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ALGORITHM BASED ON ARTIFICIAL BEE COLONY FOR UNFOLDING OF NEUTRON SPECTRA OBTAINED WITH BONNER SPHERES
Everton R Silva1, Bruno M Freitas2, Denison S Santos1
1Instituto de Radioproteção e Dosimetria, Comissão Nacional de Energia Nuclear, N/N Salvador Allende Avenue, Rio de Janeiro, Brazil.
This study introduces the Artificial Bee Colony (ABC) algorithm for unfolding neutron spectra, crucial for radiation protection. The ABC algorithm accurately estimated neutron spectra using Bonner spheres and a 6LiI(Eu) detector, outperforming the SPUNIT algorithm.
Area of Science:
- Nuclear Physics
- Radiation Detection and Measurement
- Computational Physics
Background:
- Characterizing occupational neutron fields, ranging from thermal to MeV energies, is vital for accurate radioprotection quantity estimation.
- Neutron spectra unfolding, based on limited measurements, is essential for precise radiation safety assessments.
- Traditional unfolding methods may require prior spectral information, limiting their application in unknown fields.
Purpose of the Study:
- To implement and evaluate the Artificial Bee Colony (ABC) algorithm for neutron spectra unfolding.
- To assess the performance of the ABC algorithm in characterizing neutron fields using experimental data.
- To compare the efficacy of the ABC algorithm against a conventional method (SPUNIT) for neutron spectra unfolding.
Main Methods:
- The Artificial Bee Colony (ABC) algorithm, inspired by bee foraging behavior, was adapted for neutron spectra unfolding.
- Experimental measurements were conducted using Bonner spheres and a 6LiI(Eu) detector.
- Irradiations were performed in a thermal neutron flux and three reference fields: 241Am-Be, 252Cf, and 252Cf (D2O).
Main Results:
- The ABC algorithm successfully unfolded neutron spectra with good accuracy, even without prior spectral information.
- Results from the ABC algorithm demonstrated closer agreement with expected spectra compared to the SPUNIT algorithm.
- The study validated the capability of the ABC algorithm in characterizing diverse neutron fields.
Conclusions:
- The Artificial Bee Colony (ABC) algorithm is a viable and effective tool for neutron spectra unfolding in occupational settings.
- The ABC algorithm offers an advantage over traditional methods by not requiring prior spectral knowledge.
- This approach enhances the accuracy of radioprotection quantity estimations in complex neutron fields.
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