-------------------------------------------------------------------- COLLOQUIUM OF THE COMPUTATIONAL MATERIALS SCIENCE CENTER College of Science (CDS Department CSI 898-Sec 001) -------------------------------------------------------------------- Using Multivariate Analysis to Extract Chemical Fluctuation Information from Energy Filtered TEM (EFTEM) Images Xiang Li National Institute of Standards and Technology and Computational Materials Science Center, George Mason University In some Al_rare earth transition metal (Al_RE_TM) glasses, nucleation processes are featured with nucleation rates orders of magnitude higher than predicted by classical nucleation theory. Kinetics of nucleation in these metallic glasses is poorly understood, partly due to the difficulties in direct characterization of chemical fluctuation at the nanometric scale. The objective of this work is to advance quantitative techniques using Energy Filtered Transmission Electron Microscopy (EFTEM) to the study of local chemical fluctuations associated with the nucleation phenomena in metallic glasses. Elemental maps and EFTEM image series were used as the multi-variate database. By applying histogram analysis and Principal Component Analysis (PCA) on this multivariate database, detailed compositional distribution information was able to be extracted from the database. The computational procedures for conducting a principal component analysis are described, which result in the establishment of a "chemical image" showing possible fluctuations and clustering of chemistry within the microstructure. The implications of the work extend beyond the specific research testbed used in this work, and the existing problems and future directions are also discussed. Monday , September 10, 2007 4:30 pm Room 301, Research I, Fairfax Campus Refreshments will be served at 4:15 PM. ---------------------------------------------------------------------- Find the schedule at www.cmasc.gmu.edu/seminar/schedule.html --------------------------------------------------------------------