Difference between revisions of "34ID-E Data Analysis Overview"

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(Created page with "{{Incomplete}} * Overview * Depth-resolved data analysis, reconstruction * White-beam Laue image analysis ** single image ** multiple images * Monochromatic scan analysis")
 
m (→‎Data types and formats: linke to wikipedia nexus data format page)
 
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* Overview
 
* Depth-resolved data analysis, reconstruction
<!-- Overview -->
* White-beam Laue image analysis
A wide variety of measurements can be carried out at 34ID-E: white beam or mono beam, step scans or slew scans, with area detectors or point detectors, depth-resolving or not, etc. Hence a collection of tools are developed to tackle different types of data sets.
** single image
 
** multiple images
A majority of analysis and visualization functions are built into '''[[LaueGo]]''', a package developed at 34ID-E based on [[IGOR Pro]], which runs on a single PC or Mac. A few heavier tasks require using a multi-node Linux cluster at APS.
* Monochromatic scan analysis
 
== Data types and formats ==
* Each exposure of an [[34ID-E Detectors|area detector]], if file-saving is turned on, creates a file containing 2D data. By default our detector images are saved in the [[wikipedia:Nexus (data format)|NeXus format]], which is based on [[wikipedia:Hierarchical Data Format | HDF-5]].
** Note: with special configurations, such as the [[fly-scan mode]], multiple exposures can be saved in a single data file as a 3D array.
* Each scan automatically creates a *.mda file that is sequentially numbered. The mda file stores motor positions and pre-selected scaler counts at each scan step.
** Only the motors that are being scanned are recorded in mda files.
* For multichannel analyzer (MCA) fluorescence detectors, total counts of each window of channels are recorded as scalers, and stored in the mda files.
 
== Types of Analysis ==
=== Depth-resolved scans (wire scans) ===
Data from depth-resolved measurements requires [[Reconstruction of Depth-Profiling Data | reconstruction]]. A reconstruction takes a depth-profiling wire scan data as input, and generates a series of 2D image files each representing the diffracted intensities from a specific depth along the x-ray's penetration. The process is carried out by the computer cluster, and can be submitted through [[ORNL Client]].
 
The reconstruction process is the same for white-beam or mono-beam scans. Reconstructed image files are also written in NeXus format.
 
=== White-beam Laue images ===
===== Single image =====
''Main Article: [[Single Laue Image Analysis with LaueGo]]''
 
Single Laue images, depth-reconstructed or not, can be indexed with [[LaueGo]]. One can index a single Laue Image and get the crystal orientation, deviatoric strain, predict energies of specific Bragg peaks, or identify the existence of certain phases.
 
===== Multiple images =====
Indexing of a large number of images can be automated on the Linux cluster through [[ORNL Client]]. It is recommended that one first try indexing a few images with LaueGo and get all the input parameters optimized before submitting a batch indexing job.
 
Each multiple-indexing job creates an xml report file that contains the indexing results for each image. This report can be imported to LaueGo for further analysis, such as strain refinement, 2D/3D plotting, pole figures, etc.
=== Monochromatic beam data (energy scans) ===
 
Mono beam are mostly used for energy scans near specific Bragg peaks to measure lattice d-spacings, they can be done with or without depth-profiling.
 
Depth-resolved wire scans need to be reconstructed first.
 
Energy scan data can be analyzed with functions listed in the [[LaueGo#E scans Tab|"E scans" tab of LaueGo]].
 
=== Scaler data (mda files) ===
{{Incomplete}}
There are a few ways to visualize scaler scan data:
#Plotting window by MEDM (for 1D scans only)
#scanSee (1D and 2D)
#LaueGo has built-in functions for reading and displaying mda files
#An IDL utitlity on beamline PC can display 2D mda data
 
== See Also ==
* [[LaueGo]]
* [[Reconstruction]]
* [[peakSearch program]] and [[Euler program]]

Latest revision as of 18:39, 21 October 2013

(This article/section is incomplete, please check back again or help expanding it)

A wide variety of measurements can be carried out at 34ID-E: white beam or mono beam, step scans or slew scans, with area detectors or point detectors, depth-resolving or not, etc. Hence a collection of tools are developed to tackle different types of data sets.

A majority of analysis and visualization functions are built into LaueGo, a package developed at 34ID-E based on IGOR Pro, which runs on a single PC or Mac. A few heavier tasks require using a multi-node Linux cluster at APS.

Data types and formats

  • Each exposure of an area detector, if file-saving is turned on, creates a file containing 2D data. By default our detector images are saved in the NeXus format, which is based on HDF-5.
    • Note: with special configurations, such as the fly-scan mode, multiple exposures can be saved in a single data file as a 3D array.
  • Each scan automatically creates a *.mda file that is sequentially numbered. The mda file stores motor positions and pre-selected scaler counts at each scan step.
    • Only the motors that are being scanned are recorded in mda files.
  • For multichannel analyzer (MCA) fluorescence detectors, total counts of each window of channels are recorded as scalers, and stored in the mda files.

Types of Analysis

Depth-resolved scans (wire scans)

Data from depth-resolved measurements requires reconstruction. A reconstruction takes a depth-profiling wire scan data as input, and generates a series of 2D image files each representing the diffracted intensities from a specific depth along the x-ray's penetration. The process is carried out by the computer cluster, and can be submitted through ORNL Client.

The reconstruction process is the same for white-beam or mono-beam scans. Reconstructed image files are also written in NeXus format.

White-beam Laue images

Single image

Main Article: Single Laue Image Analysis with LaueGo

Single Laue images, depth-reconstructed or not, can be indexed with LaueGo. One can index a single Laue Image and get the crystal orientation, deviatoric strain, predict energies of specific Bragg peaks, or identify the existence of certain phases.

Multiple images

Indexing of a large number of images can be automated on the Linux cluster through ORNL Client. It is recommended that one first try indexing a few images with LaueGo and get all the input parameters optimized before submitting a batch indexing job.

Each multiple-indexing job creates an xml report file that contains the indexing results for each image. This report can be imported to LaueGo for further analysis, such as strain refinement, 2D/3D plotting, pole figures, etc.

Monochromatic beam data (energy scans)

Mono beam are mostly used for energy scans near specific Bragg peaks to measure lattice d-spacings, they can be done with or without depth-profiling.

Depth-resolved wire scans need to be reconstructed first.

Energy scan data can be analyzed with functions listed in the "E scans" tab of LaueGo.

Scaler data (mda files)

(This article/section is incomplete, please check back again or help expanding it)

There are a few ways to visualize scaler scan data:

  1. Plotting window by MEDM (for 1D scans only)
  2. scanSee (1D and 2D)
  3. LaueGo has built-in functions for reading and displaying mda files
  4. An IDL utitlity on beamline PC can display 2D mda data

See Also