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Proceedings Papers

Optimization of Core Parameters Based on Artificial Neural Network Surrogate Model

Shu Chen, Peng Ding, Shuowen Hu, Wenqing Xia, Min Liu, Fengwan Yu, Wenhuai Li

Proc. ASME. ICONE29, Volume 4: SMRs, Advanced Reactors, and Fusion, V004T04A005, August 8–12, 2022

Paper No: ICONE29-90511

DOI: https://doi.org/10.1115/ICONE29-90511

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Topics: Artificial neural networks, Optimization

Proceedings Papers

Explainable Neural Network Algorithm for Rapid Radionuclide Identification Under Low Count Gamma-Ray Spectrum Data

Yu Wang, Sufen Li, Yonggang Huo, Jianqing Yang, Quanhu Zhang

Proc. ASME. ICONE29, Volume 5: Nuclear Safety, Security, and Cyber Security, V005T05A051, August 8–12, 2022

Paper No: ICONE29-92829

DOI: https://doi.org/10.1115/ICONE29-92829

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Topics: Algorithms, Artificial neural networks, Gamma rays, Radioisotopes

Proceedings Papers

Model Evaluation of Various Thermo-Physical Properties of Nanofluids and ANN Modelling for 10kWe Integrated Reactor

Ling-Yun Zheng, Zhi-Gang Zhang, Xin-Wen Wang

Proc. ASME. ICONE29, Volume 7B: Thermal-Hydraulics and Safety Analysis, V07BT07A011, August 8–12, 2022

Paper No: ICONE29-92476

DOI: https://doi.org/10.1115/ICONE29-92476

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Topics: Artificial neural networks, Heat pipes, Modeling, Nanofluids

Proceedings Papers

Post-hoc Interpretability Based Parameter Selection for Data Oriented Nuclear Reactor Accident Diagnosis System

Chengyuan Li, Meifu Li, Zhifang Qiu

Proc. ASME. ICONE29, Volume 7B: Thermal-Hydraulics and Safety Analysis, V07BT07A014, August 8–12, 2022

Paper No: ICONE29-92505

DOI: https://doi.org/10.1115/ICONE29-92505

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Topics: Artificial neural networks, Errors, Nuclear power stations, Nuclear reactor accidents, Probability, Reliability, Thermal hydraulics, Trains, Transients (Dynamics), Uncertainty

Proceedings Papers

Parameter Calculation Method of Porous Media Based on BP Neural Network

Fei Zhao, Daogang Lu, Yu Liu, Dong Liu, Jiliang Xu, Jinghui Wu, Fei Xie, Yuchao Wang

Proc. ASME. ICONE29, Volume 15: Student Paper Competition, V015T16A089, August 8–12, 2022

Paper No: ICONE29-92382

DOI: https://doi.org/10.1115/ICONE29-92382

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Topics: Artificial neural networks, Computational methods, Fluid structure interaction, Porous materials

Proceedings Papers

Design of Liquid Level Control System of Steam Generator Based on Neural Network PID Controller

Longhao Xiao, Peiwei Sun, Xinyu Wei

Proc. ASME. ICONE29, Volume 15: Student Paper Competition, V015T16A063, August 8–12, 2022

Paper No: ICONE29-91880

DOI: https://doi.org/10.1115/ICONE29-91880

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Topics: Artificial neural networks, Boilers, Control equipment, Control systems, Design

Proceedings Papers

Automatic Scram Forecasting During Abnormal Conditions of Nuclear Power Plants Based on LSTM

Hanying Chen, Xiaoqiang He, Puzhen Gao, Sichao Tan, Xiaofan Hou

Proc. ASME. ICONE29, Volume 3: I&C, Digital Control, and Influence of Human Factors, V003T03A010, August 8–12, 2022

Paper No: ICONE29-90219

DOI: https://doi.org/10.1115/ICONE29-90219

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Topics: Artificial neural networks, Nuclear power stations, Scram

Proceedings Papers

Application of Recurrent Neural Network in Improving Software Reliability Model of Reactor Protection System

Duo Li, Wenji Zhang, Chao Guo, Shuqiao Zhou

Proc. ASME. ICONE29, Volume 3: I&C, Digital Control, and Influence of Human Factors, V003T03A005, August 8–12, 2022

Paper No: ICONE29-89440

DOI: https://doi.org/10.1115/ICONE29-89440

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Topics: Artificial neural networks, Computer software, Reactor protection systems, Reliability

Proceedings Papers

Research on Sensing Value Reconstruction Method of Small Modular Reactor Based on Improved Short-Term and Long-Term Memory Neural Network

Shouyu Cheng, Hao Zhu, Bowen Zhang, Jilin Sun

Proc. ASME. ICONE29, Volume 4: SMRs, Advanced Reactors, and Fusion, V004T04A031, August 8–12, 2022

Paper No: ICONE29-92790

DOI: https://doi.org/10.1115/ICONE29-92790

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Topics: Artificial neural networks, Small modular reactors

Proceedings Papers

Data Driven Methods for Break Size and Location Estimation in LOCA Based on Deep Learning

Peng Yuan, Jian Deng, Zhifang Qiu, Qinglan Xu, Dahuan Zhu, Tao Huang, Zhongchun Li, Peng Du

Proc. ASME. ICONE29, Volume 7B: Thermal-Hydraulics and Safety Analysis, V07BT07A006, August 8–12, 2022

Paper No: ICONE29-92380

DOI: https://doi.org/10.1115/ICONE29-92380

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Topics: Accidents, Algorithms, Artificial neural networks, China, Coolants, Design, Flow (Dynamics), Machine learning, Nuclear power stations, Nuclear reactors

Proceedings Papers

A Novel Transmission Reconstruction Algorithm for Radioactive Drum Characterization

Hui Yang, Hao Zhou, Bing Dong, Wentao Zhou, Weiguo Gu, Xinyu Zhang, Qingxin Lei, Chenyu Shan, Dezhong Wang

Proc. ASME. ICONE29, Volume 9: Decontamination and Decommissioning, Radiation Protection, and Waste Management, V009T09A005, August 8–12, 2022

Paper No: ICONE29-90126

DOI: https://doi.org/10.1115/ICONE29-90126

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Topics: Algorithms, Artificial neural networks, Radioactive wastes, Errors, Resolution (Optics), Density, Image reconstruction, Noise (Sound), Signal to noise ratio

Proceedings Papers

Machine Learned Metamodeling of a Computationally Intensive Accident Simulation Code

Landon Conner, Clarence L. Worrell, James P. Spring, Jun Liao

Proc. ASME. ICONE28, Volume 1: Operating Plant Challenges, Successes, and Lessons Learned; Nuclear Plant Engineering; Advanced Reactors and Fusion; Small Modular and Micro-Reactors Technologies and Applications, V001T02A035, August 4–6, 2021

Paper No: ICONE28-66619

DOI: https://doi.org/10.1115/ICONE28-66619

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Topics: Accidents, Machinery, Metamodeling, Simulation, Artificial neural networks, Machine learning, Manufacturing, Nuclear industry, Optimization, Safety

Proceedings Papers

Hybrid Improved Empirical Mode Decomposition and Artificial Neural Network Model for the Prediction of Critical Heat Flux (CHF)

Messaoud Djeddou, Xingang Zhao, Ibrahim A. Hameed, Ahmed Rahmani

Proc. ASME. ICONE28, Volume 2: Nuclear Fuels, Research, and Fuel Cycle; Nuclear Codes and Standards; Thermal-Hydraulics, V002T07A026, August 4–6, 2021

Paper No: ICONE28-64879

DOI: https://doi.org/10.1115/ICONE28-64879

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Topics: Artificial neural networks, Critical heat flux, Multilayer perceptron

Proceedings Papers

Image Based Bubbly Flow Feature Identification Using Deep Learning

Takashi Furuhashi, Takuro Sasaki, Shuichiro Miwa

Proc. ASME. ICONE28, Volume 4: Student Paper Competition, V004T14A024, August 4–6, 2021

Paper No: ICONE28-64155

DOI: https://doi.org/10.1115/ICONE28-64155

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Topics: Bubbly flow, Flow (Dynamics), Two-phase flow, Bubbles, Artificial intelligence, Artificial neural networks, Feature extraction, Fittings, Fluids, Heat transfer

Proceedings Papers

Development of Liquid-Particle Image Reconstruction Method in Centrifugal Field by Linear Sensor Wireless Electrical Resistance Tomography (LS-WERT)

Kota Kimura, Yosephus Ardean Kurnianto Prayitno, Prima Asmara Sejati, Tong Zhao, Yoshiyuki Iso, Masahiro Takei

Proc. ASME. ICONE28, Volume 4: Student Paper Competition, V004T14A014, August 4–6, 2021

Paper No: ICONE28-63487

DOI: https://doi.org/10.1115/ICONE28-63487

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Topics: Artificial neural networks, Discrete element methods, Electrical resistance, Extended irreversible thermodynamics, Image reconstruction, Particulate matter, Sensors

Proceedings Papers

Vertical-Downward Two-Phase Flow Regime Identification by Probabilistic Neural Network (PNN) and Nonlinear Support Vector Machine (SVM)

Wenyi Zhong, Shouxu Qiao, Sijia Hao, Xupeng Li, Sichao Tan

Proc. ASME. ICONE28, Volume 4: Student Paper Competition, V004T14A069, August 4–6, 2021

Paper No: ICONE28-65467

DOI: https://doi.org/10.1115/ICONE28-65467

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Topics: Artificial neural networks, Flow (Dynamics), Support vector machines, Two-phase flow

Proceedings Papers

Anomaly Detection for Network Traffic of I&C Systems Based on Neural Network

Wen Si, Jianghai Li, Ronghong Qu, Xiaojin Huang

Proc. ASME. ICONE2020, Volume 3: Student Paper Competition; Thermal-Hydraulics; Verification and Validation, V003T12A050, August 4–5, 2020

Paper No: ICONE2020-16900

DOI: https://doi.org/10.1115/ICONE2020-16900

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Topics: Artificial neural networks, Traffic

Proceedings Papers

Study on Scattering Correction of the 60 Co Gantry-Movable Dual-Projection Digital Radiography Inspection System

Minzi Ni, Guangchao Li, Zhentao Wang

Proc. ASME. ICONE2020, Volume 3: Student Paper Competition; Thermal-Hydraulics; Verification and Validation, V003T12A022, August 4–5, 2020

Paper No: ICONE2020-16320

DOI: https://doi.org/10.1115/ICONE2020-16320

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Topics: Artificial neural networks, Electromagnetic scattering, Inspection, Radiation scattering, Scattering (Physics), Security

Proceedings Papers

Artificial Neural Networks in Condition Monitoring and Fault Diagnosis of Nuclear Power Plants: A Concise Review

B. T. Jiang, J. Zhou, X. B. Huang

Proc. ASME. ICONE2020, Volume 2: Nuclear Policy; Nuclear Safety, Security, and Cyber Security; Operating Plant Experience; Probabilistic Risk Assessments; SMR and Advanced Reactors, V002T08A032, August 4–5, 2020

Paper No: ICONE2020-16334

DOI: https://doi.org/10.1115/ICONE2020-16334

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Topics: Artificial neural networks, Condition monitoring, Fault diagnosis, Nuclear power stations, Artificial intelligence

Proceedings Papers

An Image Quality Improvement Method Based on Neural Network for Digital Radiography Security Inspection System

Zhiying Leng, Zhentao Wang

Paper No: ICONE2020-16344

DOI: https://doi.org/10.1115/ICONE2020-16344

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Topics: Artificial neural networks, Inspection, Security, Noise (Sound), Vehicles, Algorithms, Nuclear power stations, Sensors, Vibration

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NARROW

Optimization of Core Parameters Based on Artificial Neural Network Surrogate Model

Explainable Neural Network Algorithm for Rapid Radionuclide Identification Under Low Count Gamma-Ray Spectrum Data

Model Evaluation of Various Thermo-Physical Properties of Nanofluids and ANN Modelling for 10kWe Integrated Reactor

Post-hoc Interpretability Based Parameter Selection for Data Oriented Nuclear Reactor Accident Diagnosis System

Parameter Calculation Method of Porous Media Based on BP Neural Network

Design of Liquid Level Control System of Steam Generator Based on Neural Network PID Controller

Automatic Scram Forecasting During Abnormal Conditions of Nuclear Power Plants Based on LSTM

Application of Recurrent Neural Network in Improving Software Reliability Model of Reactor Protection System

Research on Sensing Value Reconstruction Method of Small Modular Reactor Based on Improved Short-Term and Long-Term Memory Neural Network

Data Driven Methods for Break Size and Location Estimation in LOCA Based on Deep Learning

A Novel Transmission Reconstruction Algorithm for Radioactive Drum Characterization

Machine Learned Metamodeling of a Computationally Intensive Accident Simulation Code

Hybrid Improved Empirical Mode Decomposition and Artificial Neural Network Model for the Prediction of Critical Heat Flux (CHF)

Image Based Bubbly Flow Feature Identification Using Deep Learning

Development of Liquid-Particle Image Reconstruction Method in Centrifugal Field by Linear Sensor Wireless Electrical Resistance Tomography (LS-WERT)

Vertical-Downward Two-Phase Flow Regime Identification by Probabilistic Neural Network (PNN) and Nonlinear Support Vector Machine (SVM)

Anomaly Detection for Network Traffic of I&C Systems Based on Neural Network

Study on Scattering Correction of the 60 Co Gantry-Movable Dual-Projection Digital Radiography Inspection System

Artificial Neural Networks in Condition Monitoring and Fault Diagnosis of Nuclear Power Plants: A Concise Review

An Image Quality Improvement Method Based on Neural Network for Digital Radiography Security Inspection System

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