Reconstructing the Position and Intensity of Multiple Gamma-Ray Point Sources with a Sparse Parametric Algorithm
arXiv:2009.07303 · doi:10.1109/TNS.2020.3024735
Abstract
We present an experimental demonstration of Additive Point Source Localization (APSL), a sparse parametric imaging algorithm that reconstructs the 3D positions and activities of multiple gamma-ray point sources. Using a handheld gamma-ray detector array and up to four Ci Cs gamma-ray sources, we performed both source-search and source-separation experiments in an indoor laboratory environment. In the majority of the source-search measurements, APSL reconstructed the correct number of sources with position accuracies of cm and activity accuracies (unsigned) of , given measurement times of two to three minutes and distances of closest approach (to any source) of cm. In source-separation measurements where the detector could be moved freely about the environment, APSL was able to resolve two sources separated by cm or more given only s of measurement time. In these source-separation measurements, APSL produced larger total activity errors of , but obtained source separation distances accurate to within cm. We also compare our APSL results against traditional Maximum Likelihood-Expectation Maximization (ML-EM) reconstructions, and demonstrate improved image accuracy and interpretability using APSL over ML-EM. These results indicate that APSL is capable of accurately reconstructing gamma-ray source positions and activities using measurements from existing detector hardware.
10 pages, 9 figures. Accepted for publication at IEEE Transactions on Nuclear Science
References in corpus (5)
- Open3D: A Modern Library for 3D Data Processing
- 3-D Radiation Mapping in Real-Time with the Localization and Mapping Platform LAMP from Unmanned Aerial Systems and Man-Portable Configurations
- Multiscale spatial density smoothing: an application to large-scale radiological survey and anomaly detection
- 3-D Volumetric Gamma-ray Imaging and Source Localization with a Mobile Robot
- 3D Gamma-ray and Neutron Mapping in Real-Time with the Localization and Mapping Platform from Unmanned Aerial Systems and Man-Portable Configurations