Abstract
Residual strain, a tensor quantity, is a critical material property that impacts the overall performance of metal parts. Neutron Bragg edge strain tomography is a technique for imaging residual strain that works by making conventional hyperspectral computed tomography measurements, extracting the average projected strain at each detector pixel, and processing the resulting strain sinogram using a reconstruction algorithm. However, the reconstruction is severely ill-posed as the underlying inverse problem involves inferring a tensor at each voxel from scalar sinogram data. In this paper, we introduce the model-oriented neutron strain tomographic reconstruction (MONSTR) algorithm that reconstructs the 2D residual strain tensor from the neutron Bragg edge strain measurements. MONSTR is based on using the multi-agent consensus equilibrium framework for the tensor tomographic reconstruction. Specifically, we formulate the reconstruction as a consensus solution of a collection of agents representing detector physics, the tomographic reconstruction process, and physics-based constraints from continuum mechanics. Using simulated data, we demonstrate high-quality reconstruction of the strain tensor even when using very few measurements.
| Original language | English |
|---|---|
| Title of host publication | 2025 IEEE International Conference on Image Processing, ICIP 2025 - Proceedings |
| Publisher | IEEE Computer Society |
| Pages | 1384-1389 |
| Number of pages | 6 |
| ISBN (Electronic) | 9798331523794 |
| DOIs | |
| State | Published - 2025 |
| Event | 32nd IEEE International Conference on Image Processing, ICIP 2025 - Anchorage, United States Duration: Sep 14 2025 → Sep 17 2025 |
Publication series
| Name | Proceedings - International Conference on Image Processing, ICIP |
|---|---|
| ISSN (Print) | 1522-4880 |
Conference
| Conference | 32nd IEEE International Conference on Image Processing, ICIP 2025 |
|---|---|
| Country/Territory | United States |
| City | Anchorage |
| Period | 09/14/25 → 09/17/25 |
Funding
C. Bouman was partially supported by the Showalter Trust. This research used resources at the Spallation Neutron Source, a DOE Office of Science User Facility operated by the Oak Ridge National Laboratory.
Keywords
- Bragg edge imaging
- hyperspectral neutron tomography
- residual strain
- strain tensor reconstruction
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