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引用次数: 0
Adaptive Gain Tuning Rule for Nonlinear Sliding-Mode Speed Control of Encoderless Three-Phase Permanent Magnet Assisted Synchronous Motor 无编码器三相永磁辅助同步电动机非线性滑模速度控制的自适应增益调节规则
Pub Date : 2023-02-24 DOI: 10.30941/CESTEMS.2023.00025
Ghada A. Abdel Aziz;Rehan Ali Khan
In this paper, an adaptive gain tuning rule is designed for the nonlinear sliding mode speed control (NSMSC) in order to enhance the dynamic performance and the robustness of the permanent magnet assisted synchronous reluctance motor (PMa-SynRM) with considering the parameter uncertainties. A nonlinear sliding surface whose parameters are altering with time is designed at first. The proposed NSMSC can minimize the settling time without any overshoot via utilizing a low damping ratio at starting along with a high damping ratio as the output approaches the target set-point. In addition, it eliminates the problem of the singularity with the upper bound of an uncertain term that is hard to be measured practically as well as ensures a rapid convergence in finite time, through employing a simple adaptation law. Moreover, for enhancing the system efficiency throughout the constant torque region, the control system utilizes the maximum torque per ampere technique. The nonlinear sliding surface stability is assured via employing Lyapunov stability theory. Furthermore, a simple sliding mode estimator is employed for estimating the system uncertainties. The stability analysis and the experimental results indicate the effectiveness along with feasibility of the proposed speed estimation and the NSMSC approach for a 1.1-kW PMa-SynRM under different speed references, electrical and mechanical parameters disparities, and load disturbance conditions.
为了在考虑参数不确定性的情况下提高永磁同步磁阻电机的动态性能和鲁棒性,本文为非线性滑模速度控制(NSMSC)设计了一种自适应增益调谐规则。首先设计了一个参数随时间变化的非线性滑动面。所提出的NSMSC可以在没有任何过冲的情况下通过在输出接近目标设定点时利用低阻尼比和高阻尼比来最小化稳定时间。此外,它通过采用简单的自适应律,消除了难以实际测量的不确定项上界的奇异性问题,并确保了在有限时间内的快速收敛。此外,为了在整个恒定转矩区域提高系统效率,控制系统利用每安培最大转矩技术。运用李雅普诺夫稳定性理论,保证了非线性滑动面的稳定性。此外,还采用了一个简单的滑模估计器来估计系统的不确定性。稳定性分析和实验结果表明,在不同的速度基准、电气和机械参数差异以及负载扰动条件下,所提出的速度估计和NSMSC方法对1.1-kW PMa-SynRM的有效性和可行性。
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引用次数: 0
Fault Detection for Motor Drive Control System of Industrial Robots Using CNN-LSTM-based Observers 基于CNN-LSTM观测器的工业机器人电机驱动控制系统故障检测
Pub Date : 2023-01-30 DOI: 10.30941/CESTEMS.2023.00014
Tao Wang;Le Zhang;Xuefei Wang
The complex working conditions and nonlinear characteristics of the motor drive control system of industrial robots make it difficult to detect faults. In this paper, a deep learning-based observer, which combines the convolutional neural network (CNN) and the long short-term memory network (LSTM), is employed to approximate the nonlinear driving control system. CNN layers are introduced to extract dynamic features of the data, whereas LSTM layers perform time-sequential prediction of the target system. In terms of application, normal samples are fed into the observer to build an offline prediction model for the target system. The trained CNN-LSTM-based observer is then deployed along with the target system to estimate the system outputs. Online fault detection can be realized by analyzing the residuals. Finally, an application of the proposed fault detection method to a brushless DC motor drive system is given to verify the effectiveness of the proposed scheme. Simulation results indicate the impressive fault detection capability of the presented method for driving control systems of industrial robots.
工业机器人电机驱动控制系统工作条件复杂,具有非线性特性,故障检测难度大。本文将卷积神经网络(CNN)和长短期记忆网络(LSTM)相结合,采用一种基于深度学习的观测器来逼近非线性驱动控制系统。引入CNN层来提取数据的动态特征,而LSTM层执行目标系统的时序预测。在应用方面,将正常样本馈送到观测器中,以建立目标系统的离线预测模型。然后将经过训练的基于CNN-LSTM的观测器与目标系统一起部署,以估计系统输出。通过分析残差可以实现在线故障检测。最后,将所提出的故障检测方法应用于无刷直流电机驱动系统,验证了所提出方案的有效性。仿真结果表明,该方法对工业机器人驱动控制系统具有良好的故障检测能力。
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引用次数: 7
Cyber-physical Modeling Technique based Dynamic Aggregation of Wind Farm Considering LVRT Characteristic 基于网络物理建模技术的考虑LVRT特性的风电场动态聚合
Pub Date : 2023-01-30 DOI: 10.30941/CESTEMS.2023.00024
Guiqing Ma;Yunlu Li;Junyou Yang;Bing Wu
With the increasing penetration of wind power, large-scale integrated wind turbine brings stability and security risks to the power grid. For the aggregated modeling of large wind farms, it is crucial to consider low voltage ride-through (LVRT) characteristics. However, in aggregation methods, the approximate neglect behavior is essential, which leads to inevitable errors in the aggregation process. Moreover, the lack of parameters in practice brings new challenges to the modeling of a wind farm. To address these issues, a novel cyber-physical modeling method is proposed. This method not only overcomes the aggregation problem under the black-box wind farm but also accurately realizes the aggregation error fitting according to the operation data. The simulation results reveal that the proposed method can accurately simulate the dynamic behaviors of the wind farm in various scenarios, whether in LVRT mode or normal mode.
随着风电的日益普及,大型一体化风机给电网带来了稳定性和安全风险。对于大型风电场的聚合建模,考虑低电压穿越(LVRT)特性至关重要。然而,在聚合方法中,近似忽略行为是必不可少的,这导致了聚合过程中不可避免的错误。此外,实践中参数的缺乏给风电场的建模带来了新的挑战。为了解决这些问题,提出了一种新的网络物理建模方法。该方法不仅克服了黑箱风电场下的聚集问题,而且根据运行数据准确地实现了聚集误差拟合。仿真结果表明,无论是LVRT模式还是正常模式,该方法都能准确模拟风电场在各种场景下的动态行为。
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引用次数: 0
Research on Cogging Force Suppression for Toroidal PMLSM Based on Disturbance Observer 基于扰动观测器的环面永磁同步电机齿槽力抑制研究
Pub Date : 2023-01-30 DOI: 10.30941/CESTEMS.2023.00017
Rongtao Zeng;Jinghong Zhao;Sinian Yan;Yinhao Mao
For a new type of toroidal permanent magnet linear motor(TPMLSM), this paper analyzes the thrust fluctuation in the constant acceleration operation of the motor from the Angle of the cogging force of the linear motor. For the motor whose structure has been determined and processed, the structural parameters of the motor cannot be changed, and its performance cannot be improved from the perspective of the motor body. Therefore, this paper tries to consider the influence of the cogging force on the normal operation of the motor from the perspective of control. In this paper, starting from the body structure of motor, first on the annular linear motor of the cogging force characteristics were extracted, and its expression is obtained by Fourier decomposition, then investigated considering the cogging force and does not consider the cogging force control of motor model, it can be seen that the control performance deteriorates significantly after considering cogging force of the motor, and the acceleration fluctuation increases significantly during the operation of the motor. On this basis, disturbance observation algorithm is introduced, and feedforward compensation is carried out by extracting the characteristic values of the disturbance model. The results show that the disturbance observer can suppress the thrust fluctuation caused by the motor cogging force to a large extent, and it can reduce the peak-to-peak value of the thrust fluctuation by more than 85% during the motor acceleration operation.
针对一种新型环形永磁直线电机,从直线电机的齿槽力角度分析了电机恒加速运行时的推力波动。对于结构已经确定和加工的电机,不能改变电机的结构参数,也不能从电机本体的角度提高其性能。因此,本文试图从控制的角度考虑齿槽力对电机正常运行的影响。本文从电机的本体结构入手,首先提取了环形直线电机的齿槽力特性,并通过傅立叶分解得到其表达式,然后研究了考虑齿槽力和不考虑齿槽作用力控制的电机模型,可以看出,在考虑电机的齿槽力后,控制性能显著下降,并且在电机运行过程中加速度波动显著增加。在此基础上,引入扰动观测算法,通过提取扰动模型的特征值进行前馈补偿。结果表明,扰动观测器可以在很大程度上抑制电机齿槽力引起的推力波动,并且在电机加速运行过程中,可以将推力波动的峰峰值降低85%以上。
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引用次数: 0
Dry-Type AMDT Fault Detection Based on Vibration Signal Analysis by Wavelet Packet 基于小波包振动信号分析的干式AMDT故障检测
Pub Date : 2023-01-30 DOI: 10.30941/CESTEMS.2023.00023
Daosheng Liu;Peng Li;Yijie Chen
Amorphous metal distribution transformers (AMDT) are widely used in power grids due to their low no-load loss. Many scholars have carried out research on the fault detection of transformer windings, tap changers and the other parts. However, due to the high magnetostriction of the amorphous alloy, the vibration generated by AMDT during operation will cause various mechanical failures. This paper studies the vibration characteristics of SCBH 15-200/100 AMDT through no-load tests to find some mechanical failures of AMDT. The installation position of the vibration sensor in AMDT are determined according to finite element analysis (FEA) of the magnetic flux density distribution and modal analysis, and the vibration analyses are performed under different operating conditions of AMDT. The wavelet packet transform (WPT) is used to perform detailed analysis of the vibration signal in the time domain and frequency domain to obtain the energy characteristic value of each frequency band, and it includes the frequency spectrum and waveform data under normal and fault conditions. After obtaining the energy characteristic thresholds of different frequency bands under different conditions, the operating status can be detected by comparing test data with the thresholds. The operation condition including mechanical failures induced by magnetostrictive actions can be accurately determined by the energy characteristic value, such as loose nuts and stress, etc.
非晶金属配电变压器(AMDT)因其空载损耗低而在电网中得到广泛应用。许多学者对变压器绕组、分接开关等部件的故障检测进行了研究。然而,由于非晶合金的高磁致伸缩性,AMDT在运行过程中产生的振动会导致各种机械故障。本文通过对SCBH 15-200/100型AMDT的空载试验,研究了其振动特性,找出了AMDT的一些机械故障。根据磁通密度分布的有限元分析和模态分析,确定了振动传感器在AMDT中的安装位置,并在AMDT的不同运行条件下进行了振动分析。小波包变换(WPT)用于在时域和频域对振动信号进行详细分析,以获得每个频带的能量特征值,它包括正常和故障条件下的频谱和波形数据。在获得不同条件下不同频带的能量特性阈值后,可以通过将测试数据与阈值进行比较来检测运行状态。能量特征值可以准确地确定包括磁致伸缩作用引起的机械故障在内的操作条件,如螺母松动和应力等。
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引用次数: 0
Speed Regulation Method Using Genetic Algorithm for Dual Three-phase Permanent Magnet Synchronous Motors 基于遗传算法的双三相永磁同步电动机调速方法
Pub Date : 2023-01-30 DOI: 10.30941/CESTEMS.2023.00013
Xiuhong Jiang;Yuying Wang;Jiarui Dong
Dual three-phase Permanent Magnet Synchronous Motor (DTP-PMSM) is a nonlinear, strongly coupled, high-order multivariable system. In today's application scenarios, it is difficult for traditional PI controllers to meet the requirements of fast response, high accuracy and good robustness. In order to improve the performance of DTP-PMSM speed regulation system, a control strategy of PI controller based on genetic algorithm is proposed. Firstly, the basic mathematical model of DTP-PMSM is established, and the PI parameters of DTP-PMSM speed regulation system are optimized by genetic algorithm, and the modeling and simulation experiments of DTP-PMSM control system are carried out by MATLAB/SIMULINK. The simulation results show that, compared with the traditional PI control, the proposed algorithm significantly improves the performance of the control system, and the speed output overshoot of the GA-PI speed control system is smaller. The anti-interference ability is stronger, and the torque and double three-phase current output fluctuations are smaller.
双三相永磁同步电动机是一个非线性、强耦合、高阶的多变量系统。在当今的应用场景中,传统的PI控制器很难满足快速响应、高精度和良好鲁棒性的要求。为了提高DTP-PMSM调速系统的性能,提出了一种基于遗传算法的PI控制器控制策略。首先,建立了DTP-PMSM的基本数学模型,利用遗传算法对DTP-PMPMSM调速系统的PI参数进行了优化,并利用MATLAB/SIMULINK对DTP-PM SM控制系统进行了建模和仿真实验。仿真结果表明,与传统的PI控制相比,该算法显著提高了控制系统的性能,并且GA-PI调速系统的速度输出超调较小。抗干扰能力更强,转矩和双三相电流输出波动更小。
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引用次数: 1
Torque Improvement of Spoke-type Permanent Magnet Motor with Auxiliary Stator Using Harmonic Current Control Strategy 用谐波电流控制策略改善带辅助定子轮辐式永磁电机的转矩
Pub Date : 2023-01-30 DOI: 10.30941/CESTEMS.2023.00022
Hao Wu;Wenliang Zhao;Zheng Li;Xiuhe Wang
The spoke-type permanent magnet motor with auxiliary stator exhibits high torque performance owing to the flux focus effects. To further improve its torque density, this paper proposes a control method by using harmonic current strategy. Based on the theoretical analysis, a 3-D torque look-up table by $dq$-axis current and electrical angle is established with the aid of the finite element method (FEM). The maximum torque per ampere curve at each rotor position is identified and summarized to adequately indicate the relationship between torque and current amplitude of the motor. Through theoretical derivation, it is concluded that the minimum torque cost curve is the contour line of $partial T_{pmb{e}}/partial i^{2}$, which can be employed to identify the harmonic current for torque density improvement. Compared to traditional strategies, the proposed control strategy can increase torque density of forward and reverse torque by 1.22% and 1.40%, respectively. The experimental results verify the analysis and simulation results, as well as prove the effectiveness of the proposed strategy.
带辅助定子的轮辐式永磁电机由于磁通聚焦效应而表现出高转矩性能。为了进一步提高其转矩密度,本文提出了一种利用谐波电流策略的控制方法。在理论分析的基础上,利用有限元法建立了基于$dq$-轴电流和电角度的三维转矩查找表。识别并总结每个转子位置的每安培最大转矩曲线,以充分表明电动机的转矩和电流振幅之间的关系。通过理论推导,得出最小转矩成本曲线为$partial T_{pmb{e}}/partial i^{2}$的等值线,可用于识别谐波电流以提高转矩密度。与传统控制策略相比,该控制策略可使正向和反向转矩的转矩密度分别提高1.22%和1.40%。实验结果验证了分析和仿真结果,并证明了所提策略的有效性。
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引用次数: 0
Permanent Magnet Assisted Synchronous Reluctance Motor with Asymmetric Rotor for High Torque Performance 具有高转矩性能的非对称转子永磁辅助同步磁阻电动机
Pub Date : 2023-01-30 DOI: 10.30941/CESTEMS.2023.00016
Chengwu Diao;Wenliang Zhao;Yan Liu;Xiuhe Wang
Permanent magnet assisted synchronous reluctance motor (PMA-SynRM) is a kind of high torque density energy conversion device widely used in modern industry. In this paper, based on the basic topology of PMA-SynRM, a novel PMA-SynRM of asymmetric rotor with position-biased magnet is proposed. The asymmetric rotor design with position-biased magnet realizes the concentration of magnetic field lines in the motor air gap to obtain higher electromagnetic torque, and makes both of magnetic and reluctance torque obtain the peak value at the same current phase angle. The asymmetric rotor configuration is theoretically illustrated by space vector diagram, and the feasibility of high torque performance of the motor is verified. Through the finite element simulation, the effect of the side barrier on output torque and the Mises stress under the rotor asymmetrical design are analyzed. Then the motor characteristics including airgap flux density, back EMF, magnetic torque, reluctance torque, torque ripple, losses, and efficiency are calculated for both the basic and proposed PMA-SynRMs. The results show that the proposed PMA-SynRM has higher torque and efficiency than the basic topology. Moreover, the torque ripple of the proposed PMA-SynRM is reduced by the method with harmonic current injection, and the torque characteristics in the whole current cycle are analyzed. Finally, the endurance to avoid PM demagnetization is confirmed based on the PM remanence calculation.
永磁同步磁阻电动机是一种在现代工业中广泛应用的高转矩密度能量转换装置。本文在PMA-SynRM的基本拓扑结构的基础上,提出了一种具有位置偏置磁体的非对称转子的新型PMA-SynRM。采用位置偏置磁体的非对称转子设计,实现了电机气隙中磁力线的集中,以获得更高的电磁转矩,并使磁转矩和磁阻转矩在相同的电流相位角下都获得峰值。通过空间矢量图对非对称转子结构进行了理论说明,验证了电机高转矩性能的可行性。通过有限元仿真,分析了在转子非对称设计下,侧栅对输出转矩和Mises应力的影响。然后,计算了基本和拟议的PMA SynRM的电机特性,包括气隙磁通密度、反电势、磁转矩、磁阻转矩、转矩纹波、损耗和效率。结果表明,所提出的PMA-SynRM比基本拓扑具有更高的转矩和效率。此外,通过谐波电流注入的方法降低了所提出的PMA SynRM的转矩脉动,并分析了整个电流周期的转矩特性。最后,基于PM剩磁计算,确定了避免PM退磁的耐久性。
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引用次数: 0
Encoderless Five-phase PMa-SynRM Drive System Based on Robust Torque-speed Estimator with Super-twisting Sliding Mode Control 基于超扭滑模控制鲁棒转矩-速度估计器的无编码器五相PMa-SynRM驱动系统
Pub Date : 2023-01-30 DOI: 10.30941/CESTEMS.2023.00020
Ghada A. Abdel Aziz;Rehan Ali Khan
In this paper, a robust torque speed estimator (RTSE) for linear parameter changing (LPC) system is proposed and designed for an encoderless five-phase permanent magnet assisted synchronous reluctance motor (5-phase PMa-SynRM). This estimator is utilized for estimating the rotor speed and the load torque as well as can solve the speed sensor fault problem, as the feedback speed information is obtained directly from the virtual sensor. In addition, this technique is able to enhance the 5-phase PMa-SynRM performance by estimating the load torque for the real time compensation. The stability analysis of the proposed estimator is performed via Schur complement along with Lyapunov analysis. Furthermore, for improving the 5-phase PMa-SynRM performance, five super-twisting sliding mode controllers (ST-SMCs) are employed with providing a robust response without the impacts of high chattering problem. A super-twisting sliding mode speed controller (ST-SMSC) is employed for controlling the PMa-SynRM rotor speed, and four super-twisting sliding mode current controllers (ST-SMCCs) are employed for controlling the 5-phase PMa-SynRM currents. The stability analysis and the experimental results indicate the effectiveness along with feasibility of the proposed RTSE and the ST-SMSC with ST-SMCCs approach for a 750-W 5-phase PMa-SynRM under load disturbance, parameters variations, single open-phase fault, and adjacent two-phase open circuit fault conditions.
本文针对无编码器五相永磁辅助同步磁阻电机(5相PMa-SynRM),提出并设计了一种用于线性参数变化(LPC)系统的鲁棒转矩速度估计器(RTSE)。该估计器用于估计转子速度和负载转矩,并且可以解决速度传感器故障问题,因为反馈速度信息是直接从虚拟传感器获得的。此外,该技术能够通过估计用于实时补偿的负载转矩来增强5相PMa-SynRM的性能。通过Schur补码和Lyapunov分析对所提出的估计器进行了稳定性分析。此外,为了提高5相PMa-SynRM的性能,采用了五个超扭曲滑模控制器(ST-SMC),在没有高抖振问题影响的情况下提供了鲁棒响应。采用超扭曲滑模速度控制器(ST-SMSC)来控制PMa-SynRM转子速度,并采用四个超扭曲滑模电流控制器(ST-SMC)来控制5相PMa-SynRM电流。稳定性分析和实验结果表明,在负载扰动、参数变化、单相开路故障和相邻两相开路故障条件下,所提出的RTSE和ST-SMSC与ST-SMCCs方法对750-W 5相PMa-SynRM的有效性和可行性。
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引用次数: 0
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CES Transactions on Electrical Machines and Systems
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