Review on the Recent Progress in Nuclear Plant Dynamical Modeling and Control

控制工程 核能 模块化设计 强化学习 核电站 工程类 计算机科学 人工智能 生态学 物理 核物理学 生物 操作系统
作者
Zhe Dong,Zhonghua Cheng,Yunlong Zhu,Xiaojin Huang,Yujie Dong,Zuoyi Zhang
出处
期刊:Energies [Multidisciplinary Digital Publishing Institute]
卷期号:16 (3): 1443-1443 被引量:15
标识
DOI:10.3390/en16031443
摘要

Nuclear plant modeling and control is an important subject in nuclear power engineering, giving the dynamic model from process mechanics and/or operational data as well as guaranteeing satisfactory transient and steady-state operational performance by well-designed plant control laws. With the fast development of small modular reactors (SMRs) and in the context of massive integration of intermittent renewables, it is required to operate the nuclear plants more reliably, efficiently, flexibly and smartly, motivating the recent exciting progress in nuclear plant modeling and control. In this paper, the main progress during the last several years in dynamical modeling and control of nuclear plants is reviewed. The requirement of nuclear plant operation to the subject of modeling and control is first given. By categorizing the results to the aspects of mechanism-based, data-based and hybrid modeling methods, the advances in dynamical modeling are then given, where the modeling of SMR plants, learning-based modeling and state-observers are typical hot topics. In addition, from the directions of intelligent control, nonlinear control, online control optimization and multimodular coordinated control, the advanced results in nuclear plant control methods are introduced, where the hot topics include fuzzy logic inference, neural-network control, reinforcement learning, sliding mode, feedback linearization, passivation and decoupling. Based upon the review of recent progress, the future directions in nuclear plant modeling and control are finally given.
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