Materials Informatics
Numbering Code | G-ENG09 5C212 LJ75 | Year/Term | 2022 ・ Second semester |
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Number of Credits | 2 | Course Type | Lecture |
Target Year | Target Student | ||
Language | Japanese | Day/Period | Tue.2 |
Instructor name | KAWAI JIYUN (Graduate School of Engineering Professor) | ||
Outline and Purpose of the Course | Fourier transform of physical data, data processing such as smoothing, ISO standard of analysis, detection limit, and error will be discussed. | ||
Course Goals | Learn how to obtain materials information from data measured for your graduate research. | ||
Schedule and Contents |
Central limit theorem (Cental limit theorem, generating functions, normal distribution, standard deviation)---2 Sampling and accuracy (Detection limit, ISO standard)---1 Smoothing (Least-squares method, Savitzky-Golay smoothing, peak separation)---1 Problem 1. Fourier transform (Fourier transform, convolution/deconvolution)---2 Problem 2. Entropy (Akaike's information criteria, spline function, Tsallis entropy)---2 Difference between heat and temperature (Laplace transform)---1 Canonical ensamble (Probability and Laplace transform)---1 Green function and density matrix (Aimilarity between Schroedinger equation and diffusion equation)---2 JIS and ISO standards---1 Materials informatics---1 Feedback---1 |
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Evaluation Methods and Policy | Submission of reports. | ||
Course Requirements | None | ||
Study outside of Class (preparation and review) | Report problems are rather heavy. |