Linear active disturbance rejection control of heavy-haul train operation based on an interval type-2 fuzzy logic system model

IF 2.7 4区 工程技术 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY
Yating Fu, Wenxuan Rao, Hui Yang
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引用次数: 0

Abstract

The heavy-haul train (HHT) has large capacity and high efficiency, which represents the level of freight and makes the amelioration of control performance a trend in various countries. Improving the model reliability and increasing the anti-disturbance ability of the operation controller are two main ways to improve the operation control accuracy of HHTs. Herein, to describe the large nonlinear system more precisely, an interval type-2 fuzzy logic system (IT2FLS) is introduced to obtain a dynamic model. Then, a linear active disturbance rejection controller (LADRC) is designed to achieve precise operational control. In addition, the ‘bandwidth method’ is combined with the sparrow search algorithm (SSA) to solve the difficulty of controller parameters adjustment. Afterwards, the stability analysis of the closed-loop control system is given. The simulation experiments are conducted based on data collected from HXD1 locomotives driven by excellent drivers. Results show that the speed tracking error is no more than 0.5 km/h, and demonstrate that the proposed method significantly improves the operational performance of HHTs.
基于区间2型模糊逻辑系统模型的重载列车运行线性自抗扰控制
重载列车具有运力大、效率高的特点,代表了货运水平,使其控制性能的改善成为各国的发展趋势。提高模型可靠性和提高运行控制器的抗扰动能力是提高高温超导系统运行控制精度的主要途径。为了更精确地描述大型非线性系统,引入区间2型模糊逻辑系统(IT2FLS)来获得其动态模型。然后,设计了线性自抗扰控制器(LADRC)来实现精确的运行控制。此外,将“带宽法”与麻雀搜索算法(SSA)相结合,解决了控制器参数调整困难的问题。然后,对闭环控制系统进行了稳定性分析。采用优秀驾驶员驾驶的HXD1型机车数据进行仿真实验。结果表明,该方法的速度跟踪误差不大于0.5 km/h,显著提高了高速公路的运行性能。
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来源期刊
Transportation Safety and Environment
Transportation Safety and Environment TRANSPORTATION SCIENCE & TECHNOLOGY-
CiteScore
3.90
自引率
13.60%
发文量
32
审稿时长
10 weeks
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