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Nabeshima, Kunihiko; Ayaz, E.*; Seker, S.*; Barutcu, B.*; Trkcan, E.*
Proceedings of International Conference on Artificial Neural Networks and the International Conference on Neural Information Processing (ICANN/ICONIP 2003), p.406 - 409, 2003/06
On-line plant monitoring system with neural networks and an expert system has been developed for Borssele Nuclear Power Plant (NPP) in the Netherlands. The feedforward and the recurrent neural networks are utilized for plant modeling and anomaly detection. The rule-based expert system is applied for plant diagnosis with the outputs of the neural networks. The off-line results showed that the neural network could model the plant dynamics precisely. The on-line results indicated that the monitoring system could sufficiently diagnose the plant status in real time.
Nabeshima, Kunihiko; Suzudo, Tomoaki; Ono, Tomio*; Kudo, Kazuhiko*
Mathematics and Computers in Simulation, 60(3-5), p.233 - 244, 2002/09
Times Cited Count:16 Percentile:70.68(Computer Science, Interdisciplinary Applications)This study presents a hybrid monitoring system for nuclear reactor utilizing neural networks and a rule-based real-time expert system. The whole monitoring system including a data acquisition system and the advisory displays has been tested by an on-line simulator of pressurized water reactor. From the testing results, it was shown that the neural network in the monitoring system successfully modeled the plant dynamics and detected the symptoms of anomalies earlier than the conventional alarm system. The real-time expert system also worked satisfactorily in diagnosing and displaying the system status by using the outputs of neural networks and a priori knowledge base.
Nabeshima, Kunihiko; Suzudo, Tomoaki; Ono, Tomio*; Kudo, Kazuhiko*
Knowledge-Based Intelligent Information Engineering Systems & Allied Technologies, p.1506 - 1510, 2001/09
no abstracts in English
Nabeshima, Kunihiko; Tuerkcan, E.*; Suzudo, Tomoaki; Nakagawa, Shigeaki; Inoue, K.*; Oono, Tomio*; ; Suzuki, Katsuo
Proc. of Human-Computer Interaction International'99, 2, p.1187 - 1191, 1999/00
no abstracts in English
Ishigami, Tsutomu; Kobayashi, Kensuke
Journal of Nuclear Science and Technology, 35(6), p.443 - 453, 1998/06
Times Cited Count:1 Percentile:14.85(Nuclear Science & Technology)no abstracts in English
Yanagihara, Satoshi; ; Sukegawa, Takenori; Tachibana, Mitsuo
Proc. of 5th Int. Conf. on Nucl. Eng. (ICONE-5)(CD-ROM), 6 Pages, 1997/00
no abstracts in English
Nabeshima, Kunihiko; Suzuki, Katsuo; Nose, Shoichi*;
Monitoring and Diagnosis Systems to Improve Nuclear Power Plant Reliability and Safety, 0, p.17 - 26, 1996/00
no abstracts in English
Ishigami, Tsutomu
Journal of Nuclear Science and Technology, 32(7), p.691 - 701, 1995/07
Times Cited Count:2 Percentile:27.03(Nuclear Science & Technology)no abstracts in English
Kobayashi, Kensuke; Ishigami, Tsutomu; ; ;
Journal of Nuclear Science and Technology, 32(5), p.476 - 487, 1995/05
Times Cited Count:3 Percentile:36.48(Nuclear Science & Technology)no abstracts in English
Nabeshima, Kunihiko; Suzuki, Katsuo; E.Tuerkcan*
Proc. of 9th Power Plant Dynamics, Control & Testing Symp., Vol. 1, 0, p.51.01 - 51.09, 1995/00
no abstracts in English
Nabeshima, Kunihiko; Suzuki, Katsuo; E.Tuekcan*
SMORN-VII,Symp. on Nuclear Reactor Surveillance and Diagnostics,Vol. 1, 0, P. 4_1, 1995/00
no abstracts in English
Hoken Butsuri, 29, p.460 - 462, 1994/00
no abstracts in English
; ; ; ; Ikezawa, Yoshio
Proc. of the Int. Radiation Protection Association,Vol. II, p.1654 - 1657, 1993/00
no abstracts in English
Ishigami, Tsutomu; Kobayashi, Kensuke
Proc. of the Joint Int. Conf. on Mathematical Methods and Supercomputing in Nuclear Applications,Vol. 1, p.307 - 318, 1993/00
no abstracts in English
Agematsu, Takashi; Okumura, Susumu; Yokota, Wataru; Arakawa, Kazuo; ;
Proceedings of the International Conference on Evolution in Beam Applications, p.280 - 285, 1992/00
no abstracts in English
Ishigami, Tsutomu; ; ; ; Kobayashi, Kensuke
Probabilistic Safety Assessment and Management,Vol. 2, p.947 - 952, 1991/00
no abstracts in English
Okumura, Susumu; Agematsu, Takashi; Yokota, Wataru; Kamiya, Tomihiro; Fukuda, Mitsuhiro; Nakamura, Yoshiteru; Nara, Takayuki; Ishibori, Ikuo; Arakawa, Kazuo; Maruyama, M.*; et al.
Proc. of the 8th Symp. on Accelerator Science and Technology, p.356 - 358, 1991/00
no abstracts in English
; ; Ikezawa, Yoshio
Hoken Butsuri, 25, p.11 - 17, 1990/00
no abstracts in English
; ; Ikezawa, Yoshio
Proc. Int. Conf. on Supercomputing in Nuclear Applications, p.540 - 545, 1990/00
no abstracts in English