MANTiS: a program for the analysis of X-ray spectromicroscopy data

被引:89
|
作者
Lerotic, Mirna [1 ]
Mak, Rachel [2 ]
Wirick, Sue [3 ]
Meirer, Florian [4 ]
Jacobsen, Chris [2 ,5 ,6 ]
机构
[1] 2nd Look Consulting, Hong Kong, Hong Kong, Peoples R China
[2] Northwestern Univ, Dept Phys & Astron, Evanston, IL 60208 USA
[3] Univ Chicago, Ctr Adv Radiat Sources, Chicago, IL 60637 USA
[4] Univ Utrecht, NL-3584 CG Utrecht, Netherlands
[5] Argonne Natl Lab, Adv Photon Source, Argonne, IL 60439 USA
[6] Northwestern Univ, Chem Life Proc Inst, Evanston, IL 60208 USA
关键词
X-ray microscopy; X-ray spectromicroscopy; XANES; NEXAFS; CLUSTER-ANALYSIS; CHEMICAL CONTRAST; MICROSCOPY; XANES; SPECTROSCOPY; IMAGE; SOIL; SENSITIVITY; PIGMENT; CLAY;
D O I
10.1107/S1600577514013964
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Spectromicroscopy combines spectral data with microscopy, where typical datasets consist of a stack of images taken across a range of energies over a microscopic region of the sample. Manual analysis of these complex datasets can be time-consuming, and can miss the important traits in the data. With this in mind we have developed MANTiS, an open-source tool developed in Python for spectromicroscopy data analysis. The backbone of the package involves principal component analysis and cluster analysis, classifying pixels according to spectral similarity. Our goal is to provide a data analysis tool which is comprehensive, yet intuitive and easy to use. MANTiS is designed to lead the user through the analysis using story boards that describe each step in detail so that both experienced users and beginners are able to analyze their own data independently. These capabilities are illustrated through analysis of hard X-ray imaging of iron in Roman ceramics, and soft X-ray imaging of a malaria-infected red blood cell.
引用
收藏
页码:1206 / 1212
页数:7
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