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Data Science for Nano Image Analysis (Hardcover, 1st ed. 2021)
Loot Price: R4,800
Discovery Miles 48 000
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Data Science for Nano Image Analysis (Hardcover, 1st ed. 2021)
Series: International Series in Operations Research & Management Science, 308
Expected to ship within 10 - 15 working days
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This book combines two distinctive topics: data science/image
analysis and materials science. The purpose of this book is to show
what type of nano material problems can be better solved by which
set of data science methods. The majority of material science
research is thus far carried out by domain-specific experts in
material engineering, chemistry/chemical engineering, and
mechanical & aerospace engineering. The book could benefit
materials scientists and manufacturing engineers who were not
exposed to systematic data science training while in schools, or
data scientists in computer science or statistics disciplines who
want to work on material image problems or contribute to materials
discovery and optimization. This book provides in-depth discussions
of how data science and operations research methods can help and
improve nano image analysis, automating the otherwise manual and
time-consuming operations for material engineering and enhancing
decision making for nano material exploration. A broad set of data
science methods are covered, including the representations of
images, shape analysis, image pattern analysis, and analysis of
streaming images, change points detection, graphical methods, and
real-time dynamic modeling and object tracking. The data science
methods are described in the context of nano image applications,
with specific material science case studies.
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