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Dr. Cherry Bhargava - Intelligent Reliability Analysis Using MATLAB and AI: Perform Failure Analysis and Reliability Engineering using MATLAB and Artificial Intelligence (English Edition)

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    Intelligent Reliability Analysis Using MATLAB and AI: Perform Failure Analysis and Reliability Engineering using MATLAB and Artificial Intelligence (English Edition)
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How to minimize the global problem of e-wasteKey Features Explore core concepts of Reliability Analysis, various smart models, different electronic components, and practical use of MATLAB. Cutting edge coverage on building intelligent systems for reliability analysis. Includes numerous techniques and methods to identify failure and reliability parameters.DescriptionIntelligent Reliability Analysis using MATLAB and AI explains a roadmap to analyze and predict various electronic components future life and performance reliability. Deeply narrated and authored by reliability experts, this book empowers the reader to deepen their understanding of reliability identification, its significance, preventive measures, and various techniques.The book teaches how to predict the residual lifetime of active and passive components using an interesting use case on electronic waste. The book will demonstrate how the capacity of re-usability of electronic components can benefit the consumer to reuse the same component, with the confidence of successful operations. It lists key attributes and ways to design experiments using Taguchis approach, based on various acceleration factors.This book makes it easier for readers to understand reliability modeling of active and passive components using the Artificial Neural Network, Fuzzy Logic, Adaptive Neuro-Fuzzy Inference System (ANFIS). What you will learn Optimize various acceleration factors for exploring the residual life of components experimentally. Design an intelligent model to predict the upcoming faults and failures of electronic components and make provision for timely replacement of the fault components. Design experiments using Taguchis approach. Understand reliability modeling of active and passive components using the Artificial Neural Network and Fuzzy Logic.Who this book is forThis book is for current and aspiring emerging tech professionals, researchers, students, and anyone who wishes to understand and diagnose the product life of electronic components using the power of artificial intelligence and various experimental techniques.Table of Contents1. RELIABILITY FUNDAMENTALS2. RELIABILITY MEASURES3. REMAINING USEFUL LIFETIME ESTIMATION TECHNIQUES4. INTELLIGENT MODELS FOR RELIABILITY PREDICTION5. ACCELERATED LIFE TESTING6. EXPERIMENTAL TESTING OF ACTIVE AND PASSIVE COMPONENTS 7. INTELLIGENT MODELING FOR RELIABILITY ASSESSMENT USING MATLABAbout the AuthorsDr Cherry Bhargava is working as an Associate Professor at the Department of Computer Science and Engineering, Symbiosis Institute of Technology, Pune, Maharashtra, India. She holds a Ph.D. (ECE) specialization in Artificial Intelligence, M. Tech (VLSI Design & CAD), and B. Tech (EIE) degrees. She is GATE qualified with All India Rank 428. She has authored about 50 technical research papers in SCI, Scopus indexed quality journals, and national/international conferences. LinkedIn Profile: https://www.linkedin.com/in/dr-cherry-bhargava-7315619/Dr. Pardeep Kumar Sharma is working as an associate professor at Lovely Professional University, Punjab, India. He has more than 14 years of teaching experience in the field of applied chemistry, artificial intelligence, DOE, and nanotechnology. He has completed his Ph.D. from Lovely Professional University and his post-graduation (Applied Chemistry) from Guru Nanak Dev University, Amritsar. LinkedIn Profile: https://www.linkedin.com/in/dr-pardeep-kumar-sharma-28581818/

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Intelligent Reliability Analysis Using MATLAB and AI Perform Failure - photo 1
Intelligent
Reliability
Analysis Using
MATLAB and AI
Perform Failure Analysis and Reliability Engineering using MATLAB and - photo 2
Perform Failure Analysis and
Reliability Engineering using
MATLAB and Artificial Intelligence
Intelligent Reliability Analysis Using MATLAB and AI Perform Failure Analysis and Reliability Engineering using MATLAB and Artificial Intelligence English Edition - image 3
Dr. Cherry Bhargava
Dr. Pardeep Kumar Sharma
Intelligent Reliability Analysis Using MATLAB and AI Perform Failure Analysis and Reliability Engineering using MATLAB and Artificial Intelligence English Edition - image 4
www.bpbonline.com
FIRST EDITION 2021
Copyright BPB Publications, India
ISBN: 978-93-90684-656
All Rights Reserved. No part of this publication may be reproduced, distributed or transmitted in any form or by any means or stored in a database or retrieval system, without the prior written permission of the publisher with the exception to the program listings which may be entered, stored and executed in a computer system, but they can not be reproduced by the means of publication, photocopy, recording, or by any electronic and mechanical means.
LIMITS OF LIABILITY AND DISCLAIMER OF WARRANTY
The information contained in this book is true to correct and the best of authors and publishers knowledge. The author has made every effort to ensure the accuracy of these publications, but publisher cannot be held responsible for any loss or damage arising from any information in this book.
All trademarks referred to in the book are acknowledged as properties of their respective owners but BPB Publications cannot guarantee the accuracy of this information.
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Published by Manish Jain for BPB Publications Ansari Road Darya Ganj New - photo 5
Published by Manish Jain for BPB Publications, Ansari Road, Darya Ganj, New Delhi-110002 and Printed by him at Repro India Ltd, Mumbai
www.bpbonline.com
Dedicated to
Our Parents
&
Our Loving Daughters, Mishty & Mauli
About the Authors
Dr. Cherry Bhargava is working as an Associate Professor at the Department of Computer Science and Engineering, Symbiosis Institute of Technology, Pune, Maharashtra, India. She has more than years of teaching and research experience. She has a PhD (ECE) from the IKG Punjab Technical University, State Govt. University, Punjab, an M. Tech (VLSI Design & CAD) from Thapar University, and a B. Tech (EIE) from Kurukshetra University. She is a GATE-qualified with an All-India Rank of She has authored about fifty technical research papers in SCI, Scopus indexed quality journals, and national/international conferences. She has eighteen books to her credit. She has registered six copyrights and filed twenty-one patents. Her four Australian innovation patents are granted. She is a recipient of various national and international awards for being an outstanding faculty in engineering and an excellent researcher. She is an active reviewer and editorial member of numerous prominent SCI and Scopus indexed journals. Her research area is Nanotechnology, Artificial Intelligence, and Data Science.
Dr. Pardeep Kumar Sharma is working as an Associate Professor at the Lovely Professional University, Punjab, India. He has more than years of teaching experience in the field of Applied Chemistry, Artificial Intelligence, DOE, and Nanotechnology. He has a PhD from the Lovely Professional University, and a post-graduation degree (Applied Chemistry) from the Guru Nanak Dev University, Amritsar. He has authored more than twenty research papers in SCI, Scopus indexed quality journals, and national/international conferences. He has seven books to his credit, in the field of Nanotechnology and Artificial Intelligence. He has filed eighteen patents and registered two copyrights. His four Australian innovation patents are granted. He is a recipient of various national and international awards. He is an active reviewer and editorial board member of various indexed journals.
About the Reviewers
Deepak Kutty is a Reliability professional with nearly years of experience in quality and reliability engineering across several industries. He has worked in different aspects of reliability, such as testing and analysis, field failure analysis, reliability growth, and DFR and analytics. He has a Masters degree in quality and reliability from the Indian Statistical Institute, Kolkata, and a Bachelors degree in Mechanical Engineering from the Mumbai University. He currently works as a senior staff engineer in bloom energy in their Data Analytics department.
N. Chaitanya Kumar Reddy, currently employed as a Reliability and Safety Engineer in AMETEK Instruments India Limited, has 10+ years of work experience in the area of Reliability and Safety for the Industrial Products related to Aerospace, Electronics etc. He completed his Master of Technology in Reliability Engineering in 2012 as a Gold Medalist of the batch, and the Bachelor of Technology in Electrical and Electronics Engineering in 2010 from JNT University. His interests include Scientific Research, and he has published papers in a number of reputed journals.
Acknowledgement
At this moment of my substantial enhancement, before we get into the thick of the things, we would like to add a few heartfelt words for the people who gave their unending support with their fair humor and warm wishes. First and foremost, praises and thanks to the God, the Almighty, for his showers of blessings throughout, to complete this book successfully. We want to acknowledge our students who provided us with the impetus to write a more suitable text. We are thankful to the management, seniors, and colleagues of Symbiosis International University and Lovely Professional University for constantly pushing us to move higher and higher. We would also like to thank all our friends, well-wishers, respondents, and academicians who us helped throughout our journey from inception to completion.
Preface
Due to the rapid evolution of the electronics device technology towards low cost and high performance, the electronic products become more complex, higher in density and speed, and lighter for easy portability. Reliability has become the major issue for the successful operation of an electronic device. During the life cycle of a component, reliability needs to be accessed at its different stages of life, i.e., at the design stage, manufacturing stage, launching stage, and operational stage. So, the assessing of the component performance at the different phases are necessary. After analyzing all the factors and parameters, the warranty period is extracted, which is mentioned along with the data sheet. The failure analysis explores the root cause of failure and then suggests the preventive and corrective measures, so that the overall performance of the system will not degrade.
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