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Data Science for Nano Image Analysis

Part of the International Series in Operations Research & Management Science Book Series (volume 308)

DOI: 10.1007/978-3-030-72822-9

ISBN: 978-3-030-72821-2

Publisher: Springer International Publishing - Springer Journals

Apr 5, 2021

1 - 10 of 11 Chapters

LitStream

Chapter 1Introduction

Park, Chiwoo; Ding, Yu

Pages: 1 –13

[This chapter provides the background on nano image analysis and its data science relevance. Four types of nano image analysis are presented, illustrating and exemplifying the type of research problems discussed in this book. The chapter presents an overview of how the book contents are...
LitStream

Chapter 2Image Representation

Park, Chiwoo; Ding, Yu

Pages: 15 –33

[In the materials research, material characterization is an important step to probe and measure the structures and properties of materials from experiments. Imaging instruments play a vital role in material characterization because of their unique and irreplaceable ability to reveal the...
LitStream

Chapter 3Segmentation

Park, Chiwoo; Ding, Yu

Pages: 35 –74

[Image segmentation is the process of partitioning an image into non-overlapping regions of homogeneity, where homogeneity is defined in terms of an image feature such as intensity and certain textures. In the material image analysis, the segmentation task is a necessary pre-processing step to...
LitStream

Chapter 4Morphology Analysis

Park, Chiwoo; Ding, Yu

Pages: 75 –108

[Many material science problems are centered around understanding the relationship between material structures and material properties/functionalities. Material structures are often imaged and characterized using microscopy techniques and described by the outlines of material interior and...
LitStream

Chapter 5Location and Dispersion Analysis

Park, Chiwoo; Ding, Yu

Pages: 109 –144

[Material scientists have discovered that certain properties of a composite, for instance, the strength, conductivity or transparency, can be remarkably enhanced by blending nanoparticles into the host materials. The resulting improvement in material properties is believed to depend, to a large...
LitStream

Chapter 6Lattice Pattern Analysis

Park, Chiwoo; Ding, Yu

Pages: 145 –175

[Beyond morphology, studies on the spatial positioning and arrangements of smaller scale elements within bulk materials are of great interest to material scientists, because analysis of such arrangements could yield insights concerning the functionalities of materials. Towards that end, Chap. 5...
LitStream

Chapter 7State Space Modeling for Size Changes

Park, Chiwoo; Ding, Yu

Pages: 177 –213

[In situ transmission electron microscope is a promising instrument to explore for the nanoscale world, allowing motion pictures to be taken while nano objects are initiating, crystalizing, and morphing into different sizes and shapes. To enable in-process control of nanocrystal production, this...
LitStream

Chapter 8Dynamic Shape Modeling for Shape Changes

Park, Chiwoo; Ding, Yu

Pages: 215 –239

[Probing the dynamic evolution of material structures, in response to physical or chemical stimuli, is of great interest to material scientists for the purpose of studying and designing novel materials. Studies of the dynamic evolutions are enabled through analyzing a sequence of microscopic...
LitStream

Chapter 9Change Point Detection

Park, Chiwoo; Ding, Yu

Pages: 241 –275

[In situ TEM and other dynamic imaging instruments alter the landscape of materials science and engineering. The unique and unprecedented ability to observe the transformation of nanoscale objects as it occurs is unparalleled in comparison to other material characterization methods, and is of...
LitStream

Chapter 10Multi-Object Tracking Analysis

Park, Chiwoo; Ding, Yu

Pages: 277 –321

[In situ microscopes are capable of imaging the transient dynamics of material processes at the nano-scale spatial resolution. The resulting material images contain the structures of material objects that change over the course of a material process. If one is interested in knowing how a...

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