永磁电磁混合悬浮系统模糊双适应零功率控制OA
Fuzzy Dual-Adaptive Zero-Power Control for Permanent Electromagnetic Magnet Hybrid Suspension System
针对永磁电磁混合悬浮系统零功率控制中电流积分导致的饱和、响应滞后与抗扰能力不足的问题,综合考虑系统空载起浮和负载变化 2种工况,提出一种基于高阶滑模观测器的模糊双适应零功率控制方法.首先,基于系统数学模型,设计高阶滑模观测器,实现对集总干扰和误差变化率的估计;其次,根据观测器输出在 PD控制器中引入前馈补偿,完成对悬浮间隙的快速稳定跟踪和干扰力的动态补偿;进一步分析电流积分在系统空载起浮和负载变化工况下对系统动稳态性能的影响;最后,提出模糊双适应算法,借助二维模糊算法在线优化电流环积分系数,并基于双曲正切函数的动态调节学习率,根据系统动态特性自适应调整积分增益权重,有效抑制积分饱和并提高系统响应速度.研究结果表明:在空载起浮工况下,所提方法的仿真与实验响应时间分别为 0.12 s和0.25 s,且均无超调;在负载突变工况下,仿真与实验响应时间分别为 0.10 s和 0.15 s,亦无超调;在负载连续变化工况下,电流误差不超过±0.35 A,且无超调;与固定学习率和固定电流积分系数方法相比,所提方法响应时间最少缩短了14.2%,且超调为0.
A fuzzy dual-adaptive zero-power control method based on a high-order sliding mode observer was proposed to address issues of saturation,response lag,and insufficient disturbance rejection caused by current integration in the zero-power control of permanent magnet electromagnetic hybrid suspension systems.The method comprehensively considered both no-load lifting and load variation operating conditions.First,based on the system mathematical model,a high-order sliding mode observer was designed to estimate the lumped disturbance and error variation rate.Second,feedforward compensation was introduced into the proportional derivative(PD)controller according to the observer output,achieving fast and stable tracking of the suspension gap and dynamic compensation of disturbance forces.Further analysis was conducted on the impact of current integration on dynamic and steady-state performance under both no-load lifting and load variation conditions.Finally,a fuzzy dual-adaptive algorithm was proposed.A two-dimensional fuzzy algorithm was used to optimize the integral coefficient of the current loop online,while the learning rate was dynamically adjusted based on a hyperbolic tangent function,enabling adaptive adjustment of the integral gain weight according to the system dynamics.This effectively suppressed integral saturation and improved system response speed.The research results show that under no-load lifting conditions,the simulation and experimental response time of the proposed method is 0.12 s and 0.25 s,respectively,with no overshoot.Under sudden load variation conditions,the simulation and experimental response time is 0.10 s and 0.15 s,without overshoot.Under continuous load variation conditions,the current error does not exceed±0.35 A,and no overshoot occurs.Compared with methods using fixed learning rates and fixed current integral coefficients,the proposed method reduces response time by at least 14.2%with zero overshoot.
申璐;张立伟;张孟磊
北京交通大学电气工程学院,北京 100044北京交通大学电气工程学院,北京 100044北京交通大学电气工程学院,北京 100044
交通工程
永磁电磁混合悬浮系统高阶滑模观测器电流积分反馈模糊双适应算法
permanent magnet electromagnetic hybrid suspension systemhigh-order sliding mode observercurrent integral feedbackfuzzy dual-adaptive algorithm
《西南交通大学学报》 2026 (4)
1130-1139,10
内蒙古自治区科技创新重大示范项目(2025ZDSF0006)
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