ライブラリ登録: Guest
Begell Digital Portal Begellデジタルライブラリー 電子書籍 ジャーナル 参考文献と会報 リサーチ集
Telecommunications and Radio Engineering
SJR: 0.202 SNIP: 0.2 CiteScore™: 0.23

ISSN 印刷: 0040-2508
ISSN オンライン: 1943-6009

巻:
巻 78, 2019 巻 77, 2018 巻 76, 2017 巻 75, 2016 巻 74, 2015 巻 73, 2014 巻 72, 2013 巻 71, 2012 巻 70, 2011 巻 69, 2010 巻 68, 2009 巻 67, 2008 巻 66, 2007 巻 65, 2006 巻 64, 2005 巻 63, 2005 巻 62, 2004 巻 61, 2004 巻 60, 2003 巻 59, 2003 巻 58, 2002 巻 57, 2002 巻 56, 2001 巻 55, 2001 巻 54, 2000 巻 53, 1999 巻 52, 1998 巻 51, 1997

Telecommunications and Radio Engineering

DOI: 10.1615/TelecomRadEng.v75.i12.80
pages 1121-1128

ARTIFICIAL NEURAL NETWORKS IN GAMMA-SPECTRUM BASED RADIONUCLIDE IDENTIFICATION

Anna I. Skrypnyk
National Science Center "Kharkiv Institute of Physics and Technology"

要約

Artificial neural networks are widely used to solve a variety of classification problems. In this work, we consider the possibilities to apply them in gamma-spectrum based identification of nuclides in mixed radioactive compounds. We used a combination of the Geant4 software and the Monte-Carlo method to simulate response functions of the CdZnTe detector toward the radiation from 57Co, 137Cs, 131I, 133Ba and 241Am. The next step was to find the numerical values of the CdZnTe detector response toward mixed source radiation. The obtained spectra were applied to train and validate the network. Multilayer feedforward network was constructed using the Neuroph framework. In course of the study the network architecture characteristics were improved.


Articles with similar content:

COMPARISON OF RISK ANALYSIS METHODOLOGIES IN A GEOSTATISTICAL CONTEXT: MONTE CARLO WITH JOINT PROXY MODELS AND DISCRETIZED LATIN HYPERCUBE
International Journal for Uncertainty Quantification, Vol.8, 2018, issue 1
Denis J. Schiozer, Ana Teresa F. S. Gaspar, Susana Santos
Quantitation of Cationic Surface-Active Agents in Natural Waters
Hydrobiological Journal, Vol.35, 1999, issue 1
K. P. Kalinichenko
Causal Influence: Advances in Neurosignal Analysis
Critical Reviews™ in Biomedical Engineering, Vol.33, 2005, issue 4
Hualou Liang, Maciej Kaminski
Methods of Selection of Antennas for Wireless Access Network Basic Stations
Telecommunications and Radio Engineering, Vol.65, 2006, issue 1-5
Yu. V. Tikhalev, A. Yu. Sivov
A NOVEL IMPROVED LAYERED EFFECTIVE MEDIUM APPROXIMATION FOR ELLIPSOMETRIC PARAMETERS OF MICROROUGH SURFACES
International Heat Transfer Conference 16, Vol.19, 2018, issue
Yuanbin Liu, Jun Qiu, Linhua Liu