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MUMOTT: a Python package for the analysis of multi-modal tensor tomography data.
Leonard C Nielsen1, Mads Carlsen2, Sici Wang2,3
1Department of Physics Chalmers University of Technology Gothenburg Sweden.
The MUMOTT package simplifies the analysis of X-ray scattering tensor tomography data for anisotropic nanostructures. This Python tool enhances accessibility and computational efficiency for researchers using synchrotron facilities.
Area of Science:
- Materials Science
- Nanotechnology
- Physics
Background:
- Small- and wide-angle X-ray scattering tensor tomography are advanced techniques for analyzing anisotropic nanostructures.
- Wider adoption of these methods is hindered by complex analysis procedures and algorithms.
- Synchrotron facilities are increasingly offering these powerful analytical capabilities.
Purpose of the Study:
- To introduce the MUMOTT package, a new Python-based software solution.
- To lower the barrier for using X-ray scattering tensor tomography.
- To improve the accessibility and usability of these advanced nanoscale characterization techniques.
Main Methods:
- Development of the MUMOTT package in Python.
- Implementation of just-in-time compilation for CPU and GPU acceleration of computationally intensive tasks.
- Focus on usability, extensibility, and high computational performance.
Main Results:
- The MUMOTT package provides efficient and user-friendly tools for tensor tomography data analysis.
- Demonstration of the package's computational performance and key features.
- The software is designed for easy integration into existing research workflows.
Conclusions:
- The MUMOTT package significantly lowers the threshold for adopting X-ray scattering tensor tomography.
- This tool aims to make advanced nanostructure analysis more accessible to a broader research community.
- Enhanced computational efficiency and usability are key benefits for researchers.
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