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Data analytics has become an integral part of materials science.
This book provides the practical tools and fundamentals needed for
researchers in materials science to understand how to analyze large
datasets using statistical methods, especially inverse methods
applied to microstructure characterization. It contains valuable
guidance on essential topics such as denoising and data modeling.
Additionally, the analysis and applications section addresses
compressed sensing methods, stochastic models, extreme estimation,
and approaches to pattern detection.
Data analytics has become an integral part of materials science.
This book provides the practical tools and fundamentals needed for
researchers in materials science to understand how to analyze large
datasets using statistical methods, especially inverse methods
applied to microstructure characterization. It contains valuable
guidance on essential topics such as denoising and data modeling.
Additionally, the analysis and applications section addresses
compressed sensing methods, stochastic models, extreme estimation,
and approaches to pattern detection.
Addressing a critical growth area in materials science, this volume
features papers presented at the 2012 International Conference on
3D Materials Science, organized by The Minerals, Metals &
Materials Society (TMS). With the top researchers in the world
assessing the state-of-the-art within the various elements of
three-dimensional materials science, this collection provides the
premier forum for authoritative presentations on all aspects of the
science, including characterization, visualization, quantitative
analysis, modeling, and investigation of structure-property
relationships of materials.
This book covers the fundamentals of conventional transmission electron microscopy (CTEM) as applied to crystalline solids. In addition to including a large selection of worked examples and homework problems, the volume is accompanied by a supplementary website (http://ctem.web.cmu.edu/) containing interactive modules and over 30,000 lines of free Fortran 90 source code. The work is based on a lecture course given by Marc De Graef in the Department of Materials Science and Engineering at Carnegie Mellon University.
This highly readable, popular textbook for upper undergraduates and
graduates comprehensively covers the fundamentals of
crystallography and symmetry, applying these concepts to a large
range of materials. New to this edition are more streamlined
coverage of crystallography, additional coverage of magnetic point
group symmetry and updated material on extraterrestrial minerals
and rocks. New exercises at the end of chapters, plus over 500
additional exercises available online, allow students to check
their understanding of key concepts and put into practice what they
have learnt. Over 400 illustrations within the text help students
visualise crystal structures and more abstract mathematical
objects, supporting more difficult topics like point group
symmetries. Historical and biographical sections add colour and
interest by giving an insight into those who have contributed
significantly to the field. Supplementary online material includes
password-protected solutions, over 100 crystal structure data
files, and Powerpoints of figures from the book.
This thirty-third volume of the Experimental Methods in the
Physical Sciences series provides a subject and author cumulative
index for all previous volumes for easy reference.
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