Papers
Topics
Authors
Recent
Search
2000 character limit reached

Modeling and Simulation of Charge-Induced Signals in Photon-Counting CZT Detectors for Medical Imaging Applications

Published 21 May 2024 in physics.ins-det and eess.IV | (2405.13168v2)

Abstract: Photon-counting detectors based on CZT are essential in nuclear medical imaging, particularly for SPECT applications. Although CZT detectors are known for their precise energy resolution, defects within the CZT crystals significantly impact their performance. These defects result in inhomogeneous material properties throughout the bulk of the detector. The present work introduces an efficient computational model that simulates the operation of semiconductor detectors, accounting for the spatial variability of the crystal properties. Our simulator reproduces the charge-induced pulse signals generated after the X/gamma-rays interact with the detector. The performance evaluation of the model shows an RMSE in the signal below 0.70%. Our simulator can function as a digital twin to accurately replicate the operation of actual detectors. Thus, it can be used to mitigate and compensate for adverse effects arising from crystal impurities.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (54)
  1. Photon-counting detector ct: system design and clinical applications of an emerging technology. Radiographics, 39(3):729–743, 2019.
  2. An introduction to photon-counting detector ct (pcd ct) for radiologists. Japanese Journal of Radiology, pages 1–17, 2022.
  3. Willi A Kalender. X-ray computed tomography. Physics in Medicine & Biology, 51(13):R29, 2006.
  4. Structured scintillators for efficient radiation detection. Advanced Science, 9(2):2102439, 2022.
  5. How ct happened: the early development of medical computed tomography. Journal of Medical Imaging, 8(5):052110–052110, 2021.
  6. Photon-counting, energy-resolving and super-resolution phase contrast x-ray imaging using an integrating detector. Optics express, 28(5):7080–7094, 2020.
  7. Youngjin Lee. Performance analysis of improved hybrid median filter applied to x-ray computed tomography images obtained with high-resolution photon-counting czt detector: A pilot study. Nuclear Engineering and Technology, 54(9):3380–3389, 2022.
  8. K Iniewski. Czt detector technology for medical imaging. Journal of Instrumentation, 9(11):C11001, 2014.
  9. Improving the spatial resolution in czt detectors using charge sharing effect and transient signal analysis: Simulation study. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 808:60–70, 2016.
  10. Design considerations to overcome cross talk in a photon counting silicon strip detector for computed tomography. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 621(1-3):371–378, 2010.
  11. Studying spatial resolution of czt detectors using sub-pixel positioning for spect. IEEE Transactions on Nuclear Science, 61(5):2559–2566, 2014.
  12. Simulation studies of a full-ring, czt spect system for whole-body imaging of 99mtc and 177lu. Medical physics, 50(6):3726–3737, 2023.
  13. Eugene Hecht. Optics. Pearson Education India, 2012.
  14. Extended defects in cdznte radiation detectors. IEEE Transactions on Nuclear Science, 56(4):1775–1783, 2009.
  15. Evaluation of cdzntese as a high-quality gamma-ray spectroscopic material with better compositional homogeneity and reduced defects. Scientific reports, 9(1):7303, 2019.
  16. Factors limiting the performance of cdznte detectors. IEEE transactions on nuclear science, 52(3):589–598, 2005.
  17. Compensation origins in ii–vi czt materials. Materials Science and Engineering: B, 71(1-3):297–300, 2000.
  18. A learning-based physical model of charge transport in room-temperature semiconductor detectors. IEEE Transactions on Nuclear Science, 69(1):2–16, 2021.
  19. Materials and defects characterization of cdznte sensors using the inverse synthesis method. In 2022 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), pages 1–2. IEEE, 2022.
  20. Machine learning approaches in room temperature semiconductor detectors. In X-ray Photon Processing Detectors: Space, Industrial, and Medical applications, pages 67–94. Springer, 2023a.
  21. A physics based machine learning model to characterize room temperature semiconductor detectors in 3d. Scientific Reports, 14(1):7803, 2024.
  22. Identifying defects without a priori knowledge in a room-temperature semiconductor detector using physics inspired machine learning model. Sensors, 24(1):92, 2023b.
  23. Development of a simplified simulation model for performance characterization of a pixellated cdznte multimodality imaging system. Physics in Medicine & Biology, 53(4):1099, 2008.
  24. Simulation of semiconductor detectors in 3d with solidstatedetectors. jl. arxiv 2021. arXiv preprint arXiv:2104.00109.
  25. Mathieu Benoit and LA Hamel. Simulation of charge collection processes in semiconductor cdznte γ𝛾\gammaitalic_γ-ray detectors. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 606(3):508–516, 2009.
  26. Model calculations of the response of czt strip detectors. In Hard X-Ray, Gamma-Ray, and Neutron Detector Physics, volume 3768, pages 360–373. SPIE, 1999.
  27. Electric field distribution of cadmium zinc telluride (czt) detectors. In Hard X-Ray, Gamma-Ray, and Neutron Detector Physics XI, volume 7449, pages 86–92. SPIE, 2009.
  28. Temporal response of czt detectors under intense irradiation. IEEE Transactions on Nuclear Science, 50(4):1031–1035, 2003.
  29. Charge trapping in detector grade thallium bromide and cadmium zinc telluride: Measurement and theory. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 620(2-3):279–284, 2010.
  30. Study of the electrical characteristics of cdznte schottky diodes. Materials Science in Semiconductor Processing, 105:104705, 2020.
  31. Emil Kamieniecki. Effect of charge trapping on effective carrier lifetime in compound semiconductors: High resistivity cdznte. Journal of Applied Physics, 116(19):193702, 2014.
  32. Progress in the development of cdte and cdznte semiconductor radiation detectors for astrophysical and medical applications. Sensors, 9(05):3491–3526, 2009.
  33. Czt detectors fabricated from horizontal and vertical bridgman-grown crystals. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 458(1-2):503–510, 2001.
  34. Effect of de-trapping on carrier transport process in semi-insulating cdznte. Chinese Physics B, 24(6):067203, 2015.
  35. Learning-based physical models of room-temperature semiconductor detectors with reduced data. Scientific Reports, 13(1):168, 2023c.
  36. High-flux experiments and simulations of pulse-mode 3d-position-sensitive cdznte pixelated detectors. In 2011 IEEE Nuclear Science Symposium Conference Record, pages 4677–4688. IEEE, 2011.
  37. Modeling czt/cdte x-ray photon-counting detectors. In Medical Imaging 2015: Physics of Medical Imaging, volume 9412, pages 1194–1202. SPIE, 2015.
  38. Zhong He. Review of the shockley–ramo theorem and its application in semiconductor gamma-ray detectors. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 463(1-2):250–267, 2001.
  39. Mobility-lifetime product of cdte/cdznte crystals from charge collection efficiency of x-ray detectors. In Eighteenth Convention of Electrical and Electronics Engineers in Israel, pages 3.5.2/1–3.5.2/5, 1995. 10.1109/EEIS.1995.513837.
  40. TH Prettyman. Method for mapping charge pulses in semiconductor radiation detectors. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 422(1-3):232–237, 1999.
  41. Bandgap engineering of cd1- xznxte1- ysey (0< x< 0.27, 0< y< 0.026). Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 1036:166836, 2022.
  42. Characterization of high-resistivity cdte and cd0. 9zn0. 1te crystals grown by bridgman method for radiation detector applications. In Hard X-Ray, Gamma-Ray, and Neutron Detector Physics XVI, volume 9213, pages 278–286. SPIE, 2014.
  43. Material analysis of the czt crystal grown for a radiation detector. Journal of the Korean Physical Society, 66:37–40, 2015.
  44. The analysis of x-ray response of cdznte detectors. Science China Technological Sciences, 55:2295–2299, 2012.
  45. Study of surface recombination velocity of cd 1- x zn x te radiation detectors by direct current photoconductivity. Journal of applied physics, 92(5):2556–2560, 2002.
  46. Bart Jozef Van Zeghbroeck. Principles of semiconductor devices, 2011.
  47. James William Thomas. Numerical partial differential equations: finite difference methods, volume 22. Springer Science & Business Media, 2013.
  48. John David Jackson. Classical electrodynamics, 1999.
  49. Solving PDEs in python: the FEniCS tutorial I. Springer Nature, 2017.
  50. Simon Ramo. Currents induced by electron motion. Proceedings of the IRE, 27(9):584–585, 1939.
  51. John C Strikwerda. Finite difference schemes and partial differential equations. SIAM, 2004.
  52. Charge transport in arrays of semiconductor gamma-ray detectors. Physical Review Letters, 75(1):156, 1995.
  53. Modelling and 3d optimisation of cdte pixels detector array geometry–extension to small pixels. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 469(2):227–239, 2001.
  54. A novel approach in voltage transient technique for the measurement of electron mobility and mobility-lifetime product in cdznte detectors. Nuclear Engineering and Technology, 51(3):731–737, 2019.
Citations (1)

Summary

Paper to Video (Beta)

Whiteboard

No one has generated a whiteboard explanation for this paper yet.

Open Problems

We haven't generated a list of open problems mentioned in this paper yet.

Continue Learning

We haven't generated follow-up questions for this paper yet.

Collections

Sign up for free to add this paper to one or more collections.

Tweets

Sign up for free to view the 4 tweets with 0 likes about this paper.