APPLICATIONS: Precise radiation detection, radiation spectroscopy TECHNOLOGY DESCRIPTION: SPECTRE-ML is a machine learning-based software for finding optimal clusters of radiation detector segments (pixels/voxels) to enhance spectroscopic performance of detectors. By learning detector-specific trends—such as dead layers, edge effects, and gain shifts—it outperforms … [Read more...] about SPECTRE-ML: Spectral Peak Enhancement via Machine Learning 2023-100
Physical Sciences Software
Machine-learning Based Stabilization Controller for Complex or Unstable Environments 2021-133
Applications: Laser and beam stabilization AI applications such as drones and robotics in unfamiliar/unstable terrain Industrial plants with many sensors and controls, which need to use AI to improve throughput and efficiency Benefits: Differential states training enables system identification on a free-drifting high input/output system without a knowledge of … [Read more...] about Machine-learning Based Stabilization Controller for Complex or Unstable Environments 2021-133
Radkit v1.2: Software for Analysis of Light and Ionizing Radiation Data 2021-084
APPLICATIONS OF TECHNOLOGY: Gamma ray imaging data analysis BENEFITS: Tools are flexible for offline analysis as well as for real-time integrations TECHNOLOGY OVERVIEW: Researchers at Berkeley Lab have developed a novel radkit software suite (Python) that consists of three primary libraries: trajan, curie, and stark. The trajan library provides … [Read more...] about Radkit v1.2: Software for Analysis of Light and Ionizing Radiation Data 2021-084