Nonlinear Problems in Machine Design

Nonlinear Problems in Machine Design

Author: Eliahu Zahavi

Publisher: CRC Press

Published: 2000-12-28

Total Pages: 435

ISBN-13: 1420039377

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Modern machine design challenges engineers with a myriad of nonlinear problems, among them fatigue, friction, plasticity, and excessive deformation. Today's advanced numerical computer programs bring optimal solutions to these complex problems within reach, but not without a trained and experienced overseer. Nonlinear Problems in Machine Des


Nonlinear Problems in Machine Design

Nonlinear Problems in Machine Design

Author: Eliahu Zahavi

Publisher: CRC Press

Published: 2000-12-28

Total Pages: 440

ISBN-13: 9780849320378

DOWNLOAD EBOOK

Modern machine design challenges engineers with a myriad of nonlinear problems, among them fatigue, friction, plasticity, and excessive deformation. Today's advanced numerical computer programs bring optimal solutions to these complex problems within reach, but not without a trained and experienced overseer. Nonlinear Problems in Machine Design provides that training and experience. It acquaints readers with the modern analytical methods of machine design and enables them to use those methods in daily applications. The authors first build the theoretical foundation, then focus on the application of the finite element method to machine design problems. They offer practical examples with solutions generated using both the ANSYS and MSC.NASTRAN finite element programs, demonstrating the reliability of the results, offering readers experience with the two most widely used programs in industry. Developed through the authors' extensive knowledge of engineering theory and their experience in verifying the accuracy and applicability of computer generated solutions, this book helps ensure foolproof results when designing machine parts. Nonlinear Problems in Machine Design is unique in its focus, will prove equally valuable to students and practitioners, and appears destined to become a standard in its field.


Solving Mechanical Design Problems with Computer Graphics

Solving Mechanical Design Problems with Computer Graphics

Author: Jerome Lange

Publisher: CRC Press

Published: 2021-06-30

Total Pages: 414

ISBN-13: 1000444481

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This book acquaints the reader with interactive computer graphics and how they are being used in the analysis of mechanical design problems. It covers four mechanical design topics: the graphics model, mass properties, stress and strain, and kinematic and kinetic analysis.


Machine Learning Design Patterns

Machine Learning Design Patterns

Author: Valliappa Lakshmanan

Publisher: O'Reilly Media

Published: 2020-10-15

Total Pages: 408

ISBN-13: 1098115759

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The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure models are treating users fairly