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Fundamentals Of Design Of Experiments For Automotive Engineering

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Fundamentals Of Design Of Experiments For Automotive Engineering Volume I

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Author : Young J. Chiang
language : en
Publisher: SAE International
Release Date : 2023-11-28

Fundamentals Of Design Of Experiments For Automotive Engineering Volume I written by Young J. Chiang and has been published by SAE International this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-28 with Computers categories.

In a world where innovation and sustainability are paramount, Fundamentals of Design of Experiments for Automotive Engineering: Volume I serves as a definitive guide to harnessing the power of statistical thinking in product development. As first of four volumes in SAE International’s DOE for Product Reliability Growth series, this book presents a practical, application-focused approach by emphasizing DOE as a dynamic tool for automotive engineers. It showcases real-world examples, demonstrating how process improvements and system optimizations can significantly enhance product reliability. The author, Yung Chiang, leverages extensive product development expertise to present a comprehensive process that ensures product performance and reliability throughout its entire lifecycle. Whether individuals are involved in research, design, testing, manufacturing, or marketing, this essential reference equips them with the skills needed to excel in their respective roles. This book explores the potential of Reliability and Sustainability with DOE, featuring the following topics: - Fundamental prerequisites for deploying DOE: Product reliability processes, measurement uncertainty, failure analysis, and design for reliability. - Full factorial design 2K: A system identification tool for relating objectives to factors and understanding main and interactive effects. - Fractional factorial design 2RK-P: Ideal for identifying main effects and 2-factor interactions. - General fractional factorial design LK-P: Systematically identification of significant inputs and analysis of nonlinear behaviors. - Composite designs as response surface methods: Resolving interactions and optimizing decisions with limited factors. - Adapting to practical challenges with “short” DOE: Leveraging optimization schemes like D-optimality, and A-optimality for optimal results. Readers are encouraged not to allow product failures to hinder progress but to embrace the "statistical thinking" embedded in DOE. This book can illuminate the path to designing products that stand the test of time, resulting in satisfied customers and thriving businesses. (ISBN 9781468606027, ISBN 9781468606034, ISBN 9781468606041, DOI 10.4271/9781468606034)

Fundamentals Of Design Of Experiments For Automotive Engineering

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Author : Young J. Chiang
language : en
Publisher:
Release Date : 2023

Fundamentals Of Design Of Experiments For Automotive Engineering written by Young J. Chiang and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023 with TECHNOLOGY & ENGINEERING categories.

Front Cover -- Title Page -- Copyright Page -- Contents -- Preface -- Acronyms -- Nomenclature -- Introduction -- Chapter 1: Reliability Deployment -- 1.1 Product Reliability Realization -- 1.1.1 Product Quality, Robustness, and Reliability -- 1.1.2 Realization Process of Product Reliability -- 1.1.3 Tools for Reliability Realization -- 1.1.4 Advanced Reliability Planning -- 1.1.5 Reliability Lauded in VOC -- 1.1.6 Product Reliability Growth -- 1.2 Uncertainty of Measurement -- 1.2.1 Accuracy: Precision and Trueness -- 1.2.2 Essential Elements of Measurement -- 1.3 Unreliability -- 1.3.1 Physical and Functional Failures -- 1.3.2 Probability of Product Failure -- 1.3.3 Failure Measured by Time -- 1.4 Design for Reliability -- 1.4.1 Reference Model and Simulation for System Identification -- 1.4.2 Boundary Diagram -- 1.4.3 Parameter Diagram (P-Diagram) -- 1.4.4 Fishbone Diagram -- 1.4.5 Variation Modes and Effect Analysis -- 1.5 Classification of DOE -- 1.5.1 Basic Types of DOE -- 1.5.2 Acceptance Sampling and Test Plans -- 1.5.3 Statistical Tolerance Design -- 1.5.4 Manufacturing Reliability -- 1.5.5 Supply Chain Reliability -- 1.5.6 Operational Reliability -- 1.5.7 Marketing Reliability -- 1.5.8 Holistic Approach -- 1.6 Software for DOE -- References -- Chapter 2: Full Factorial Design 2 K -- 2.1 Why DOE -- 2.1.1 Complete Search for Solution in the Multidomain -- 2.1.2 Tremendous Reduction in the Number of Experimental Tests -- 2.2 What Is DOE -- 2.2.1 Application for DOE -- 2.2.2 Experimental Design Process -- 2.2.3 History of DOE -- 2.3 Objective Function and Goals -- 2.3.1 Quantifiable and Achievable -- 2.3.2 RSM: Regression Using DOE -- 2.4 Factors -- 2.4.1 Types of Factors -- 2.4.2 Effects of Factors and Their Interactions -- 2.4.3 Selections-Doable and Controllable -- 2.4.4 Dimensionless Format -- 2.4.5 Design Contrasts and Effects.

Fundamentals Of Design Of Experiments For Automotive Engineering Volume I

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Author : Young J. Chiang
language : en
Publisher: SAE International
Release Date : 2023-11-28

Product Design And Testing For Automotive Engineering Volume Ii

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Author : Young J. Chiang
language : en
Publisher: SAE International
Release Date : 2024-09-17

Product Design And Testing For Automotive Engineering Volume Ii written by Young J. Chiang and has been published by SAE International this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-17 with Computers categories.

Failure modes and effects analysis (FMEA); Reliability; Product Development; Design Process; Test Procedures "Explore Product Design and Testing for Automotive Engineering: Volume II, an essential guide reshaping vehicle manufacturing with unprecedented reliability. As part of SAE International’s DOE for Product Reliability Growth series, this practical resource introduces cutting-edge methodologies crucial for predicting and improving product reliability in an era of automotive electrification. The book navigates statistical tolerance design, showcasing how variability in part fabrication and assembly can enhance reliability and sustainability. Key topics include: - Statistical tolerance design's impact on manufacturing and material selection, focusing on non-normal distributions' effects on product assembly and cost. Methods like maximum likelihood estimators and Monte Carlo simulations are used for assembly strategy synthesis. - Reliability DOEs using log-location-scale distributions to estimate lifetimes of non-normally distributed components, especially in accelerated life testing. It covers transformations optimizing parts and system designs under the lognormal distribution. - Weibull distribution (DOE-W) for characterizing lifetimes affected by various failure modes, detailing parameter assessment methods and real-world applications. The book also introduces reliability design of experiments based on the exponential distribution (DOE-E). - Importance of predicting lifecycles and enhancing reliability through qualitative and stepwise accelerated life tests. Integration of physics of failure with statistical methods like Weibull statistics and lognormal approximation enhances analysis credibility. - Inferential mechanisms such as the Arrhenius and Eyring models in predicting automotive component lifecycles, refining product life prediction based on reliability DOEs. Whether you're an engineer, researcher, or automotive professional, this book equips you to navigate reliability engineering confidently. Revolutionize your approach to product design and testing with Product Design and Testing for Automotive Engineering, your definitive companion in shaping the future of automotive reliability." (ISBN 9781468607703 ISBN 9781468607697 ISBN 9781468607727 DOI 10.4271/9781468607697)

Design Of Experiments For Engineers And Scientists

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Author : Jiju Antony
language : en
Publisher: Elsevier
Release Date : 2014-02-22

Design Of Experiments For Engineers And Scientists written by Jiju Antony and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-02-22 with Technology & Engineering categories.

The tools and techniques used in Design of Experiments (DoE) have been proven successful in meeting the challenge of continuous improvement in many manufacturing organisations over the last two decades. However research has shown that application of this powerful technique in many companies is limited due to a lack of statistical knowledge required for its effective implementation.Although many books have been written on this subject, they are mainly by statisticians, for statisticians and not appropriate for engineers. Design of Experiments for Engineers and Scientists overcomes the problem of statistics by taking a unique approach using graphical tools. The same outcomes and conclusions are reached as through using statistical methods and readers will find the concepts in this book both familiar and easy to understand.This new edition includes a chapter on the role of DoE within Six Sigma methodology and also shows through the use of simple case studies its importance in the service industry. It is essential reading for engineers and scientists from all disciplines tackling all kinds of manufacturing, product and process quality problems and will be an ideal resource for students of this topic. - Written in non-statistical language, the book is an essential and accessible text for scientists and engineers who want to learn how to use DoE - Explains why teaching DoE techniques in the improvement phase of Six Sigma is an important part of problem solving methodology - New edition includes a full chapter on DoE for services as well as case studies illustrating its wider application in the service industry

The Design And Analysis Of Computer Experiments

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Author : Thomas J. Santner
language : en
Publisher: Springer
Release Date : 2019-01-08

The Design And Analysis Of Computer Experiments written by Thomas J. Santner and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-01-08 with Mathematics categories.

This book describes methods for designing and analyzing experiments that are conducted using a computer code, a computer experiment, and, when possible, a physical experiment. Computer experiments continue to increase in popularity as surrogates for and adjuncts to physical experiments. Since the publication of the first edition, there have been many methodological advances and software developments to implement these new methodologies. The computer experiments literature has emphasized the construction of algorithms for various data analysis tasks (design construction, prediction, sensitivity analysis, calibration among others), and the development of web-based repositories of designs for immediate application. While it is written at a level that is accessible to readers with Masters-level training in Statistics, the book is written in sufficient detail to be useful for practitioners and researchers. New to this revised and expanded edition: • An expanded presentation of basic material on computer experiments and Gaussian processes with additional simulations and examples • A new comparison of plug-in prediction methodologies for real-valued simulator output • An enlarged discussion of space-filling designs including Latin Hypercube designs (LHDs), near-orthogonal designs, and nonrectangular regions • A chapter length description of process-based designs for optimization, to improve good overall fit, quantile estimation, and Pareto optimization • A new chapter describing graphical and numerical sensitivity analysis tools • Substantial new material on calibration-based prediction and inference for calibration parameters • Lists of software that can be used to fit models discussed in the book to aid practitioners

Industrial Design Of Experiments

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Author : Sammy Shina
language : en
Publisher: Springer
Release Date : 2023-01-05

Industrial Design Of Experiments written by Sammy Shina and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-05 with Technology & Engineering categories.

This textbook provides the tools, techniques, and industry examples needed for the successful implementation of design of experiments (DoE) in engineering and manufacturing applications. It contains a high-level engineering analysis of key issues in the design, development, and successful analysis of industrial DoE, focusing on the design aspect of the experiment and then on interpreting the results. Statistical analysis is shown without formula derivation, and readers are directed as to the meaning of each term in the statistical analysis. Industrial Design of Experiments: A Case Study Approach for Design and Process Optimization is designed for graduate-level DoE, engineering design, and general statistical courses, as well as professional education and certification classes. Practicing engineers and managers working in multidisciplinary product development will find it to be an invaluable reference that provides all the information needed to accomplish a successful DoE.

Fundamentals Of Statistical Experimental Design And Analysis

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Author : Robert G. Easterling
language : en
Publisher: John Wiley & Sons
Release Date : 2015-10-23

Fundamentals Of Statistical Experimental Design And Analysis written by Robert G. Easterling and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-10-23 with Mathematics categories.

Professionals in all areas – business; government; thephysical, life, and social sciences; engineering; medicine, etc.– benefit from using statistical experimental design tobetter understand their worlds and then use that understanding toimprove the products, processes, and programs they are responsiblefor. This book aims to provide the practitioners of tomorrow with amemorable, easy to read, engaging guide to statistics andexperimental design. This book uses examples, drawn from a variety of established texts,and embeds them in a business or scientific context, seasoned witha dash of humor, to emphasize the issues and ideas that led to theexperiment and the what-do-we-do-next? steps after theexperiment. Graphical data displays are emphasized as means ofdiscovery and communication and formulas are minimized, with afocus on interpreting the results that software produce. The roleof subject-matter knowledge, and passion, is also illustrated. Theexamples do not require specialized knowledge, and the lessons theycontain are transferrable to other contexts. Fundamentals of Statistical Experimental Design and Analysisintroduces the basic elements of an experimental design, and thebasic concepts underlying statistical analyses. Subsequent chaptersaddress the following families of experimental designs: Completely Randomized designs, with single or multipletreatment factors, quantitative or qualitative Randomized Block designs Latin Square designs Split-Unit designs Repeated Measures designs Robust designs Optimal designs Written in an accessible, student-friendly style, this book issuitable for a general audience and particularly for thoseprofessionals seeking to improve and apply their understanding ofexperimental design.

University Of Michigan Official Publication

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Author :
language : en
Publisher: UM Libraries
Release Date : 1967

University Of Michigan Official Publication written by and has been published by UM Libraries this book supported file pdf, txt, epub, kindle and other format this book has been release on 1967 with Education, Higher categories.

Dearborn Campus

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Author : University of Michigan--Dearborn
language : en
Publisher:
Release Date : 1969

Dearborn Campus written by University of Michigan--Dearborn and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1969 with Universities and colleges categories.

Fundamentals Of Design Of Experiments For Automotive Engineering

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