Data Analytics And What It Means To The Materials Community
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Data Analytics And What It Means To The Materials Community
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Author :
language : en
Publisher:
Release Date : 2021
Data Analytics And What It Means To The Materials Community written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with Defense industries categories.
Data Analytics And What It Means To The Materials Community
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Author : National Academies of Sciences Engineering and Medicine
language : en
Publisher:
Release Date : 2021-09-12
Data Analytics And What It Means To The Materials Community written by National Academies of Sciences Engineering and Medicine and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-12 with categories.
Emerging techniques in data analytics, including machine learning and artificial intelligence, offer exciting opportunities for advancing scientific discovery and innovation in materials science. Vast repositories of experimental data and sophisticated simulations are being utilized to predict material properties, design and test new compositions, and accelerate nearly every facet of traditional materials science. How can the materials science community take advantage of these opportunities while avoiding potential pitfalls? What roadblocks may impede progress in the coming years, and how might they be addressed? To explore these issues, the Workshop on Data Analytics and What It Means to the Materials Community was organized as part of a workshop series on Defense Materials, Manufacturing, and Its Infrastructure. Hosted by the National Academies of Sciences, Engineering, and Medicine, the 2-day workshop was organized around three main topics: materials design, data curation, and emerging applications. Speakers identified promising data analytics tools and their achievements to date, as well as key challenges related to dealing with sparse data and filling data gaps; decisions around data storage, retention, and sharing; and the need to access, combine, and use data from disparate sources. Participants discussed the complementary roles of simulation and experimentation and explored the many opportunities for data informatics to increase the efficiency of materials discovery, design, and testing by reducing the amount of experimentation required. With an eye toward the ultimate goal of enabling applications, attendees considered how to ensure that the benefits of data analytics tools carry through the entire materials development process, from exploration to validation, manufacturing, and use. This publication summarizes the presentations and discussion of the workshop.
Computational Materials System Design
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Author : Dongwon Shin
language : en
Publisher: Springer
Release Date : 2017-11-10
Computational Materials System Design written by Dongwon Shin and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-11-10 with Technology & Engineering categories.
This book provides state-of-the-art computational approaches for accelerating materials discovery, synthesis, and processing using thermodynamics and kinetics. The authors deliver an overview of current practical computational tools for materials design in the field. They describe ways to integrate thermodynamics and kinetics and how the two can supplement each other.
Thermal Process Modeling 2014
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Author : B. Lynn Ferguson, Robert Goldstein, Scott MacKenzie, and Rozalia Papp
language : en
Publisher: ASM International
Release Date : 2014-06-01
Thermal Process Modeling 2014 written by B. Lynn Ferguson, Robert Goldstein, Scott MacKenzie, and Rozalia Papp and has been published by ASM International this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-06-01 with Technology & Engineering categories.
Thermal processes are key manufacturing steps in producing durable and useful products, with solidification, welding, heat treating, and surface engineering being primary steps. These papers represent the latest state-of-the-art in thermal process modeling. The breadth of topics covers the depth of the industry.
Qualitative Research Methods For Community Development
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Author : Robert Mark Silverman
language : en
Publisher: Taylor & Francis
Release Date : 2021-12-30
Qualitative Research Methods For Community Development written by Robert Mark Silverman and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-30 with Architecture categories.
The second edition of Qualitative Research Methods for Community Development teaches the basic skills, tools, and methods of qualitative research with special attention to the needs of community practitioners. This book teaches students entering planning, community development, nonprofit management, social work, and similar applied fields the core skills necessary to conduct systematic research designed to empower communities and promote social change. Focusing on the basic elements of qualitative research, such as field observation, interviewing, focus groups, and content analysis, this second edition of this book provides an overview of core methods and theoretical underpinnings of successful research. It also includes two new chapters on qualitative data analysis software and techniques for conducting online qualitative interviews and focus groups. From housing, community organizing, neighborhood planning, and urban revitalization, this book gives students the skills they need to undertake their own projects and provides professionals a valuable reference for their future research. This book serves as a primary text for courses in applied qualitative research and as a reference book for professionals and community-based researchers.
R For Data Science
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Author : Hadley Wickham
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2016-12-12
R For Data Science written by Hadley Wickham and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-12-12 with Computers categories.
Learn how to use R to turn raw data into insight, knowledge, and understanding. This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible. Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and modeling your data and communicating the results. You'll get a complete, big-picture understanding of the data science cycle, along with basic tools you need to manage the details. Each section of the book is paired with exercises to help you practice what you've learned along the way. You'll learn how to: Wrangle—transform your datasets into a form convenient for analysis Program—learn powerful R tools for solving data problems with greater clarity and ease Explore—examine your data, generate hypotheses, and quickly test them Model—provide a low-dimensional summary that captures true "signals" in your dataset Communicate—learn R Markdown for integrating prose, code, and results
Sediment Classification Methods Compendium
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Author :
language : en
Publisher: DIANE Publishing
Release Date :
Sediment Classification Methods Compendium written by and has been published by DIANE Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on with categories.
Materials Informatics And Catalysts Informatics
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Author : Keisuke Takahashi
language : en
Publisher: Springer Nature
Release Date : 2024-03-30
Materials Informatics And Catalysts Informatics written by Keisuke Takahashi and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-30 with Technology & Engineering categories.
This textbook is designed for students and researchers who are interested in materials and catalysts informatics with little to no prior experience in data science or programming languages. Starting with a comprehensive overview of the concept and historical context of materials and catalysts informatics, it serves as a guide for establishing a robust materials informatics environment. This essential resource is designed to teach vital skills and techniques required for conducting informatics-driven research, including the intersection of hardware, software, programming, machine learning within the field of data science and informatics. Readers will explore fundamental programming techniques, with a specific focus on Python, a versatile and widely-used language in the field. The textbook explores various machine learning techniques, equipping learners with the knowledge to harness the power of data science effectively. The textbook provides Python code examples, demonstrating materials informatics applications, and offers a deeper understanding through real-world case studies using materials and catalysts data. This practical exposure ensures readers are fully prepared to embark on their informatics-driven research endeavors upon completing the textbook. Instructors will also find immense value in this resource, as it consolidates the skills and information required for materials informatics into one comprehensive repository. This streamlines the course development process, significantly reducing the time spent on creating course material. Instructors can leverage this solid foundation to craft engaging and informative lecture content, making the teaching process more efficient and effective.
Sediment Classification Methods Compendium
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Author : United States. Environmental Protection Agency. Sediment Oversight Technical Committee
language : en
Publisher:
Release Date : 1992
Sediment Classification Methods Compendium written by United States. Environmental Protection Agency. Sediment Oversight Technical Committee and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Environmental protection categories.
This document is a compendium of scientifically valid and accepted methods that can be used to assess sediment quality and predict ecological impacts...the intent here is to provide the most useful overall measures or predictors of ecological impacts currently in use rather than procedures that may have limited application outside of a particular regulatory framework... parag The information provided in the compendium on the relative strengths and weaknesses of the different assessment methods can provide assistance in selecting the appropriate methods.