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A GREEDY METHOD FOR RECONSTRUCTING POLYCRYSTALS FROM THREE-DIMENSIONAL X-RAY DIFFRACTION DATA
Arun K Kulshreshth1, Andreas Alpers, Gabor T Herman
1Department of Computer Science, The Graduate Center, CUNY, NY 10016, USA and Center for Fundamental Research: 'Metal Structures in Four Dimensions', Risø DTU, Technical University of Denmark, DK-4000 Roskilde, Denmark.
A new iterative search method accurately reconstructs polycrystal orientation maps using 3D X-ray diffraction (3DXRD) data. This technique refines orientation estimates by minimizing discrepancies between experimental and simulated detector pixel intensities for improved material analysis.
Area of Science:
- Materials Science
- Crystallography
- Computational Methods
Background:
- Polycrystal orientation mapping is crucial for understanding material properties.
- Existing methods for reconstructing orientation maps from 3D X-ray diffraction (3DXRD) data can be computationally intensive or lack precision.
Purpose of the Study:
- To develop and validate an efficient iterative search method for generating accurate orientation maps from 3DXRD data.
- To improve upon existing reconstruction techniques by enhancing data consistency and incorporating prior information.
Main Methods:
- An iterative algorithm was designed to refine orientation maps.
- A forward model simulates detector pixel intensities based on current orientation estimates.
- The method identifies discrepancies between experimental and simulated data to guide iterative updates.
Main Results:
- The proposed iterative method effectively reconstructs orientation maps.
- It demonstrates superiority over the previously published forward projection Monte Carlo optimization technique.
- Validation was performed using simulated 3DXRD data.
Conclusions:
- The novel iterative search method provides a robust approach for orientation mapping in polycrystals.
- This technique offers improved accuracy and efficiency for analyzing 3DXRD data.
- The findings have implications for materials characterization and microstructure analysis.
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