherwise unattainable objects. A timeline depicting the evolution of metalworking, accelerated by the computer and information age, ties AM metal technology to the rapid evolution of global technology trends. Charts, diagrams, and illustrations complement the text to describe the diverse set of technologies brought together in the AM processing of metal. Extensive listing of terms, definitions, and acronyms provides the reader with a quick reference guide to the language of AM metal processing. The book directs the reader to a wealth of internet sites providing further reading and resources, such as vendors and service providers, to jump start those interested in taking the first steps to establishing AM metal capability on whatever scale. The appendix provides hands-on example exercises for those ready to engage in experiential self-directed learning.

Industrializing Additive Manufacturing

Author : Mirko Meboldt
Publisher : Springer Nature
ISBN 13 : 303054334X
Total Pages : 516 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Industrializing Additive Manufacturing by : Mirko Meboldt

Download or read book Industrializing Additive Manufacturing written by Mirko Meboldt and published by Springer Nature. This book was released on 2020-09-01 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains the proceedings of the Additive Manufacturing in Product Development Conference. The content focus on how to support real-world value chains by developing additive manufactured series products.

2018 17th ACM IEEE International Conference on Information Processing in Sensor Networks (IPSN)

Author : IEEE Staff
Publisher :
ISBN 13 : 9781538652992
Total Pages : pages
Book Rating : 4.6/5 (529 download)

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Book Synopsis 2018 17th ACM IEEE International Conference on Information Processing in Sensor Networks (IPSN) by : IEEE Staff

Download or read book 2018 17th ACM IEEE International Conference on Information Processing in Sensor Networks (IPSN) written by IEEE Staff and published by . This book was released on 2018-04-11 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: IPSN (part of CPSWEEK) brings together researchers from academia, industry, and government to present and discuss recent advances in both theoretical and experimental research Its scope includes signal and image processing, information and coding theory, databases and information management, distributed algorithms, networks and protocols, wireless communications, collaborative objects and the Internet of Things, machine learning, mobile and social sensing, and embedded systems design Of special interest are contributions at the confluence of multiple of these areas

Additive Manufacturing Applications for Metals and Composites

Author : Balasubramanian, K.R.
Publisher : IGI Global
ISBN 13 : 1799840557
Total Pages : 348 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Additive Manufacturing Applications for Metals and Composites by : Balasubramanian, K.R.

Download or read book Additive Manufacturing Applications for Metals and Composites written by Balasubramanian, K.R. and published by IGI Global. This book was released on 2020-06-19 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: Additive manufacturing (AM) of metals and composites using laser energy, direct energy deposition, electron beam methods, and wire arc melting have recently gained importance due to their advantages in fabricating the complex structure. Today, it has become possible to reliably manufacture dense parts with certain AM processes for many materials, including steels, aluminum and titanium alloys, superalloys, metal-based composites, and ceramic matrix composites. In the near future, the AM material variety will most likely grow further, with high-performance materials such as intermetallic compounds and high entropy alloys already under investigation. Additive Manufacturing Applications for Metals and Composites is a pivotal reference source that provides vital research on advancing methods and technological developments within additive manufacturing practices. Special attention is paid to the material design of additive manufacturing of parts, the choice of feedstock materials, the metallurgical behavior and synthesis principle during the manufacturing process, and the resulted microstructures and properties, as well as the relationship between these factors. While highlighting topics such as numerical modeling, intermetallic compounds, and statistical techniques, this publication is ideally designed for students, engineers, researchers, manufacturers, technologists, academicians, practitioners, scholars, and educators.

Systems Engineering in the Fourth Industrial Revolution

Author : Ron S. Kenett
Publisher : John Wiley & Sons
ISBN 13 : 1119513898
Total Pages : 656 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Systems Engineering in the Fourth Industrial Revolution by : Ron S. Kenett

Download or read book Systems Engineering in the Fourth Industrial Revolution written by Ron S. Kenett and published by John Wiley & Sons. This book was released on 2019-12-24 with total page 656 pages. Available in PDF, EPUB and Kindle. Book excerpt: An up-to-date guide for using massive amounts of data and novel technologies to design, build, and maintain better systems engineering Systems Engineering in the Fourth Industrial Revolution: Big Data, Novel Technologies, and Modern Systems Engineering offers a guide to the recent changes in systems engineering prompted by the current challenging and innovative industrial environment called the Fourth Industrial Revolution—INDUSTRY 4.0. This book contains advanced models, innovative practices, and state-of-the-art research findings on systems engineering. The contributors, an international panel of experts on the topic, explore the key elements in systems engineering that have shifted towards data collection and analytics, available and used in the design and development of systems and also in the later life-cycle stages of use and retirement. The contributors address the issues in a system in which the system involves data in its operation, contrasting with earlier approaches in which data, models, and algorithms were less involved in the function of the system. The book covers a wide range of topics including five systems engineering domains: systems engineering and systems thinking; systems software and process engineering; the digital factory; reliability and maintainability modeling and analytics; and organizational aspects of systems engineering. This important resource: Presents new and advanced approaches, methodologies, and tools for designing, testing, deploying, and maintaining advanced complex systems Explores effective evidence-based risk management practices Describes an integrated approach to safety, reliability, and cyber security based on system theory Discusses entrepreneurship as a multidisciplinary system Emphasizes technical merits of systems engineering concepts by providing technical models Written for systems engineers, Systems Engineering in the Fourth Industrial Revolution offers an up-to-date resource that contains the best practices and most recent research on the topic of systems engineering.

Additive Manufacturing of Metals: The Technology, Materials, Design and Production

Author : Li Yang
Publisher : Springer
ISBN 13 : 3319551280
Total Pages : 172 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Additive Manufacturing of Metals: The Technology, Materials, Design and Production by : Li Yang

Download or read book Additive Manufacturing of Metals: The Technology, Materials, Design and Production written by Li Yang and published by Springer. This book was released on 2017-05-11 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a unique guide to the three-dimensional (3D) printing of metals. It covers various aspects of additive, subtractive, and joining processes used to form three-dimensional parts with applications ranging from prototyping to production. Examining a variety of manufacturing technologies and their ability to produce both prototypes and functional production-quality parts, the individual chapters address metal components and discuss some of the important research challenges associated with the use of these technologies. As well as exploring the latest technologies currently under development, the book features unique sections on electron beam melting technology, material lifting, and the importance this science has in the engineering context. Presenting unique real-life case studies from industry, this book is also the first to offer the perspective of engineers who work in the field of aerospace and transportation systems, and who design components and manufacturing networks. Written by the leading experts in this field at universities and in industry, it provides a comprehensive textbook for students and an invaluable guide for practitioners

Metal Additive Manufacturing

Author : Robert J. Lancaster
Publisher : Trans Tech Publications Ltd
ISBN 13 : 3035737525
Total Pages : 722 pages
Book Rating : 4.0/5 (357 download)

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Book Synopsis Metal Additive Manufacturing by : Robert J. Lancaster

Download or read book Metal Additive Manufacturing written by Robert J. Lancaster and published by Trans Tech Publications Ltd. This book was released on 2020-12-01 with total page 722 pages. Available in PDF, EPUB and Kindle. Book excerpt: Aggregated Book

Applications of Artificial Intelligence in Additive Manufacturing

Author : Sachin Salunkhe
Publisher : Engineering Science Reference
ISBN 13 : 9781799885160
Total Pages : 272 pages
Book Rating : 4.8/5 (851 download)

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Book Synopsis Applications of Artificial Intelligence in Additive Manufacturing by : Sachin Salunkhe

Download or read book Applications of Artificial Intelligence in Additive Manufacturing written by Sachin Salunkhe and published by Engineering Science Reference. This book was released on 2021-10-30 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides introductory instruction on how to learn how to use artificial intelligence to produce additively manufactured parts, including a description of the starting points, what you can know, how it blends and how artificial intelligence in additive manufacturing apply"--

Thermo-Mechanical Modeling of Additive Manufacturing

Author : Michael Gouge
Publisher : Butterworth-Heinemann
ISBN 13 : 0128118210
Total Pages : 296 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Thermo-Mechanical Modeling of Additive Manufacturing by : Michael Gouge

Download or read book Thermo-Mechanical Modeling of Additive Manufacturing written by Michael Gouge and published by Butterworth-Heinemann. This book was released on 2017-08-03 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Thermo-mechanical Modeling of Additive Manufacturing provides the background, methodology and description of modeling techniques to enable the reader to perform their own accurate and reliable simulations of any additive process. Part I provides an in depth introduction to the fundamentals of additive manufacturing modeling, a description of adaptive mesh strategies, a thorough description of thermal losses and a discussion of residual stress and distortion. Part II applies the engineering fundamentals to direct energy deposition processes including laser cladding, LENS builds, large electron beam parts and an exploration of residual stress and deformation mitigation strategies. Part III concerns the thermo-mechanical modeling of powder bed processes with a description of the heat input model, classical thermo-mechanical modeling, and part scale modeling. The book serves as an essential reference for engineers and technicians in both industry and academia, performing both research and full-scale production. Additive manufacturing processes are revolutionizing production throughout industry. These technologies enable the cost-effective manufacture of small lot parts, rapid repair of damaged components and construction of previously impossible-to-produce geometries. However, the large thermal gradients inherent in these processes incur large residual stresses and mechanical distortion, which can push the finished component out of engineering tolerance. Costly trial-and-error methods are commonly used for failure mitigation. Finite element modeling provides a compelling alternative, allowing for the prediction of residual stresses and distortion, and thus a tool to investigate methods of failure mitigation prior to building. - Provides understanding of important components in the finite element modeling of additive manufacturing processes necessary to obtain accurate results - Offers a deeper understanding of how the thermal gradients inherent in additive manufacturing induce distortion and residual stresses, and how to mitigate these undesirable phenomena - Includes a set of strategies for the modeler to improve computational efficiency when simulating various additive manufacturing processes - Serves as an essential reference for engineers and technicians in both industry and academia

Advances in Metal Additive Manufacturing

Author : Sachin Salunkhe
Publisher : Elsevier
ISBN 13 : 0323914683
Total Pages : 255 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis Advances in Metal Additive Manufacturing by : Sachin Salunkhe

Download or read book Advances in Metal Additive Manufacturing written by Sachin Salunkhe and published by Elsevier. This book was released on 2022-10-10 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in Metal Additive Manufacturing explains fundamental information and the latest research on new technologies, including powder bed fusion, direct energy deposition using high energy beams, and hybrid additive and subtractive methods. This book introduces readers to the technology, provides everything needed to understand how the different stages work together, and inspires to think beyond traditional metal processing to capture new ideas in metal. Chapters offer an introduction on metal additive manufacturing, processes, and properties and standards and then present surveys on the most significant international advances in metal additive manufacturing. Throughout, the book presents a focus on the effect of important process parameters on the microstructure, mechanical properties and wear behavior of additively manufactured parts. - Covers the entire process chain of metal additive manufacturing, from input data preparation to part certification - Describes a wide range of the latest design tools and options, including generative design, topology optimization, and lattice and surface optimization - Addresses additive manufacturing, with a comprehensive list of metals including titanium, aluminum, iron-and nickel-based alloys and Inconel 718

Engineering of Additive Manufacturing Features for Data-Driven Solutions

Author : Mutahar Safdar
Publisher : Springer Nature
ISBN 13 : 3031321545
Total Pages : 151 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Engineering of Additive Manufacturing Features for Data-Driven Solutions by : Mutahar Safdar

Download or read book Engineering of Additive Manufacturing Features for Data-Driven Solutions written by Mutahar Safdar and published by Springer Nature. This book was released on 2023-06-01 with total page 151 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Machining and Additive Manufacturing

Author : Vishal Santosh Sharma
Publisher : Springer Nature
ISBN 13 : 9819960940
Total Pages : 187 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Machining and Additive Manufacturing by : Vishal Santosh Sharma

Download or read book Machining and Additive Manufacturing written by Vishal Santosh Sharma and published by Springer Nature. This book was released on 2023-10-23 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book presents the select proceedings of International Conference on Production and Industrial Engineering (CPIE) 2023. It covers the current and latest research in machining and additive manufacturing. The topics covered include micro-, nano-, and non-conventional machining, additive manufacturing, casting and forming, joining processes, vibrations and acoustics, materials and processing, product design and development, industrial automation, CAD/CAM and robotics, and sustainability in manufacturing. The book is useful for researchers and professionals working in manufacturing and production engineering and other allied fields.

Springer Handbook of Additive Manufacturing

Author : Eujin Pei
Publisher : Springer Nature
ISBN 13 : 3031207521
Total Pages : 994 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Springer Handbook of Additive Manufacturing by : Eujin Pei

Download or read book Springer Handbook of Additive Manufacturing written by Eujin Pei and published by Springer Nature. This book was released on 2023-11-25 with total page 994 pages. Available in PDF, EPUB and Kindle. Book excerpt: This Handbook is the ultimate definitive guide that covers key fundamentals and advanced applications for Additive Manufacturing. The Handbook has been structured into seven sections, comprising of a thorough Introduction to Additive Manufacturing; Design and Data; Processes; Materials; Post-processing, Testing and Inspection; Education and Training; and Applications and Case Study Examples. The general principles and functional relationships are described in each chapter and supplemented with industry use cases. The aim of this book is to help designers, engineers and manufacturers understand the state-of-the-art developments in the field of Additive Manufacturing. Although this book is primarily aimed at students and educators, it will appeal to researchers and industrial professionals working with technology users, machine or component manufacturers to help them make better decisions in the implementation of Additive Manufacturing and its applications.

Machine Learning Algorithm for Fatigue Fields in Additive Manufacturing

Author : Mustafa Mamduh Mustafa Awd
Publisher : Springer Nature
ISBN 13 : 3658402377
Total Pages : 289 pages
Book Rating : 4.6/5 (584 download)

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Book Synopsis Machine Learning Algorithm for Fatigue Fields in Additive Manufacturing by : Mustafa Mamduh Mustafa Awd

Download or read book Machine Learning Algorithm for Fatigue Fields in Additive Manufacturing written by Mustafa Mamduh Mustafa Awd and published by Springer Nature. This book was released on 2023-01-01 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fatigue failure of structures used in transportation, industry, medical equipment, and electronic components needs to build a link between cutting-edge experimental characterization and probabilistically grounded numerical and artificially intelligent tools. The physics involved in this process chain is computationally prohibitive to comprehend using traditional computation methods. Using machine learning and Bayesian statistics, a defect-correlated estimate of fatigue strength was developed. Fatigue, which is a random variable, is studied in a Bayesian-based machine learning algorithm. The stress-life model was used based on the compatibility condition of life and load distributions. The defect-correlated assessment of fatigue strength was established using the proposed machine learning and Bayesian statistics algorithms. It enabled the mapping of structural and process-induced fatigue characteristics into a geometry-independent load density chart across a wide range of fatigue regimes.

Neural Network Methods in Natural Language Processing

Author : Yoav Goldberg
Publisher : Morgan & Claypool Publishers
ISBN 13 : 162705295X
Total Pages : 311 pages
Book Rating : 4.6/5 (27 download)

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Book Synopsis Neural Network Methods in Natural Language Processing by : Yoav Goldberg

Download or read book Neural Network Methods in Natural Language Processing written by Yoav Goldberg and published by Morgan & Claypool Publishers. This book was released on 2017-04-17 with total page 311 pages. Available in PDF, EPUB and Kindle. Book excerpt: Neural networks are a family of powerful machine learning models and this book focuses on their application to natural language data. The first half of the book (Parts I and II) covers the basics of supervised machine learning and feed-forward neural networks, the basics of working with machine learning over language data, and the use of vector-based rather than symbolic representations for words. It also covers the computation-graph abstraction, which allows to easily define and train arbitrary neural networks, and is the basis behind the design of contemporary neural network software libraries. The second part of the book (Parts III and IV) introduces more specialized neural network architectures, including 1D convolutional neural networks, recurrent neural networks, conditioned-generation models, and attention-based models. These architectures and techniques are the driving force behind state-of-the-art algorithms for machine translation, syntactic parsing, and many other applications. Finally, we also discuss tree-shaped networks, structured prediction, and the prospects of multi-task learning.