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Journal Articles

Attention-based time series analysis for data-driven anomaly detection in nuclear power plants

Dong, F.*; Chen, S.*; Demachi, Kazuyuki*; Yoshikawa, Masanori; Seki, Akiyuki; Takaya, Shigeru

Nuclear Engineering and Design, 404, p.112161_1 - 112161_15, 2023/04

 Times Cited Count:0 Percentile:92.04(Nuclear Science & Technology)

Journal Articles

Development plan of failure mitigation technologies for improving resilience of nuclear structures

Kasahara, Naoto*; Yamano, Hidemasa; Nakamura, Izumi*; Demachi, Kazuyuki*; Sato, Takuya*; Ichimiya, Masakazu*

Transactions of 26th International Conference on Structural Mechanics in Reactor Technology (SMiRT-26) (Internet), 8 Pages, 2022/07

Utilizing fracture control, we are developing a technology to suppress the expansion of damage caused by an event that exceeds the design assumption. We made a plan to develop three issues; (1) Technology for mitigating failure consequence at extremely high temperatures, (2) Technology for mitigating failure consequence against excessive earthquakes, and (3) Methodology for improving reactor structure resilience.

Journal Articles

Chapter 8, Human resource development in nuclear non-proliferation and nuclear security; Education at the University of Tokyo

Tamai, Hiroshi; Demachi, Kazuyuki*

Genshiryoku Heiwa Riyo To Kakufukakusan, Kakusekyuritei; NSA/Commentaries, No.25, p.199 - 202, 2020/06

Education on nuclear non-proliferation and nuclear security in the University of Tokyo is provided at the Department of Nuclear Engineering and Management for master's course graduate students and at the Nuclear Professional School for career experts. In this paper, both the courses are introduced and their education contents on nuclear non-proliferation and nuclear security are briefly described.

Journal Articles

Security by facility design for sabotage protection

Suzuki, Mitsutoshi; Demachi, Kazuyuki*

Journal of Nuclear Science and Technology, 55(5), p.559 - 567, 2018/05

 Times Cited Count:3 Percentile:30.45(Nuclear Science & Technology)

Facility design of nuclear power plant for a sabotage protection is investigated and an effect of the design change for damage control on reduction of sabotage risk is shown using the vital area identification methodology. The loss of offsite power leading to the station blackout is assumed to be a typical example for further evaluation. In this study, the vulnerability of target set is defined as the multiplication of the accessibility, the distribution of target and the degree of adversary's interference. The built-in measures for damage control are of vital importance in case of the existence of adversary's interference until neutralization. It is confirmed that not only the physical protection system but also the facility design play an important role in the effective and efficient sabotage protection. It is very important to introduce a security by design approach in an initial stage of the NPP construction while considering the interface between safety and security.

Journal Articles

Conceptual study of a plutonium burner high temperature gas-cooled reactor with high nuclear proliferation resistance

Goto, Minoru; Demachi, Kazuyuki*; Ueta, Shohei; Nakano, Masaaki*; Honda, Masaki*; Tachibana, Yukio; Inaba, Yoshitomo; Aihara, Jun; Fukaya, Yuji; Tsuji, Nobumasa*; et al.

Proceedings of 21st International Conference & Exhibition; Nuclear Fuel Cycle for a Low-Carbon Future (GLOBAL 2015) (USB Flash Drive), p.507 - 513, 2015/09

A concept of a plutonium burner HTGR named as Clean Burn, which has a high nuclear proliferation resistance, had been proposed by Japan Atomic Energy Agency. In addition to the high nuclear proliferation resistance, in order to enhance the safety, we propose to introduce PuO$$_{2}$$-YSZ TRISO fuel with ZrC coating to the Clean Burn. In this study, we conduct fabrication tests aiming to establish the basic technologies for fabrication of PuO$$_{2}$$-YSZ TRISO fuel with ZrC coating. Additionally, we conduct a quantitative evaluation of the security for the safety, a design of the fuel and the reactor core, and a safety evaluation for the Clean Burn to confirm the feasibility. This study is conducted by The University of Tokyo, Japan Atomic Energy Agency, Fuji Electric Co., Ltd., and Nuclear Fuel Industries, Ltd. It was started in FY2014 and will be completed in FY2017, and the first year of the implementation was on schedule.

JAEA Reports

The International Atomic Energy Agency Nuclear Energy Management School 2012

Ohgama, Kazuya; Ando, Yoko; Yamaguchi, Mika; Ikuta, Yuko; Shinohara, Nobuo; Murakami, Hiroyuki; Yamashita, Kiyonobu; Uesaka, Mitsuru*; Demachi, Kazuyuki*; Komiyama, Ryoichi*; et al.

JAEA-Review 2013-004, 76 Pages, 2013/05

JAEA-Review-2013-004.pdf:13.53MB

JAEA together with the Japan Nuclear Human Resource Development Network (JN-HRD Net), the University of Tokyo (UT) and the Japan Atomic Industrial Forum (JAIF) cohosted the IAEA-Nuclear Energy Management School in Tokai Village, aiming that Japan will be the center of nuclear HRD in the Asian region. In the school, not only lectures by IAEA experts, but also lectures by Japanese experts and technical visits were included for foreign participants. The school contributed to the internationalization of Japanese young professionals, development of nuclear human resource of other countries, and enhancement of cooperation between IAEA and Japan. Additionally, collaborative relationship within JN-HRD Net was strengthened by the school. In this report, findings obtained during the preparatory work and the school period are reported for future international nuclear HRD activities in Japan.

JAEA Reports

Study on magnetic property and fracture behavior of magnetic materials

Miya, Kenzo; Demachi, Kazuyuki*; Aoto, Kazumi;

JNC TN9400 2002-021, 22 Pages, 2002/04

JNC-TN9400-2002-021.pdf:1.08MB

Establishment of evaluation methods of material degradation before crack initiation is needed very much to enhance the reliability of structural components. We remark magnetic methods in this report. Our objectives are to reveal the relation between degradation and magnetic property and to develop evaluation methods of material degradation, especially plastic deformation and stress corrosion cracking (SCC). In the former part of this report, evaluation methods for plastic deformation are discussed. At first, the study that shows the relation between the magnetic flux leakage and plastic deformation is reviewed. We developed the inverse analysis method of magnetization to specify the degradation distribution. Moreover, we propose inverse analysis of magnetic susceptibility for quantitative evaluation. In the latter part, the topic is SCC. We measured the magnetic flux leakage from the sample induced a SCC crack (Inconel-600). Inconel-600 is a paramagnetic material at room temperature but the sample shows ferromagnetic and the magnetic flux leakage was changed near the SCC crack. The possibility of detection of a SCC crack is shown by the inverse analysis result from the magnetic flux leakage. Finany, it is recognized by observation of the micro magnetic distributions by using a magnetic force microscope that the magnetization has relation with chromium depletion near grain boundaries and it is weak near the SCC crack. From these results, the magnetic method is very effective for evaluation of degradation.

JAEA Reports

Diagnosis of degradation of SUS 304 steel material by the magnetic method

Demachi, Kazuyuki*; Miya, Kenzo

JNC TN9400 2001-066, 21 Pages, 2001/03

JNC-TN9400-2001-066.pdf:0.55MB

The quantitative evaluation of cracks in structural components is necessary to maintain its safety and to estimate its life. Moreover, the establishment of diagnosis technique of the material degradation before the appearance of crack is necessary for the higher safety. In this research, the magnetic value is chosen as the parameter for the material degradation. The crack is considered to occur by the local stress concentration, and the magnetic value is one of the most sensitive parameter for the elastic deformation of the material. The research about leak field change of SUS stainless steel due to the stress was performed by Chen et al,. The measured leak magnetic flux density is large around a crack. From such a measurement result, it is found that the leak is related with the elastic deformation of the material. The numerical method based on the Neural Network was developed for the inverse analysis of the magnetization in the specimen from the measured leak field. It is found the magnetization is large near the edges of the crack. The magnetic flux density obtained from this simulation result of the magnetization corresponds to the leak field. Then the inverse analysis method was developed to estimate the distribution of susceptibility in the specimen from the measured leak fie1d. Its results are denoted in the full report. The new nondestructive evaluation method was supposed for the diagnosis of the degradation of the material before the appearance of cracks.

Oral presentation

Safety and security interface in a sabotage protection at nuclear power plant

Suzuki, Mitsutoshi; Nishida, Seishi*; Demachi, Kazuyuki*

no journal, , 

Countermeasures for protection of nuclear power plant show steady progress such as licensing examinations for the specific accident-response facility for an aircraft attack according to the new safety regulation as well as law enforcement preparation of the trustworthiness system by Nuclear Regulatory Authority. In this paper, we will perform case studies about a sabotage protection of nuclear power plant using vital area identification methodology that is internationally introduced and investigate safety and security interface in the protection.

Oral presentation

Interface of nuclear safety and security, 2; Vital area identification (VAI) and response to severe accident initiated by security incident

Suzuki, Mitsutoshi; Demachi, Kazuyuki*

no journal, , 

In the safety and security committee, the interface between safety and security has been investigated. In this study, an application of the vital area identification compared to the PRA and the response to severe accident initiated by security incident are presented.

Oral presentation

Interface between safety and security; Training simulator for sabotage protection

Suzuki, Mitsutoshi; Nakamura, Yo; Kimura, Yoshiki; Demachi, Kazuyuki*

no journal, , 

In the SS expert committee, the interface between safety and security has been investigated since a couple of years ago. In this presentation, the simulator concept for sabotage protection training considering plant safety simulator as well as sabotage damage sequence will be reported.

Oral presentation

Development of failure mitigation technologies for improving resilience of nuclear structures, 4; Visualization method of resilience of nuclear structures

Kuwabara, Yuto*; Demachi, Kazuyuki*; Chen, S.*; Nishino, Hiroyuki; Onoda, Yuichi

no journal, , 

no abstracts in English

Oral presentation

Integrating deep learning-based object detection and optical character recognition for automatic extraction of link information from piping and instrumentation diagrams

Dong, F.*; Chen, S.*; Demachi, Kazuyuki*; Hashidate, Ryuta; Takaya, Shigeru

no journal, , 

Piping and Instrumentation Diagrams contain information about the piping and process equipment together with the instrumentation and control devices, which is essential to the design and management of Nuclear Power Plants. There are abundant complex objects on P&IDs, with imbalanced distribution of these objects and their linked information across different diagrams. Therefore, the content of P&IDs is generally extracted and analyzed manually, which is time consuming and error prone. To efficiently address these issues, we integrate state-of-the-art deep learning-based object detection and Optical Character Recognition models to automatically extract link information from P&IDs. Besides, we propose a novel image pre-processing approach using sliding windows to detect low resolution small objects. The performance of the proposed approach was experimentally evaluated, and the experimental results demonstrate it capable to extract link information from P&IDs of NPPs.

Oral presentation

Visualizing method for resilience of nuclear power plant

Kuwabara, Yuto*; Demachi, Kazuyuki*; Kasahara, Naoto*; Chen, S.*; Nishino, Hiroyuki; Onoda, Yuichi; Kurisaka, Kenichi

no journal, , 

In order to quantitatively evaluate the ability of a nuclear plant to recover its safety functions, we are developing a method to simulate accident management in chronological order according to an accident scenario, rather than simply evaluating the probability, and to evaluate whether or not a major accident will eventually occur, i.e., whether or not the minimum necessary safety functions can be recovered within a time limit. In this presentation, we will discuss the development of a method to evaluate whether or not the minimum necessary safety functions can be recovered within the time limit. In this presentation, the specific procedure and management examples of the method will be explained.

Oral presentation

Visualization of resilience improvement effect by fracture control technology using resilience index

Demachi, Kazuyuki*; Kuwabara, Yuto*; Kasahara, Naoto*; Nishino, Hiroyuki; Onoda, Yuichi; Kurisaka, Kenichi

no journal, , 

Our aim is to develop a technology to suppress the expansion of accident damage by improving the reactor structural resilience as a solution to the problem of restoring the safety function of structures after destruction, which has been an issue since the Fukushima Daiichi Nuclear Power Plant accident. In this research, the visualization method of resilience of nuclear structures was proposed in order to visualize the capacity to mitigate and to recover safety function loss by applying and improving the resilience index.

Oral presentation

New approach to beyond design basis events in structural strength field

Kasahara, Naoto*; Demachi, Kazuyuki*; Sato, Takuya*; Ichimiya, Masakazu*; Wakai, Takashi; Yamano, Hidemasa; Nakamura, Izumi*

no journal, , 

The conventional purpose in the field of structural strength has been to prevent damage to design basis events (DBE). For beyond design basis events (BDBE), it is necessary to mitigate the impact on safety on the premise that damage will occur. The authors propose a mitigation method that suppresses the consequence into a fracture mode with a large impact by reducing the load due to a fracture with a small impact on safety. We will introduce the research results for individual component, extend the applicable area to systems of components, and propose a new approach that contributes to improving plant safety.

Oral presentation

Development of failure mitigation technologies for improving resilience of nuclear structures, 1; Development plan

Kasahara, Naoto*; Yamano, Hidemasa; Nakamura, Izumi*; Demachi, Kazuyuki*; Sato, Takuya*; Ichimiya, Masakazu*

no journal, , 

This paper reports a technology to suppress the expansion of damage caused by beyond design basis events (very high temperature in a severe accident or excessive earthquake), and the outline of the development plan for improving the resilience of the reactor structure (resistance and resilience to deterioration of safety performance).

Oral presentation

Development of failure mitigation technologies for improving resilience of nuclear structures, 8; Effectiveness evaluation technology of the measures for improving resilience against excessive earthquake

Nishino, Hiroyuki; Onoda, Yuichi; Kurisaka, Kenichi; Yamano, Hidemasa; Demachi, Kazuyuki*

no journal, , 

In order to evaluate the effectiveness of the measures for improving resilience against excessive earthquake, this study assumed to improve seismic safety margin of components of heat removal system as the measures against loss of heat removal systems event after reactor shutdown. The core damage frequency was calculated and the reduction effect of it was estimated by comparing it before and after the introduction of the measures for improving resilience.

Oral presentation

Development of failure mitigation technologies for improving resilience of nuclear structures, 7; Effectiveness evaluation technology of the measures for improving resilience at ultra-high temperatures

Onoda, Yuichi; Nishino, Hiroyuki; Kurisaka, Kenichi; Yamano, Hidemasa; Demachi, Kazuyuki*

no journal, , 

In order to evaluate the effectiveness of the measures for improving resilience at ultra-high temperatures, a concept of evaluation focusing on core damage frequency was proposed. Assuming loss of heat removal systems event after reactor shutdown which may result in core damage in sodium-cooled fast reactors, the measures for improving resilience which enable to recover the safety functions at ultra-high temperatures are identified: one is to retain the primary coolant using failure mitigation technology, and the other is to add a heat removal system that can be used under ultra-high temperature conditions. The core damage frequencies were calculated preliminarily and their reduction effect was estimated by comparing them before and after the introduction of the measures for improving resilience.

Oral presentation

Development of failure mitigation technologies for improving resilience of nuclear structures, 6; How to consider the effects of fracture control into resilience index

Demachi, Kazuyuki*; Kuwabara, Yuto*; Chen, S.*; Kasahara, Naoto*; Nishino, Hiroyuki; Onoda, Yuichi; Kurisaka, Kenichi

no journal, , 

no abstracts in English

27 (Records 1-20 displayed on this page)