AI-1217 - USA (Idaho) - Machine Learning-Enhanced Spectroscopy Technology Service - Deadline October 1,2026

(1) Vendor needs to provide machine learning–enhanced spectroscopy technology service. • Machine learning–enhanced spectroscopy technology for high–resolution radiation detection using low–cost detectors.• Data–driven energy resolution enhancement: Employs a convolutional neural network to reconstruct high–resolution spectra from low–resolution detector inputs. • Compact, deployable model: 1.6M–parameter neural network (6.2 MB) allows rapid inference on low–power devices. • Detector–agnostic implementation: Can be adapted for gamma, x–ray, neutron, or charged–particle spectroscopy. • Scalable to various hardware: Applicable to NaI, CsI, or plastic scintillators, enabling energy peak discrimination comparable to HPGe without cryogenic operation.• Improved Deployability: Suitable for remote, field, and mobile environments where HPGe is impractical. • Operational Simplicity: Eliminates need for liquid nitrogen or cryogenic cooling systems.