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Licensed Unlicensed Requires Authentication Published by De Gruyter March 11, 2022

Photon dosimetry using selective data sampling with Particle Swarm optimization algorithm based on NaI(Tl) scintillation detector

Seyed Mortaza Taheri Balanoji, Hossein Zaki Dizaji and Akbar Abdi Saray
From the journal Kerntechnik

Abstract

Sodium Iodide doped with Thallium NaI(Tl) scintillation detectors have potential for the development of an active dosimeter for photon radiation. We aim to show that the photon dosimetry response for NaI(Tl) scintillation detector may be optimized by employing the Particle Swarm optimization algorithm, when the selective data sampling is applied for the detector readout. In this work, Sodium Iodide doped with Thallium NaI(Tl) scintillation detector is considered due to being highly sensitive to gamma radiation, and one of the affordable room temperature detectors. In this research, we intend to measure the dosimetry response of the NaI(Tl) detector for various gamma sources, as an example, by measuring the ambient dose equivalent H*(10) for different gamma radioactive sources. Furthermore, we demonstrate that the photon dosimetry response may be well optimized for various energies, especially at lower energies, by increasing the energy interval number in data sampling over the NaI(Tl) scintillation detector readout with the help of an optimization algorithm. The simulation software Geant4 has been used for determining the NaI(Tl) scintillation detector readout. To this end, experimental ambient dose equivalent measurements for gamma radiation sources are compared with the theoretical results. As three and six energy intervals are considered for the selective data sampling along with an optimization algorithm based on NaI(Tl) detector output, the error percentage will be less than 20 and 10%, respectively.


Corresponding author: Hossein Zaki Dizaji, Faculty of Science, Imam Hossein Comprehensive University, Tehran, Iran, E-mail:

  1. Author contributions: All the authors have accepted responsibility for the entire content of this submitted manuscript and approved submission.

  2. Research funding: None declared.

  3. Conflict of interest statement: The authors declare no conflicts of interest regarding this article.

References

Agosteo, S., D’Angelo, G., Fazzi, A., Para, A.F., Pola, A., and Zotto, P. (2007). Neutron spectrometry with a monolithic silicon telescope. Radiat. Protect. Dosim. 126: 1–4, https://doi.org/10.1093/rpd/ncm044.Search in Google Scholar

Agostinelli, S, et al., Geant4 a simulation toolkit (2003). Geant4 a simulation toolkit. Nucl. Instrum. Methods Phys. Res. Sect. A Accel. Spectrom. Detect. Assoc. Equip. 506: 250–303, https://doi.org/10.1016/S0168-9002(03)01368-8.Search in Google Scholar

Almaz, E. and Akyol, A. (2020). Stripping of the NaI(Tl) detector response function for continuous energy photon spectrum by svd approach. Nucl. Instrum. Methods Phys. Res. Sect. B Beam Interact. Mater. Atoms 474: 1–5, https://doi.org/10.1016/j.nimb.2020.04.019.Search in Google Scholar

Amaya, I.A., GA, L., and Correa, R. (2014). Discrete particle swarm optimization in the numerical solution of a system of linear diophantine equations. DYNA 81: 139–144, https://doi.org/10.15446/dyna.v81n185.37244.Search in Google Scholar

Attix, F.H. (2007). Introduction to radiological physics and radiation dosimetry. John Wiley Sons, Ltd, New York.Search in Google Scholar

Buzhan, P., Karakash, A., and Teverovskiy, Y. (2018). Silicon photomultiplier and CsI(Tl) scintillator in application to portable H*(10) dosimeter. Nucl. Instrum. Methods Phys. Res. Sect. A Accel. Spectrom. Detect. Assoc. Equip. 912: 245–247, https://doi.org/10.1016/j.nima.2017.11.067.Search in Google Scholar

Camp, A. and Vargas, A. (2013). Ambient dose estimation H*(10) from LaBr3(Ce) spectra. Radiat. Protect. Dosim. 160: 264–268, https://doi.org/10.1093/rpd/nct342.Search in Google Scholar PubMed

Casanovas, R., Prieto, E., and Salvadó, M. (2016). Calculation of the ambient dose equivalent H*(10) from gamma-ray spectra obtained with scintillation detectors. Appl. Radiat. Isot. 118: 154–159, https://doi.org/10.1016/j.apradiso.2016.09.001.Search in Google Scholar PubMed

Cherry, S.R., Sorenson, J.A., and Phelps, M.E. (2012). Physics in nuclear medicine, 4th ed. Philadelphia: W.B. Saunders.Search in Google Scholar

Cho, G., Kim, H.K., Woo, H., Oh, G., and Ha, D. (1998). Electronic dose conversion technique using a NaI(Tl) detector for assessment of exposure dose rate from environmental radiation. Nucl. Sci. IEEE Trans. 45: 981–985, https://doi.org/10.1109/23.682692.Search in Google Scholar

Eberhart, R. and Kennedy, J. (1995). A new optimizer using particle swarm theory. Proceedings of the Sixth International Symposium on Micro Machine and Human Science, Nagoya, pp. 39–43.10.1109/MHS.1995.494215Search in Google Scholar

Eisen, Y., Engler, G., Ovadia, E., Shamai, Y., Baum, Z., and Levi, Y. (1986). A small size neutron and gamma dosemeter with a single silicon surface barrier detector. Radiat. Protect. Dosim. 15: 15–30, https://doi.org/10.1093/oxfordjournals.rpd.a079672.Search in Google Scholar

Faw, R.E. and Shultis, K. (2000). Radiation shielding, 1st ed. American Nuclear Society, United States.Search in Google Scholar

Fred Glover, R.M. (2003). Manuel laguna, handbook of metaheuristics. Boston, MA: Springer.10.1007/b101874Search in Google Scholar

Greene, S.P.R. (2005). Energy and angular anisotropy optimisation of a p-type diode for in vivo dosimetry in photon-beam radiotherapy. Radiat. Protect. Dosim. 116: 152–159, https://doi.org/10.1093/rpd/nci021.Search in Google Scholar PubMed

Heath, R.L. and Company, P.P. (1964). U. A. E. Commission. Scintillation spectrometry gamma-ray spectrum catalogue/by R.L. Heath, 2nd ed. Idaho Falls, Idaho: Phillips Petroleum Co; Atomic Energy Division.Search in Google Scholar

Huang, P. (2018). Measurement of air kerma rate and ambient dose equivalent rate using the g(e) function with hemispherical CdZnTe detector. Nucl. Sci. Tech. 29: 41–47, https://doi.org/10.1007/s41365-018-0375-3.Search in Google Scholar

ICRP Publication 74. (1996). Conversion coefficients for use in radiological protection against external radiation. Ann. ICRP 74 26: 3–4.Search in Google Scholar

Kennedy, J. and Eberhart, R. (1995). Particle Swarm optimization. Proceedings of the IEEE International Conference on Neural Networks 4: 1942–1948.10.1109/ICNN.1995.488968Search in Google Scholar

Kessler, P., Behnke, B., Dombrowski, H., and Neumaier, S. (2017). Characterization of detector-systems based on cebr3, labr3, sri2 and CdZn(Te) for the use as dosemeters. Radiat. Phys. Chem. 140: 309–313, https://doi.org/10.1016/j.radphyschem.2016.12.015.Search in Google Scholar

Kim, J., Lim, K.T., Park, K., Kim, Y., and Cho, G. (2020). Uncertainty estimation of the dose rate in real-time applications using Gaussian process regression. Sensors 20: 2884, https://doi.org/10.3390/s20102884.Search in Google Scholar PubMed PubMed Central

Knoll, G.F. (2011). Radiation detection and measurement. John Wiley Sons, Ltd, New York.Search in Google Scholar

Korpach, E., Mekarski, P., and Ungar, R.K. (2014). Monte Carlo simulations of NaI(Tl) spectra for measurements of semi-in_nite plumes. Radiat. Protect. Dosim. 160: 277–282, https://doi.org/10.1093/rpd/nct350.Search in Google Scholar PubMed

Lotfi, Y., Zaki Dizaji, H., and Abbasi Davani, F. (2014). Detection and dosimetry studies on the response of silicon diodes to an 241Am-Be source. J. Instrum. 9: 06023, https://doi.org/10.1088/1748-0221/9/06/P06023.Search in Google Scholar

Martin, A. and Harbison, S. (1996). An introduction to radiation protection, 4th ed. USA: Chapman and Hall.10.1007/978-1-4899-4543-3Search in Google Scholar

Meng, L.J. and Ramsden, D. (1999). An inter-comparison of three spectral deconvolution algorithms for gamma-ray spectroscopy, 1999. IEEE Nucl. Sci. Symp. 2: 691–695, https://doi.org/10.1109/NSSMIC.1999.845762.Search in Google Scholar

Moriuchi, S. and Miyanaga, I. (1966). A spectrometric method for measurement of low-level gamma exposure dose. Health Phys. 12: 541, https://doi.org/10.1097/00004032-196604000-00009.Search in Google Scholar

Moriuchi, S. (1971). A new method of dose evaluation by spectrum-dose conversion operator and determination of the operator. JAERI 1209: 35–49.Search in Google Scholar

Moszyski, M. (2003). Inorganic scintillation detectors in -ray spectrometry. Nucl. Instrum. Methods Phys. Res. Sect. A 505: 101–110, https://doi.org/10.1016/S0168-9002(03)01030-1.Search in Google Scholar

Nabab Alam, M. (2016). Particle swarm optimization: algorithm and its codes in MatLab. ResearchGate 1–3. https://doi.org/10.13140/RG.2.1.4985.3206.Search in Google Scholar

Nunomiya, T., Abe, S., Aoyama, K., and Nakamura, T. (2007). Development of advanced type multi-functional electronic personal dosemeter. Radiat. Protect. Dosim. 126: 284–287, https://doi.org/10.1093/rpd/ncm059.Search in Google Scholar PubMed

Olsher, R. and Eisen, Y. (1996). A filter technique for optimizing the photon energy response of a silicon PIN diode dosemeter. Radiat. Protect. Dosim. 67: 271–279, https://doi.org/10.1093/oxfordjournals.rpd.a031828.Search in Google Scholar

Park, K., Kim, J., Lim, K.T., Kim, J., Chang, H., Kim, H., Sharma, M., and Cho, G. (2019). Ambient dose equivalent measurement with a Csi(Tl) based electronic personal dosimeter. Nucl. Eng. Technol. 51: 1991–1997, https://doi.org/10.1016/j.net.2019.06.017.Search in Google Scholar

Park, K., Kim, J., Lim, K.T., Kim, G., Lee, M., Kim, H., and Cho, G. (2020). Improvement of a spectrum-to-dose conversion function for electronic personal dosimeters. J. Instrum. 15: C02018, https://doi.org/10.1088/1748-0221/15/02/C02018.Search in Google Scholar

Report 39. (2016). Determination of Dose Equivalents Resulting from External Radiation Sources. J. Int. Comm. Radiat. Units Meas. os20, NP, https://doi.org/10.1093/jicru/os20.2.Report39.Search in Google Scholar

Salgado, C., Brando, L., Schirru, R., Pereira, C., and Conti, C. (2012). Validation of a NaI(Tl) detector’s model developed with MCNP-X code. Prog. Nucl. Energy 59: 19–25, https://doi.org/10.1016/j.pnucene.2012.03.006.Search in Google Scholar

Shigeru, M. and Miyanaga, I. (1966). A method of pulse height weighting using the discrimination bias modulation. Health Phys. 12: 1481–1486, https://doi.org/10.1109/23.682692.Search in Google Scholar

Taheri, A., Lehdarboni, M., and Gholipour, R. (2016). Determination of Gaussian energy broadening parameters for organic scintillators. J. Instrum. 11: 05020, https://doi.org/10.1088/1748-0221/11/05/p05020.Search in Google Scholar

Talbi, E.G. (2009). Metaheuristics: from design to implementation. John Wiley Sons, Ltd, New Jersey.10.1002/9780470496916Search in Google Scholar

Yudong, W., Xiaobing, L., Chi, Z., Rong, Z., and Chaowen, Y. (2018). Comparison of two spectrum-dose conversion methods based on Nai(Tl) scintillation detectors. J. Instrum. 13: T06004, https://doi.org/10.1088/1748-0221/13/06/T06004.Search in Google Scholar

Zaki Dizaji, H., Kakavand, T., and Abbasi Davani, F. (2014). Spectrometry and dosimetry of fast neutrons using pin diode detectors. Nucl. Instrum. Methods Phys. Res. Sect. A Accel. Spectrom. Detect. Assoc. Equip. 741: 84–87, https://doi.org/10.1016/j.nima.2013.12.018.Search in Google Scholar

Zaki Dizaji, H. (2016). Energy response improvement for photon dosimetry using pulse analysis. Chin. Phys. C 40: 026203, https://doi.org/10.1088/1674-1137/40/2/026203.Search in Google Scholar

Zhang, Y., Wang, S., and Ji, G. (2015). A comprehensive survey on particle swarm optimization algorithm and its applications. Math. Probl Eng. 2015: 1–38, https://doi.org/10.1155/2015/931256.Search in Google Scholar

Received: 2021-10-11
Published Online: 2022-03-11
Published in Print: 2022-06-27

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