A nonlinear hierarchical general predictive governing control scheme for pumped storage units

IF 8.9 2区 工程技术 Q1 ENERGY & FUELS Journal of energy storage Pub Date : 2024-11-02 DOI:10.1016/j.est.2024.114390
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Abstract

The speed governor system is known as the key part of the pumped storage unit (PSU) and plays an important role in ensuring its stable operation. To improve the control performance of the pumped storage governing system (PSGS), this paper introduces a hierarchical control strategy improved generalized predictive control-proportional-integral-derivative (IGPC-PID) for PSU. Firstly, we establish a precise state-space differential equation model of PSGS. Secondly, we propose a parameter approximation strategy based on the F-test, which is used to approximate the higher-order transfer function model of the PSGS. Besides, the model parameters are estimated online by the least square method (LSM) to reduce the model error. Combined with the model parameter approximation method and hierarchical control strategy proposed in this paper, numerical experiments are conducted on the simulation platform established in the study. The results indicate that the proposed model can accurately describe the hydraulic dynamic characteristics of the piping system, and the IGPC-PID can effectively inhibit the rotational speed oscillations of the PSGS under perturbation. Simulation results show that under 5 % frequency perturbation, the IGPC-PID controller can make the system reach a stable state in about 4 s with almost no overshooting. Compared with the traditional proportional-integral-derivative (PID), generalized predictive control (GPC) controller reduces about 9 s, 5 s, the overshooting amount reduces 0.0026. The stabilization time of the IGPC-PID controller is also the shortest is 3.5 s under 10 % load perturbation. So IGPC-PID has a better control performance and robustness than that of the PID and GPC.

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抽水蓄能装置的非线性分层一般预测治理控制方案
众所周知,调速器系统是抽水蓄能机组(PSU)的关键部分,在确保机组稳定运行方面发挥着重要作用。为了提高抽水蓄能调速系统(PSGS)的控制性能,本文介绍了一种针对 PSU 的改进型广义预测控制-比例-积分-派生(IGPC-PID)分层控制策略。首先,我们建立了 PSGS 的精确状态空间微分方程模型。其次,我们提出了一种基于 F 检验的参数逼近策略,用于逼近 PSGS 的高阶传递函数模型。此外,我们还采用最小二乘法(LSM)对模型参数进行在线估计,以减少模型误差。结合本文提出的模型参数逼近方法和分层控制策略,在研究建立的仿真平台上进行了数值实验。结果表明,本文提出的模型能准确描述管道系统的水力动态特性,IGPC-PID 能有效抑制扰动下 PSGS 的转速振荡。仿真结果表明,在 5 % 的频率扰动下,IGPC-PID 控制器能使系统在约 4 s 内达到稳定状态,几乎没有过冲。与传统的比例积分派生(PID)控制器相比,广义预测控制(GPC)控制器分别缩短了约 9 秒和 5 秒,过冲量减少了 0.0026。在 10 % 的负载扰动下,IGPC-PID 控制器的稳定时间也最短,仅为 3.5 s。因此,IGPC-PID 比 PID 和 GPC 具有更好的控制性能和鲁棒性。
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来源期刊
Journal of energy storage
Journal of energy storage Energy-Renewable Energy, Sustainability and the Environment
CiteScore
11.80
自引率
24.50%
发文量
2262
审稿时长
69 days
期刊介绍: Journal of energy storage focusses on all aspects of energy storage, in particular systems integration, electric grid integration, modelling and analysis, novel energy storage technologies, sizing and management strategies, business models for operation of storage systems and energy storage developments worldwide.
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