Comparison of training algorithms in neural network modeling of gamma spectrometric uncertainty
Само за регистроване кориснике
2004
Конференцијски прилог (Објављена верзија)
Метаподаци
Приказ свих података о документуАпстракт
A three-layer feed-forward artificial neural network with six different algorithms applied on different training sets was used to model uncertainties of activity
levels of eight radionuclides (226Ra, 238
U, 235
U, 40K, 232
Th, 134
Cs, 137
Cs and 7
Be) in soil
samples as a function of measurement time. The performance of applied neural network architecture is found to be very good, with correlation (R2
) values between
measured and predicted uncertainties ranging from 0.9291 for 7
Be to 0.9915 for 137
Cs.
Извор:
Physical Chemistry 2004 : proceedings of the 7th International Conference on Fundamental and Applied Aspects of Physical Chemistry, September 21-23, 2004, Belgrade, 2004, 438-440Издавач:
- Belgrade : The Society of Physical Chemists of Serbia
Институција/група
Tehnološko-metalurški fakultetTY - CONF AU - Dragović, Snežana AU - Stanković, Slavka AU - Onjia, Antonije PY - 2004 UR - http://TechnoRep.tmf.bg.ac.rs/handle/123456789/7235 AB - A three-layer feed-forward artificial neural network with six different algorithms applied on different training sets was used to model uncertainties of activity levels of eight radionuclides (226Ra, 238 U, 235 U, 40K, 232 Th, 134 Cs, 137 Cs and 7 Be) in soil samples as a function of measurement time. The performance of applied neural network architecture is found to be very good, with correlation (R2 ) values between measured and predicted uncertainties ranging from 0.9291 for 7 Be to 0.9915 for 137 Cs. PB - Belgrade : The Society of Physical Chemists of Serbia C3 - Physical Chemistry 2004 : proceedings of the 7th International Conference on Fundamental and Applied Aspects of Physical Chemistry, September 21-23, 2004, Belgrade T1 - Comparison of training algorithms in neural network modeling of gamma spectrometric uncertainty EP - 440 SP - 438 UR - https://hdl.handle.net/21.15107/rcub_technorep_7235 ER -
@conference{ author = "Dragović, Snežana and Stanković, Slavka and Onjia, Antonije", year = "2004", abstract = "A three-layer feed-forward artificial neural network with six different algorithms applied on different training sets was used to model uncertainties of activity levels of eight radionuclides (226Ra, 238 U, 235 U, 40K, 232 Th, 134 Cs, 137 Cs and 7 Be) in soil samples as a function of measurement time. The performance of applied neural network architecture is found to be very good, with correlation (R2 ) values between measured and predicted uncertainties ranging from 0.9291 for 7 Be to 0.9915 for 137 Cs.", publisher = "Belgrade : The Society of Physical Chemists of Serbia", journal = "Physical Chemistry 2004 : proceedings of the 7th International Conference on Fundamental and Applied Aspects of Physical Chemistry, September 21-23, 2004, Belgrade", title = "Comparison of training algorithms in neural network modeling of gamma spectrometric uncertainty", pages = "440-438", url = "https://hdl.handle.net/21.15107/rcub_technorep_7235" }
Dragović, S., Stanković, S.,& Onjia, A.. (2004). Comparison of training algorithms in neural network modeling of gamma spectrometric uncertainty. in Physical Chemistry 2004 : proceedings of the 7th International Conference on Fundamental and Applied Aspects of Physical Chemistry, September 21-23, 2004, Belgrade Belgrade : The Society of Physical Chemists of Serbia., 438-440. https://hdl.handle.net/21.15107/rcub_technorep_7235
Dragović S, Stanković S, Onjia A. Comparison of training algorithms in neural network modeling of gamma spectrometric uncertainty. in Physical Chemistry 2004 : proceedings of the 7th International Conference on Fundamental and Applied Aspects of Physical Chemistry, September 21-23, 2004, Belgrade. 2004;:438-440. https://hdl.handle.net/21.15107/rcub_technorep_7235 .
Dragović, Snežana, Stanković, Slavka, Onjia, Antonije, "Comparison of training algorithms in neural network modeling of gamma spectrometric uncertainty" in Physical Chemistry 2004 : proceedings of the 7th International Conference on Fundamental and Applied Aspects of Physical Chemistry, September 21-23, 2004, Belgrade (2004):438-440, https://hdl.handle.net/21.15107/rcub_technorep_7235 .