Nuclear Power Plants With Artificial Intelligence in Industry 4.0 Era: Top-Level Design and Current Applications—A Systemic Review

Nuclear Power Plants With Artificial Intelligence in Industry 4.0 Era: Top-Level Design and Current Applications—A Systemic Review

Nuclear energy can make an important contribution to low-carbon energy supply for Industry 4.0, while Industry 4.0 can reform this industry in return. As a typical and complex man-machine-network integration system, various faults, insufficient automation and stressed human operators limit the furth...

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Autores principales: Chao Lu, Jiafei Lyu, Liming Zhang, Aicheng Gong, Yipeng Fan, Jiangpeng Yan, Xiu Li
Formato: article
Lenguaje:EN
Publicado: IEEE 2020
Materias:
Nuclear power plant
artificial intelligence
Industry 4.0
Electrical engineering. Electronics. Nuclear engineering
TK1-9971
Acceso en línea:https://doaj.org/article/6eef14a6da4f46d48f2499f022de0f74
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spelling oai:doaj.org-article:6eef14a6da4f46d48f2499f022de0f742021-11-20T00:00:37ZNuclear Power Plants With Artificial Intelligence in Industry 4.0 Era: Top-Level Design and Current Applications—A Systemic Review2169-353610.1109/ACCESS.2020.3032529https://doaj.org/article/6eef14a6da4f46d48f2499f022de0f742020-01-01T00:00:00Zhttps://ieeexplore.ieee.org/document/9233420/https://doaj.org/toc/2169-3536Nuclear energy can make an important contribution to low-carbon energy supply for Industry 4.0, while Industry 4.0 can reform this industry in return. As a typical and complex man-machine-network integration system, various faults, insufficient automation and stressed human operators limit the further popularization of nuclear power plants (NPPs) while these issues can be addressed by the aid of artificial intelligence (AI) technologies. In this work, we try to present a systemic review of how AI can benefit NPPs in a top-to-down fashion. We discuss limitations in current NPPs and introduce the concept of Nuclear Power Plant Human-Cyber-Physical System (NPPHCPS) as the top-level design. Then, we category AI-related nuclear power applications into Physical-Plant-Centered and Human-Operator-Centered technologies and review research works from 7 typical NPP functional scenarios in the recent two decades. In each NPP functional scenario, how researchers integrate AI into NPPs is presented following timeline. We hope this review can be used as the guideline for NPPs’ Design in the future and contribute to green Industry 4.0.Chao LuJiafei LyuLiming ZhangAicheng GongYipeng FanJiangpeng YanXiu LiIEEEarticleNuclear power plantartificial intelligenceIndustry 4.0Electrical engineering. Electronics. Nuclear engineeringTK1-9971ENIEEE Access, Vol 8, Pp 194315-194332 (2020)
institution DOAJ
collection DOAJ
language EN
topic Nuclear power plant
artificial intelligence
Industry 4.0
Electrical engineering. Electronics. Nuclear engineering
TK1-9971
spellingShingle Nuclear power plant
artificial intelligence
Industry 4.0
Electrical engineering. Electronics. Nuclear engineering
TK1-9971
Chao Lu
Jiafei Lyu
Liming Zhang
Aicheng Gong
Yipeng Fan
Jiangpeng Yan
Xiu Li
Nuclear Power Plants With Artificial Intelligence in Industry 4.0 Era: Top-Level Design and Current Applications—A Systemic Review
description Nuclear energy can make an important contribution to low-carbon energy supply for Industry 4.0, while Industry 4.0 can reform this industry in return. As a typical and complex man-machine-network integration system, various faults, insufficient automation and stressed human operators limit the further popularization of nuclear power plants (NPPs) while these issues can be addressed by the aid of artificial intelligence (AI) technologies. In this work, we try to present a systemic review of how AI can benefit NPPs in a top-to-down fashion. We discuss limitations in current NPPs and introduce the concept of Nuclear Power Plant Human-Cyber-Physical System (NPPHCPS) as the top-level design. Then, we category AI-related nuclear power applications into Physical-Plant-Centered and Human-Operator-Centered technologies and review research works from 7 typical NPP functional scenarios in the recent two decades. In each NPP functional scenario, how researchers integrate AI into NPPs is presented following timeline. We hope this review can be used as the guideline for NPPs’ Design in the future and contribute to green Industry 4.0.
format article
author Chao Lu
Jiafei Lyu
Liming Zhang
Aicheng Gong
Yipeng Fan
Jiangpeng Yan
Xiu Li
author_facet Chao Lu
Jiafei Lyu
Liming Zhang
Aicheng Gong
Yipeng Fan
Jiangpeng Yan
Xiu Li
author_sort Chao Lu
title Nuclear Power Plants With Artificial Intelligence in Industry 4.0 Era: Top-Level Design and Current Applications—A Systemic Review
title_short Nuclear Power Plants With Artificial Intelligence in Industry 4.0 Era: Top-Level Design and Current Applications—A Systemic Review
title_full Nuclear Power Plants With Artificial Intelligence in Industry 4.0 Era: Top-Level Design and Current Applications—A Systemic Review
title_fullStr Nuclear Power Plants With Artificial Intelligence in Industry 4.0 Era: Top-Level Design and Current Applications—A Systemic Review
title_full_unstemmed Nuclear Power Plants With Artificial Intelligence in Industry 4.0 Era: Top-Level Design and Current Applications—A Systemic Review
title_sort nuclear power plants with artificial intelligence in industry 4.0 era: top-level design and current applications—a systemic review
publisher IEEE
publishDate 2020
url https://doaj.org/article/6eef14a6da4f46d48f2499f022de0f74
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