Radiation dose rate map interpolation in nuclear plants using neural networks and virtual reality techniques

Annals of Nuclear Energy

Volumn 38, Issue 2-3, 2011, Pages 705-712

  Mól, Antônio Carlos A ^a,b   Pereira, Cláudio Márcio N A ^a,b   Freitas, Victor Gonalves G ^c   Jorge, Carlos Alexandre F ^a  

^a INSTITUTO DE ENGENHARIA NUCLEAR   (Brazil)

^b Inst Nac de Cie e Tecnologia de Reatores Nucleares Inovadores CNPq   (Brazil)

^c FEDERAL UNIVERSITY OF RIO DE JANEIRO   (Brazil)

Author keywords

Neural networks; Online monitoring; Radiation dose assessment; Sensor network; Training; Virtual reality

Indexed keywords

DEVELOPMENT RESULTS; DOSE RATE; MAP INTERPOLATION; MEASURED POINTS; MEASUREMENT POINTS; NUCLEAR PLANT; ONLINE MONITORING; POWER OPERATING CONDITIONS; PREDICTION SYSTEMS; RADIATION DOSE; RADIATION DOSE ASSESSMENT; RADIATION DOSE RATE; SIMULATION TOOL; TRAINING; VIRTUAL REALITY TECHNOLOGY;

DOSIMETRY; INTELLIGENT SYSTEMS; MONITORING; PARTIAL DISCHARGES; PERSONNEL TRAINING; RATING; SENSOR NETWORKS; TOOLS; VIRTUAL REALITY;

NEURAL NETWORKS;

EID: 78751628656     PISSN: 03064549     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.anucene.2010.08.008     Document Type: Article

References (11)

1. Bahi, J.; Contassot-Vivier, S.; Makovicka, L.; Martin, E.; Sauget, M.; 2006. Neural Network Based Algorithm for Radiation Dose Evaluation in Heterogeneous Environments. Lecture Notes in Computer Science, LNCS Subseries Bioinformatics, vol. 4132, no. II, Springer, pp. 777-787.
2. EpicGames. UnrealEngine2 Runtime Demo Version End-User License Agreement, .
3. Freitas, V.G.V, Mól, A.C.A.; Pereira, C.M.N.A.; 2009. Real time determination of dose radiation through artificial intelligence and virtual reality. In: 2009 International Nuclear Atlantic Conference - INAC 2009, Rio de Janeiro, RJ, Brazil, September 27th - October 02, DVD-ROM.
4. S. Haykin Neural Networks - A Comprehensive Foundation 1999 Prentice-Hall Upper Saddle River, NJ
5. ICRP Publication 60, 1991. Recommendations of the International Commission on Radiological Protection.
6. A.C.A. Mól, C.A.F. Jorge, P.M. Couto, S.C. Augusto, G.G. Cunha, and L. Landau Virtual environments simulation for dose assessment in nuclear plants Progress in Nuclear Energy 51 2 2009 382 387
7. A.C.A. Mól, M.A.C. Aghina, C.A.F. Jorge, C.M.F. Lapa, and P.M. Couto Nuclear plant's virtual simulation for on-line radioactive environment monitoring and dose assessment for personnel Annals of Nuclear Energy 36 11-12 2009 1747 1752
8. J. Ródenas, I. Zarza, M.C. Burgos, A. Felipe, and M.L. Sánchez-Mayoral Developing a virtual reality application for training nuclear power plant operators: setting up a database containing dose rates in the refuelling plant Radiation Protection Dosimetry 111 2 2004 173 180
9. D.F. Specht A Generalized Regression Neural Network IEEE Transactions on Neural Networks 2 6 1991 568 576
10. R. Stuart Design of Virtual Environments 1996 McGraw-Hill New York
11. X. Wu, and Y. Zhu A neural network regression model for relative dose computation Physics in Medicine and Biology 45 4 2000 913 922 www.iop.org/EJ/article/0031-9155/45/4/307/m00407.pdf