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Journal Articles

Development of a surrogate system of a plant dynamics simulation model and an abnormal situation identification system for nuclear power plants using deep neural networks

Seki, Akiyuki; Yoshikawa, Masanori; Nishinomiya, Ryota*; Okita, Shoichiro; Takaya, Shigeru; Yan, X.

Nuclear Technology, 12 Pages, 2024/00

 Times Cited Count:0 Percentile:0.18(Nuclear Science & Technology)

Two types of deep neural network (DNN) systems have been constructed with the intent to assist safety operation of a nuclear power plant. One is a surrogate system (SS) that can estimate physical quantities of a nuclear power plant in a computational time of several orders less than a physical simulation model. The other is an abnormal situation identification system (ASIS) that can estimate the state of the disturbance causing an anomaly from physical quantities of a nuclear power plant. Both systems are trained and tested using data obtained from the analytical code for incore and plant dynamics (ACCORD), which reproduces the steady and dynamic behavior of the actual high Temperature engineering test reactor (HTTR) under various scenarios. The DNN models are built by adjusting, the main hyperparameters. Through these procedures, these systems are shown able to perform with a high degree of accuracy.

JAEA Reports

Plan and reports of coupled irradiation (JRR-3 and JOYO of research reactors) and hot facilities work (WASTEF, JMTR-HL, MMF and FMF); R&D project on irradiation damage management technology for structural materials of long-life nuclear plant

Matsui, Yoshinori; Takahashi, Hiroyuki; Yamamoto, Masaya; Nakata, Masahito; Yoshitake, Tsunemitsu; Abe, Kazuyuki; Yoshikawa, Katsunori; Iwamatsu, Shigemi; Ishikawa, Kazuyoshi; Kikuchi, Taiji; et al.

JAEA-Technology 2009-072, 144 Pages, 2010/03

JAEA-Technology-2009-072.pdf:45.01MB

"R&D Project on Irradiation Damage Management Technology for Structural Materials of Long-life Nuclear Plant" was carried out from FY2006 in a fund of a trust enterprise of the Ministry of Education, Culture, Sports, Science and Technology. The coupled irradiations or single irradiation by JOYO fast reactor and JRR-3 thermal reactor were performed for about two years. The irradiation specimens are very important materials to establish of "Evaluation of Irradiation Damage Indicator" in this research. For the acquisition of the examination specimens irradiated by the JOYO and JRR-3, we summarized about the overall plan, the work process and the results for the study to utilize these reactors and some facilities of hot laboratory (WASTEF, JMTR-HL, MMF and FMF) of the Oarai Research-and-Development Center and the Nuclear Science Research Institute in the Japan Atomic Energy Agency.

Journal Articles

Challenge to plasma fusion

Kitsunezaki, Akio; Yoshikawa, Shoichi*

Shin, Kaku Yugo Eno Chosen, 244 Pages, 2003/03

This book explains the recent progress of fusion research mainly on those of tokamaks, and contribute to the public information on fusion R&D. Researches on herical devices and inertial fusion are also briefly described. Consisits of 20 chapters: What is high temperature plasma ? / Current hole / Fusion power generaation / plasma and magnetic field / plasma confinement / particle and heat flow by copllision / heat flow by plasma fluctuation / heat flow by radiation / plasma heating / drive plasma current / plasma diagnostics / plasma and vacuum vessel / heat insulating layer / stellalater / inertial confinement / to fusion reactor / international cooperation / safety of fusion / special use of fusion reactor / future prospects / The contents are consistent with directions and discuusions in committees.

Journal Articles

Crystallization of an amorphous layer in P$$^{+}$$-implanted 6H-SiC studied by monoenergetic positron beams

Uedono, Akira*; Tanigawa, Shoichiro*; Oshima, Takeshi; Ito, Hisayoshi; Yoshikawa, Masahito; Nashiyama, Isamu; Frank, T.*; Pensl, G.*; Suzuki, Ryoichi*; Odaira, Toshiyuki*; et al.

Journal of Applied Physics, 87(9), p.4119 - 4125, 2000/05

 Times Cited Count:12 Percentile:49.32(Physics, Applied)

no abstracts in English

Journal Articles

Relationship between donor activation and defect annealing in 6H-SiC hot-implanted with phosphrous ions

Oshima, Takeshi; Uedono, Akira*; Ito, Hisayoshi; Yoshikawa, Masahito; Kojima, Kazutoshi; Okada, Sohei; Nashiyama, Isamu; Abe, Koji*; Tanigawa, Shoichiro*; Frank, T.*; et al.

Materials Science Forum, 338-342, p.857 - 860, 2000/00

no abstracts in English

Journal Articles

Study of residual defects in ion-implanted and subsequently annealed 3C-SiC

Oshima, Takeshi; Ito, Hisayoshi; Uedono, Akira*; Suzuki, Ryoichi*; Ishida, Yuki*; Takahashi, Tetsuo*; Yoshikawa, Masahito; Kojima, Kazutoshi; Odaira, Toshiyuki*; Nashiyama, Isamu; et al.

Denshi Gijutsu Sogo Kenkyujo Iho, 62(10-11), p.469 - 476, 1999/00

no abstracts in English

Journal Articles

Characterization of point defects in cubic silicon carbide using positron annihilation

Ito, Hisayoshi; Kawasuso, Atsuo; Oshima, Takeshi; Yoshikawa, Masahito; Nashiyama, Isamu; Okada, Sohei; Tanigawa, Shoichiro*; Okumura, Hajime*; Yoshida, Sadafumi*

Denshi Gijutsu Sogo Kenkyujo Iho, 62(10-11), p.23 - 29, 1999/00

no abstracts in English

Journal Articles

Oxygen-related defects in O$$^{+}$$-implanted 6H-SiC studied by monoenergetic positron beams

Uedono, Akira*; Tanigawa, Shoichiro*; Oshima, Takeshi; Ito, Hisayoshi; Aoki, Yasushi; Yoshikawa, Masahito; Nashiyama, Isamu

Journal of Applied Physics, 86(10), p.5392 - 5398, 1999/00

 Times Cited Count:10 Percentile:46(Physics, Applied)

no abstracts in English

Journal Articles

Investigation of vacancy-type defects in P$$^{+}$$-implanted 6H-SiC using monoenergetic positron beams

Uedono, Akira*; Oshima, Takeshi; Ito, Hisayoshi; Suzuki, Ryoichi*; *; Tanigawa, Shoichiro*; Aoki, Yasushi; Yoshikawa, Masahito; Nashiyama, Isamu; Mikado, Tomohisa*

Japanese Journal of Applied Physics, Part 1, 37(5A), p.2422 - 2429, 1998/05

 Times Cited Count:13 Percentile:53.6(Physics, Applied)

no abstracts in English

Journal Articles

Characterization of vacancy-type defects and phosphorus donors introduced in 6H-SiC by ion implantation

Oshima, Takeshi; Uedono, Akira*; Abe, Koji*; Ito, Hisayoshi; Aoki, Yasushi; Yoshikawa, Masahito; Tanigawa, Shoichiro*; Nashiyama, Isamu

Applied Physics A, 67(4), p.407 - 412, 1998/00

 Times Cited Count:26 Percentile:72.57(Materials Science, Multidisciplinary)

no abstracts in English

Journal Articles

Study of thermal annealing of vacancies in ion implanted 3C-SiC by positron annihilation

Oshima, Takeshi; Uedono, Akira*; Ito, Hisayoshi; Abe, Koji*; Suzuki, Ryoichi*; *; Aoki, Yasushi; Tanigawa, Shoichiro*; Yoshikawa, Masahito; Mikado, Tomohisa*; et al.

Mater. Sci. Forum, 264-268, p.745 - 748, 1998/00

no abstracts in English

Journal Articles

Characterization of residual defects in cubic silicon carbide subjected to hot-implantation and subsequent annealing

Ito, Hisayoshi; Oshima, Takeshi; Aoki, Yasushi; Abe, Koji*; Yoshikawa, Masahito; Nashiyama, Isamu; Okumura, Hajime*; Yoshida, Sadafumi*; Uedono, Akira*; Tanigawa, Shoichiro*

Journal of Applied Physics, 82(11), p.5339 - 5347, 1997/12

 Times Cited Count:13 Percentile:57.46(Physics, Applied)

no abstracts in English

Journal Articles

Annealing properties of defects in ion-implanted 3C-SiC studied using monoenergetic positron beams

Uedono, Akira*; Ito, Hisayoshi; Oshima, Takeshi; Suzuki, Ryoichi*; *; Tanigawa, Shoichiro*; Aoki, Yasushi; Yoshikawa, Masahito; Nashiyama, Isamu; Mikado, Tomohisa*; et al.

Japanese Journal of Applied Physics, Part 1, 36(11), p.6650 - 6660, 1997/11

 Times Cited Count:16 Percentile:63.3(Physics, Applied)

no abstracts in English

Journal Articles

Positron annihilation studies of defects in 3C-SiC hot-implanted with nitrogen and aluminum ions

Ito, Hisayoshi; Uedono, Akira*; Oshima, Takeshi; Aoki, Yasushi; Yoshikawa, Masahito; Nashiyama, Isamu; Tanigawa, Shoichiro*; Okumura, Hajime*; Yoshida, Sadafumi*

Applied Physics A, 65(3), p.315 - 323, 1997/00

 Times Cited Count:16 Percentile:63.3(Materials Science, Multidisciplinary)

no abstracts in English

Journal Articles

Intrinsic defects in cubic silicon carbide

Ito, Hisayoshi; Kawasuso, Atsuo; Oshima, Takeshi; Yoshikawa, Masahito; Nashiyama, Isamu; Tanigawa, Shoichiro*; *; Okumura, Hajime*; Yoshida, Sadafumi*

Physica Status Solidi (A), 162, p.173 - 198, 1997/00

 Times Cited Count:132 Percentile:97.83(Materials Science, Multidisciplinary)

no abstracts in English

Oral presentation

Development of countermeasure proposal system using deep reinforcement learning

Yoshikawa, Masanori; Seki, Akiyuki; Okita, Shoichiro; Takaya, Shigeru; Yan, X.

no journal, , 

Oral presentation

Development of AI system to support safety operation of nuclear power plants

Seki, Akiyuki; Yoshikawa, Masanori; Okita, Shoichiro; Takaya, Shigeru; Yan, X.

no journal, , 

Oral presentation

Development of countermeasure proposal system using deep reinforcement learning

Yoshikawa, Masanori; Seki, Akiyuki; Okita, Shoichiro; Takaya, Shigeru; Yan, X.

no journal, , 

Oral presentation

Hyperparameter survey on learning of countermeasure proposal system

Yoshikawa, Masanori; Seki, Akiyuki; Okita, Shoichiro; Takaya, Shigeru; Yan, X.

no journal, , 

Oral presentation

Improvement to plant dynamics analysis code surrogate system and related anomaly identification system utilizing time series data

Seki, Akiyuki; Yoshikawa, Masanori; Okita, Shoichiro; Takaya, Shigeru; Yan, X.

no journal, , 

20 (Records 1-20 displayed on this page)
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