Artificial neural network modeling for fission gas release in LWR UO 2 fuel under RIA conditions

Journal of Nuclear Materials

Volumn 405, Issue 1, 2010, Pages 33-43

  Koo, Yang Hyun ^a   Oh, Jae Yong ^a   Lee, Byung Ho ^a   Tahk, Young Wook ^a   Song, Kun Woo ^a  

^a Korea Atomic Energy Research Institute   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL NEURAL NETWORK; ARTIFICIAL NEURAL NETWORK MODELING; BURN UP; FISSION GAS RELEASE; FUEL PELLETS; FUEL RODS; GRAIN SIZE; INPUT VALUES; NUCLEAR SAFETY RESEARCH REACTORS; PARAMETRIC STUDY; PULSE WIDTH; REACTIVITY INITIATED ACCIDENT; TEST DATA; TEST REACTOR;

ENTHALPY; FISSION PRODUCTS; FUELS; GASES; LIGHT WATER REACTORS; PELLETIZING;

NEURAL NETWORKS;

EID: 77956228010     PISSN: 00223115     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jnucmat.2010.07.032     Document Type: Article

References (39)

1. F. Schmitz, and J. Papin J. Nucl. Mater. 270 1999 55
2. Yang-Hyun Koo, Byung-Ho Lee, Oh Jae-Yong, and Kun-Woo Song Nucl. Technol. 164 2008 337
3. J. Papin, M. Balourdet, F. Lemoine, F. Lamare, J.M. Frizonnet, and F. Schmitz Nucl. Safety 37 1996 289
4. W. Liu, A. Romano, M. Kazimi, Modeling high burnup fuel fission gas release and swelling during fast transients, in: International Topical Meeting on LWR Fuel Performance, Orlando, Florida, September 19-22, 2004.
5. W. Liu, M. Kazimi, Modeling high-burnup BWR fuel behavior, in: International Conference on LWR Fuel Performance, Kyoto, Japan, October 2-6, 2005.
6. J.C. Latche, F. Lamare, M. Cranga, Computing reactivity initiated accidents in PWRs, SMIRT-13 Meeting, Porto Alegre, Brazil, August 13-18, 1995.
7. E. Federici, F. Lamare, V. Bessiron, J. Papin, Status of development of the SCANAIR code for the description of fuel behavior under reactivity initiated accident, in: International Topical Meeting on LWR Fuel Performance, Park City, Utah, April 10-13, 2000.
8. NeuroSolutions 5 Manual, NeuroDimension, Inc., 2009. < www.nd.com >
9. L. Jernkvist, A. Massih, and P. Rudling A Strain-based Clad Failure Criterion for Reactivity Initiated Accidents in Light Water Reactors, TR 03-008 2003 Quantum Technologies AB Uppsala, Sweden
10. P. MacDonald, S. Seiffert, S. Matindon, Z. Martinson, R. MaCardell, D. Owen, and S. Fukuda Nucl. Safety 21 1980 582
11. J. Papin, B. Cazalis, J.M. Frizonnet, J. Desquines, F. Lemoine, V. Georgenthum, F. Lamare, and M. Petit Nucl. Technol. 230 2007 157
12. T. Fuketa, H. Sasajima, and T. Sugiyama Nucl. Technol. 133 2001 50
13. T. Sugiyama, Y. Udagawa, M. Umeda, T. Fuketa, PWR fuel behavior in RIA-simulating experiment at high temperature, in: Water Reactor Fuel Performance Meeting, Seoul, Korea, October 19-23, 2008.
14. T. Fuketa, F. Nagase, T. Nakamura, H. Uetsuka, K. Ishijima, NSRR pulse irradiation experiments and tube burst tests, in: Proc. 28th Water Reactor Safety Information Mtg., Bethesda, Maryland, October 23-25, 2000 (NUREG/CP-0172/XAB, US NRC (2000)).
15. T. Nakamura, M. Yoshinaga, M. Sobajima, K. Ishijima, and T. Fujishiro Nucl. Technol. 108 1994 45
16. T. Fuketa, T. Sugiyama, and F. Nagase J. Nucl. Sci. Technol. 43 2006 1080
17. T. Fuketa, T. Sugiyama, M. Umeda, K. Tomiyasu, H. Sasajima, Behavior of high burnup PWR fuels during simulated reactivity-initiated accident conditions, in: International Meeting on LWR Fuel Performance, Salamanca, Spain, October 22-26, 2006.
18. T. Fuketa, F. Nagase. K. Ishijima, T. Fujishiro, NSRR/RIA experiments with high burnup PWR fuels, in: ANS LWR Fuel Performance Meeting, Portland, Oregon, March 2-6, 1997.
19. T. Fuketa, Y. Mori, H. Sasajima, K. Ishijima, T. Fujishiro, Behavior of high burnup PWR fuel under a simulated RIA condition in the NSRR, in: Proc. CSNI Specialists Mtg. on Transient Behavior of High Burnup Fuel, Cadarache, France, September 12-14, 1995 (NEA/CSNI/R(95)22, Nuclear Energy Agency (1996)).
20. T. Fujishiro, K. Yanagisawa, K. Ishijima, and K. Shiba J. Nucl. Mater. 188 1992 161
21. T. Nakamura, K. Kusagaya, T. Fuketa, and H. Uetsuka Nucl. Technol. 138 2002 253
22. T. Fuketa, T. Sugiyama, F. Nagase, M. Suzuki, JAEA studies on high burnup fuel behaviors during RIA and LOCA, in: International Topical Meeting on LWR Fuel Performance, San Francisco, California, September 3-October 3, 2007.
23. F. Lemoine J. Nucl. Mater. 248 1997 238
24. F. Lemoine, F. Schmitz, Impact of fission gas on irradiated PWR fuel behavior at extended burnup under RIA conditions, in: Proc. CSNI Specialists Mtg. Transient Behavior of High Burnup Fuel, Cadarache, France, September 12-14, 1995, NEA/CSNI/R(95)22, p. 493, Nuclear Energy Agency (1996).
25. W. Goll, Ch. Hellwig, P.B. Hoffmann, W. Sauser, J. Spino, and C.T. Walker Int. J. Nucl. Power 52 2007 95
26. Yang-Hyun Koo, Byung-Ho Lee, Jin-Sik Cheon, and Dong-Seong Sohn J. Nucl. Mater. 295 2001 213
27. S.R. Pati, A.M. Garde. L.J. Clink, Contribution of pellet rim porosity to low temperature fission gas release at extended burnups, in: Proceeding of the International Topical Meeting in Light Water Reactor Fuel Performance, Williamsburg, Virginia, April 17-20, 1988.
28. Yang-Hyun Koo, Byung-Ho Lee, and Dong-Seong Sohn J. Nucl. Mater. 280 2000 86
29. D.R. Olander Fundamental Aspects of Nuclear Reactor Fuel Elements, TID-26,711-P1 1976 Technical Information Center, Energy Research and Development Administration Oak Ridge, TN
30. W.S. Andrews, B.J. Lewis, and D.S. Cox J. Nucl. Mater. 270 1999 74
31. H.G. Kim, S.H. Chang, and B.H. Lee Nucl. Sci. Eng. 113 1993 70
32. A. Ridluan, M. Manic, and A. Tokuhiro Nucl. Eng. Des. 239 2009 308
33. H. Mazrou Nucl. Eng. Des. 239 2009 1901
34. H. Demuth, and M. Beale Neural Network Toolbox for use with MATLAB. User's Guide Version 6.5 2002 The MathWorks Inc. Natick, MA
35. http://en.wikipedia.org/wiki/Backpropagation.
36. M. Amaya, T. Sugiyama, and T. Fuketa J. Nucl. Sci. Technol. 41 2004 966
37. R.O. Meyer Nucl. Technol. 155 2006 293
38. H. Ferroukhi, and M. Zimmermann Ann. Nucl. Energy 36 2009 1170
39. B.J. Lewis, F.C. Iglesias, R.S. Dickson, and A. Williams J. Nucl. Mater. 394 2009 67