TY - ABST
T1 - Neural Network-Based Signal Processing for Enhanced Radiation Detection
AU - Kossakowski, M.
AU - Hauberg, S.
AU - Kuvvetli, I.
AU - Owe, S. Ringsborg Howalt
AU - Arvanitidis, G.
AU - Mahou, A. Valverde
AU - Budtz-Jorgensen, C.
PY - 2025
Y1 - 2025
N2 - Integrating Artificial Intelligence (AI) and Machine Learning (ML) into signal processing can enhance high-resolution radiation detectors such as the 3D CZT drift strip detector at DTU Space, designed for space and medical applications. This study investigates Neural Network (NN) models for predicting radiation interaction positions, trained on synthetic data and evaluated with experimental data. A Feed-Forward Neural Network (FFNN) achieved comparable or improved positioning accuracy over conventional algorithms, notably near detector boundaries, aided by randomized synthetic electronic noise. Despite model and data limitations, the NN approach shows strong potential for AI-driven signal processing in space, healthcare, and security applications.
AB - Integrating Artificial Intelligence (AI) and Machine Learning (ML) into signal processing can enhance high-resolution radiation detectors such as the 3D CZT drift strip detector at DTU Space, designed for space and medical applications. This study investigates Neural Network (NN) models for predicting radiation interaction positions, trained on synthetic data and evaluated with experimental data. A Feed-Forward Neural Network (FFNN) achieved comparable or improved positioning accuracy over conventional algorithms, notably near detector boundaries, aided by randomized synthetic electronic noise. Despite model and data limitations, the NN approach shows strong potential for AI-driven signal processing in space, healthcare, and security applications.
U2 - 10.1109/NSS/MIC/RTSD57106.2025.11286891
DO - 10.1109/NSS/MIC/RTSD57106.2025.11286891
M3 - Conference abstract in proceedings
T3 - Nuclear Science Symposium & Medical Imaging Conference
BT - 2025 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD)
PB - IEEE
T2 - 2025 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD)
Y2 - 1 November 2025 through 8 November 2025
ER -