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Optimization of conductors arrangement in slot for alternating current winding losses reduction 优化槽中导体排列以降低交流绕组损耗
Pub Date : 2024-05-27 DOI: 10.1108/compel-11-2023-0582
Belli Zoubida, Aomar Lyes

Purpose

The purpose of this study is to evaluate and minimize the losses of alternating current (AC) in the winding of electrical machines. AC winding losses are frequently disregarded at low frequencies, but they become a significant concern at high frequencies. This is the situation where applications require a high speed. The most significant applications in this category are electrical propulsion and drive systems.

Design/methodology/approach

An analytical model is used to predict the AC losses in the winding of electrical machines. The process involves dividing the slot into separate layers and then calculating the AC loss factor for each layer. The model aims to calculate AC losses for two different winding arrangements involving circular conductors. This application focuses on the stator winding of a permanent magnet synchronous motor that is specifically designed for electric vehicles. The model is integrated into an optimization process that makes use of the genetic algorithm method to minimize AC losses resulting from the arrangement of conductors within the slot.

Findings

This study and its findings demonstrate that the arrangement of the conductors within the slot has a comparable effect on the AC losses in the winding as the machine's geometric and physical properties. The effectiveness of electrical machines depends heavily on optimizing the arrangement of conductors in the slot to minimize AC winding losses.

Originality/value

The proposed strategy seeks to minimize AC winding losses in high-speed electric machines by providing a cost-effective and precise solution to improve energy efficiency.

本研究的目的是评估和尽量减少电机绕组中的交流电(AC)损耗。交流绕组损耗在低频时经常被忽视,但在高频时却成为一个重要问题。这就是需要高速运转的应用场合。这类应用中最重要的是电力推进和驱动系统。设计/方法/途径使用分析模型预测电机绕组中的交流损耗。这一过程包括将槽划分为不同的层,然后计算每一层的交流损耗因子。该模型旨在计算涉及圆形导体的两种不同绕组布置的交流损耗。该应用主要针对专为电动汽车设计的永磁同步电机的定子绕组。该模型被集成到一个优化过程中,利用遗传算法将槽内导体排列造成的交流损耗降至最低。研究结果这项研究及其结果表明,槽内导体排列对绕组交流损耗的影响与机器的几何和物理特性相当。电机的有效性在很大程度上取决于槽内导体排列的优化,以最大限度地降低交流绕组损耗。原创性/价值所提出的策略旨在通过提供一种经济高效的精确解决方案,最大限度地降低高速电机的交流绕组损耗,从而提高能效。
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引用次数: 0
Stochastic approach for maximum power point determination for bifacial PV modules by implementing two different cell models 通过实施两种不同的电池模型,采用随机方法确定双面光伏组件的最大功率点
Pub Date : 2024-05-27 DOI: 10.1108/compel-11-2023-0563
Angela Najdoska, Goga Vladimir Cvetkovski

Purpose

This paper presents the determination of the maximum power point of a bifacial photovoltaic (PV) system using two different cell models. The optimal power point is determined by using genetic algorithm (GA), as an optimisation tool. The purpose of this paper is to find which of the two analysed models gives better results in the determination of the maximum power point of a bifacial PV system for different solar irradiations. The quality of the results gained from both models is analysed based on the value of the objective function.

Design/methodology/approach

In this research work, the maximum power point of bifacial PV modules is determined by using two different PV cell models, such as the simplified and two-diode models of PV cells. Based on the input electrical data for the analysed bifacial PV module as well as the mathematical model of the two PV cell presentations, the values for the current and the voltage at the maximum power point for a given solar irradiation and working temperature are determined by the algorithm for each solution in the population and generation.

Findings

From the presented results and the performed analysis, it can be concluded that GA is quite appropriate for this purpose and gives adequate results for both models and for all working conditions. The two-diode model was found to be more suitable compared with the simplified model due to its complexity. Therefore, although the power difference for each of the scenarios for the two compared models does not differ significantly among the two models, it is in favour of the two-diode model. Which implicates that the for fast and simple calculation the simplified model can also do the job.

Practical implications

This approach can be very successfully applied in the design process of a PV plant to forecast the output characteristics of the PV system if there is enough information about the weather conditions for a given location. This procedure can be very helpful in the process of selection of right PV module and inverter for a given location.

Originality/value

An optimisation technique using GA as an optimisation tool has been developed and successfully applied in the determination of the maximum power point for a bifacial PV module using to different models of solar cell. The results are compared with the analytically determined values as well as with the values given from the producer and they show good agreement.

目的 本文介绍了使用两种不同电池模型确定双面光伏(PV)系统最大功率点的方法。使用遗传算法 (GA) 作为优化工具,确定最佳功率点。本文的目的是找出在确定不同太阳辐照度下双面光伏系统的最大功率点时,两种分析模型中哪种结果更好。设计/方法/途径在这项研究工作中,通过使用两种不同的光伏电池模型,如简化光伏电池模型和双二极管光伏电池模型,来确定双面光伏组件的最大功率点。根据所分析的双面光伏模块的输入电气数据以及两种光伏电池模型的数学模型,在给定的太阳辐照度和工作温度下,通过算法确定群体和发电中每种解决方案的最大功率点的电流和电压值。由于其复杂性,双二极管模型比简化模型更适合。因此,尽管两种模型在每种情况下的功率差异不大,但双二极管模型更胜一筹。实际意义在光伏电站的设计过程中,如果有足够的给定地点的天气条件信息,这种方法可以非常成功地用于预测光伏系统的输出特性。原创性/价值使用 GA 作为优化工具开发了一种优化技术,并成功应用于确定双面光伏模块的最大功率点,该模块使用了不同型号的太阳能电池。研究结果与分析得出的数值以及生产商提供的数值进行了比较,结果表明两者具有良好的一致性。
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引用次数: 0
Topology optimization for magnetic circuits with continuous adjoint method in 3D 用三维连续邻接法优化磁路拓扑结构
Pub Date : 2024-05-24 DOI: 10.1108/compel-12-2023-0644
Zakaria Houta, Frederic Messine, Thomas Huguet

Purpose

The purpose of this paper is to present a new approach to optimizing the design of 3D magnetic circuits. This approach is based on topology optimization, where derivative calculations are performed using the continuous adjoint method. Thus, the continuous adjoint method for magnetostatics has to be developed in 3D and has to be combined with penalization, filtering and homotopy approaches to provide an efficient optimization code.

Design/methodology/approach

To provide this new topology optimization code, this study starts from 2D magnetostatic results to perform the sensitivity analysis, and this approach is extended to 3D. From this sensitivity analysis, the continuous adjoint method is derived to compute the gradient of an objective function of a 3D topological optimization design problem. From this result, this design problem is discretized and can then be solved by finite element software. Thus, by adding the solid isotropic material with penalization (SIMP) penalization approach and developing a homotopy-based optimization algorithm, an interesting means for designing 3D magnetic circuits is provided.

Findings

In this paper, the 3D continuous adjoint method for magnetostatic problems involving an objective least-squares function is presented. Based on 2D results, new theoretical results for developing sensitivity analysis in 3D taking into account different parameters including the ferromagnetic material, the current density and the magnetization are provided. Then, by discretizing, filtering and penalizing using SIMP approaches, a topology optimization code has been derived to address only the ferromagnetic material parameters. Based on this efficient gradient computation method, a homotopy-based optimization algorithm for solving large-scale 3D design problems is developed.

Originality/value

In this paper, an approach based on topology optimization to solve 3D magnetostatic design problems when an objective least-squares function is involved is proposed. This approach is based on the continuous adjoint method derived for 3D magnetostatic design problems. The effectiveness of this topology optimization code is demonstrated by solving the design of a 3D magnetic circuit with up to 100,000 design variables.

本文旨在介绍一种优化三维磁路设计的新方法。这种方法以拓扑优化为基础,使用连续积分法进行导数计算。因此,必须开发三维磁静力学连续积分法,并将其与惩罚、过滤和同调方法相结合,以提供高效的优化代码。为了提供这种新的拓扑优化代码,本研究从二维磁静力学结果开始执行敏感性分析,并将这种方法扩展到三维。通过这种敏感性分析,得出了连续邻接法来计算三维拓扑优化设计问题的目标函数梯度。根据这一结果,设计问题被离散化,然后可以用有限元软件求解。因此,通过添加各向同性固体材料与惩罚(SIMP)惩罚方法和开发基于同调的优化算法,为三维磁路设计提供了一种有趣的方法。研究结果本文提出了涉及目标最小二乘法函数的磁静力问题的三维连续邻接法。在二维结果的基础上,考虑到铁磁材料、电流密度和磁化等不同参数,提供了三维灵敏度分析的新理论结果。然后,通过使用 SIMP 方法进行离散化、过滤和惩罚,得出了一个拓扑优化代码,仅用于处理铁磁材料参数。基于这种高效梯度计算方法,开发了一种基于同调的优化算法,用于解决大规模三维设计问题。原创性/价值本文提出了一种基于拓扑优化的方法,用于解决涉及目标最小二乘法函数的三维磁静力设计问题。该方法基于为三维磁静力设计问题衍生的连续邻接法。通过求解具有多达 100,000 个设计变量的三维磁路设计,证明了拓扑优化代码的有效性。
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引用次数: 0
Interactive and educational simulation tool for permanent magnet synchronous machines 永磁同步电机的交互式教学模拟工具
Pub Date : 2024-05-17 DOI: 10.1108/compel-11-2023-0554
Alexander Schugardt, Louis Kaiser, Fatih Avcilar, Uwe Schäfer

Purpose

This paper aims to present an interactive design and simulation tool for permanent magnet synchronous machines based on the finite-element-method. The tool is intended for education and research on electrical machines.

Design/methodology/approach

A coupling between the software MATLAB and finite element method magnetics is used. Several functionalities are included as modular scripts and represented in the form of a graphical user interface. Included are fully parametrized motor models, automatic winding generations and the evaluation of torque waveforms, core losses and speed-torque-diagrams. A survey was conducted to determine how the motivation of students concerning the covered topics is influenced by using the tool.

Findings

Due to its simplicity and the intuitive visualization of the results, the tool provides direct access to the topic of electrical machines without having to deal with separate scripts. The modular structure of the software allows simple extensions with new functions. Because students can directly contribute to the tool with their own work, their motivation for using and extending it increases.

Originality/value

The presented tool offers more functionalities compared to similar free software packages, e.g. the calculation of core losses and speed-torque diagrams. Also, it is designed in such a way that it can be easily understood and extended by students.

目的 本文旨在介绍一种基于有限元法的永磁同步电机交互式设计和仿真工具。设计/方法/途径使用 MATLAB 软件和有限元法磁学之间的耦合。若干功能以模块化脚本的形式包含,并以图形用户界面的形式表示。其中包括完全参数化的电机模型、自动绕组生成以及转矩波形、铁芯损耗和速度-转矩图评估。调查结果显示,该工具操作简单,结果直观可视化,可直接进入电机主题,而无需处理单独的脚本。软件的模块化结构允许通过新功能进行简单扩展。原创性/价值与类似的免费软件包相比,本工具提供了更多的功能,例如计算铁芯损耗和速度-扭矩图。此外,它的设计方式也便于学生理解和扩展。
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引用次数: 0
Topological optimization in 3D-magnetostatics: development of adjoint methods using the equations of magnetic moments 三维磁静力学中的拓扑优化:利用磁矩方程开发辅助方法
Pub Date : 2024-05-17 DOI: 10.1108/compel-10-2023-0533
Sophie Michel, Frederic Messine, Jean-René Poirier

Purpose

The purpose of this paper is mainly to develop the adjoint method within the method of magnetic moment (MMM) and thus, to provide an efficient new way to solve topology optimization problems in magnetostatic to design 3D-magnetic circuits.

Design/methodology/approach

First, the MMM is recalled and the optimization design problem is reformulated as a partial derivative equation-constrained optimization problem where the constraint is the Maxwell equation in magnetostatic. From the Karush–Khun–Tucker optimality conditions, a new problem is derived which depends on a Lagrangian parameter. This problem is called the adjoint problem and the Lagrangian parameter is called the adjoint parameter. Thus, solving the direct and the adjoint problems, the values of the objective function as well as its gradient can be efficiently obtained. To obtain a topology optimization code, a semi isotropic material with penalization (SIMP) relaxed-penalization approach associated with an optimization based on gradient descent steps has been developed and used.

Findings

In this paper, the authors provide theoretical results which make it possible to compute the gradient via the continuous adjoint of the MMMs. A code was developed and it was validated by comparing it with a finite difference method. Thus, a topology optimization code associating this adjoint based gradient computations and SIMP penalization technique was developed and its efficiency was shown by solving a 3D design problem in magnetostatic.

Research limitations/implications

This research is limited to the design of systems in magnetostatic using the linearity of the materials. The simple examples, the authors provided, are just done to validate our theoretical results and some extensions of our topology optimization code have to be done to solve more interesting design cases.

Originality/value

The problem of design is a 3D magnetic circuit. The 2D optimization problems are well known and several methods of resolution have been introduced, but rare are the problems using the adjoint method in 3D. Moreover, the association with the MMMs has never been treated yet. The authors show in this paper that this association could provide gains in CPU time.

本文的目的主要是在磁矩法(MMM)中发展邻接法,从而为解决磁静力拓扑优化问题提供一种高效的新方法,以设计三维磁路。首先,回顾了磁矩法,并将优化设计问题重新表述为偏导数方程约束优化问题,其中的约束条件是磁静力中的麦克斯韦方程。根据卡鲁什-洪-塔克最优条件,可以推导出一个取决于拉格朗日参数的新问题。这个问题称为邻接问题,拉格朗日参数称为邻接参数。因此,通过解决直接问题和邻接问题,可以有效地获得目标函数值及其梯度。为了获得拓扑优化代码,开发并使用了一种与基于梯度下降步骤的优化相关联的半各向同性材料与惩罚(SIMP)放松惩罚方法。他们开发了一套代码,并通过与有限差分法的比较进行了验证。因此,开发了一种拓扑优化代码,将这种基于邻接的梯度计算与 SIMP 惩罚技术相结合,并通过解决磁静力三维设计问题证明了其效率。作者提供的简单示例只是为了验证我们的理论结果,还需要对拓扑优化代码进行一些扩展,以解决更有趣的设计案例。二维优化问题是众所周知的,并且已经引入了几种解决方法,但在三维中使用邻接法的问题却很少见。此外,与 MMMs 相关的问题也从未涉及。作者在本文中指出,这种关联可以节省 CPU 时间。
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引用次数: 0
Trust region framework-based design of sub-6 GHz m-MIMO antenna and evaluation of SAR 基于信任区域框架的 6 GHz 以下 m-MIMO 天线设计和 SAR 评估
Pub Date : 2024-05-13 DOI: 10.1108/compel-11-2023-0596
Ahmet Turgut, Begum Korunur Engiz

Purpose

Currently, massive multiple-input multiple-output (m-MIMO) antennas are typically designed using complex trial-and-error methods. The purpose of this study is to determine an effective optimization method to achieve more efficient antenna design processes.

Design/methodology/approach

This paper presents the design stages of a m-MIMO antenna array compatible with 5G smartphones operating in long term evolution (LTE) bands 42, 43 and 46, based on a specific algorithm. Each antenna element in the designed 10-port m-MIMO antenna array is intended to perfectly cover the three specified LTE bands. The optimization methods used for this purpose include the Nelder–Mead simplex algorithm, covariance matrix adaptation evolution strategy, particle swarm optimization and trust region framework (TRF).

Findings

Among the primary optimization algorithms, the TRF algorithm met the defined objectives most effectively. The achieved antenna efficiency values exceeded 60.81% in the low band and 68.39% in the high band, along with perfect coverage of the desired bands, demonstrating the success of the design with the TRF algorithm. In addition, the potential electromagnetic field exposure caused by the designed m-MIMO antenna array is elaborated upon in detail using computational human models through specific absorption rate analysis.

Originality/value

The comparison of four different algorithms (two local and two global) for use in the design of a 10-element m-MIMO antenna array with a complex structural configuration and the success of the design implemented with the selected algorithm distinguish this study from others.

目的目前,大规模多输入多输出(m-MIMO)天线的设计通常采用复杂的试错方法。本文介绍了基于特定算法的 m-MIMO 天线阵列的设计阶段,该天线阵列与在长期演进(LTE)频段 42、43 和 46 上运行的 5G 智能手机兼容。所设计的 10 端口 m-MIMO 天线阵列中的每个天线元件都旨在完美覆盖三个指定的 LTE 频段。为此采用的优化方法包括 Nelder-Mead 单纯形算法、协方差矩阵适应演化策略、粒子群优化和信任区域框架(TRF)。所实现的天线效率值在低频段超过了 60.81%,在高频段超过了 68.39%,并且完美覆盖了所需频段,这表明 TRF 算法的设计是成功的。原创性/价值比较了四种不同算法(两种局部算法和两种全局算法)在设计具有复杂结构配置的 10 元 m-MIMO 天线阵列中的使用情况,以及使用所选算法实施设计的成功,使本研究与其他研究不同。
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引用次数: 0
Optimization of an inductor for electromagnetic levitation melting 优化用于电磁悬浮熔化的感应器
Pub Date : 2024-05-13 DOI: 10.1108/compel-06-2023-0233
Błażej Nycz, Roman Przyłucki, Łukasz Maliński, Slawomir Golak

Purpose

The study aims to maximize the efficiency of the process under a given current condition by changing the geometry of the coil. This optimization is economically justified by reducing the cost of the process.

Design/methodology/approach

The paper presents the author’s optimization process for a case requiring long computational time. The presented optimization is based on a 3D simulation model of an electromagnetic levitation melting (ELM) inductor.

Findings

The result of the work is to find a suboptimal inductor geometry for ELM.

Research limitations/implications

To solve the presented problem, a procedure using an evolutionary algorithm was relied on. As for all global search algorithms, it is possible to find a local optimum instead of a global one.

Practical implications

The new inductor geometry for ELM, thanks to its higher process efficiency for its class of inductors, can lead to the reduction of the costs of the process by using this type of equipment.

Originality/value

The novelty of the article is a proprietary optimization algorithm and the use of an advanced 3D simulation model which was necessary due to the lack of symmetry of the ELM inductor.

目的这项研究旨在通过改变线圈的几何形状,最大限度地提高给定电流条件下的工艺效率。本文介绍了作者针对需要较长计算时间的情况所进行的优化过程。研究限制/意义为了解决所提出的问题,我们使用了进化算法。与所有全局搜索算法一样,有可能找到局部最优,而不是全局最优。实用意义ELM 的新电感器几何形状,由于其对同类电感器具有更高的工艺效率,可以降低使用此类设备的工艺成本。原创性/价值文章的新颖之处在于采用了专有的优化算法和先进的三维模拟模型,由于 ELM 电感器缺乏对称性,因此有必要使用该模型。
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引用次数: 0
Basic properties of ferromagnetic vector hysteresis play models and their validation by finite element method 铁磁矢量磁滞回线模型的基本特性及其有限元法验证
Pub Date : 2024-05-10 DOI: 10.1108/compel-11-2023-0568
Xiao Xiao, Andreas Christian Thul, Lars Eric Müller, Kay Hameyer

Purpose

Magnetic hysteresis holds significant technical and physical importance in the design of electromagnetic components. Despite extensive research in this area, modeling magnetic hysteresis remains a challenging task that is yet to be fully resolved. The purpose of this paper is to study vector hysteresis play models for anisotropic ferromagnetic materials in a physical, thermodynamical approach.

Design/methodology/approach

In this work, hysteresis play models are implemented to interpret magnetic properties, drawing upon classical rate-independent plasticity principles derived from continuum mechanics theory. By conducting qualitative and quantitative verification and validation, various aspects of ferromagnetic vector hysteresis were thoroughly examined. By directly incorporating the hysteresis play models into the primal formulations using fixed point method, the proposed model is validated with measurements in a finite element (FE) environments.

Findings

The proposed vector hysteresis play model is verified with fundamental properties of hysteresis effects. Numerical analysis is performed in an FE environment. Measured data from a rotational single sheet tester (RSST) are validated to the simulated results.

Originality/value

The results of this work demonstrates that the essential properties of the hysteresis effects by electrical steel sheets can be represented by the proposed vector hysteresis play models. By incorporation of hysteresis play models into the weak formulations of the magnetostatic problem in the h-based magnetic scalar potential form, magnetic properties of electrical steel sheets can be locally analyzed and represented.

目的磁滞在电磁元件设计中具有重要的技术和物理意义。尽管在这一领域开展了广泛的研究,但磁滞建模仍然是一项具有挑战性的任务,尚未完全解决。本文的目的是以物理、热力学方法研究各向异性铁磁材料的矢量磁滞效应模型。在这项工作中,借鉴连续介质力学理论衍生的经典速率无关塑性原理,实施磁滞效应模型来解释磁特性。通过定性和定量的验证和确认,对铁磁矢量磁滞的各个方面进行了深入研究。通过使用定点法将磁滞效应模型直接纳入基元公式,在有限元(FE)环境中用测量结果验证了所提出的模型。在有限元环境中进行了数值分析。原创性/价值这项工作的结果表明,电工钢片磁滞效应的基本特性可以用提出的矢量磁滞游隙模型来表示。通过将磁滞效应模型纳入基于 h 的磁标量势形式的磁静力问题弱公式中,可对电工钢片的磁特性进行局部分析和表示。
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引用次数: 0
Multi-mode operations of double-stator switched reluctance machine for electric vehicle 电动汽车双定子开关磁阻机的多模式运行
Pub Date : 2024-05-06 DOI: 10.1108/compel-10-2023-0531
Shujing Li, Xiaojuan Huang, Zhiheng He, Yongxiang Liu, Hui Qu, Jing Wu

Purpose

The purpose of this paper is to introduce a double-stator switched reluctance machine (DS-SRM) for electric vehicles (EVs) and to propose multi-mode operations for this machine.

Design/methodology/approach

Analysis of flux linkage distributions and torque characteristics using finite element method (FEM). Building a dynamic simulation model based on electromagnetic characteristics, mathematical equations and mechanical motion equations of the DS-SRM drive system. The paper proposes multi-mode operations (inner-stator excitation mode, outer-stator excitation mode and double-stator excitation mode) based on motor working regions. It also conducts simulation and experimental results to verify the effectiveness of the proposed multi-mode operations strategies and control schemes.

Findings

There is almost no electromagnetic coupling between the inner and outer stators due to the specially designed rotor structure and optimized windings polarity configuration. Analysis of flux linkage distributions and torque characteristics verified the independence of inner and outer stators. Proposal of multi-mode operations and corresponding control rules achieved the smooth switching between different modes.

Originality/value

The paper introduced the DS-SRM for EVs and proposed multi-mode operations, along with control rules, to optimize its performance. The specially designed rotor structure, optimized winding polarity configuration, and the proposed multi-mode operations contribute to the originality of the research.

目的本文旨在介绍一种用于电动汽车(EV)的双定子开关磁阻机(DS-SRM),并提出该机器的多模式运行建议。根据 DS-SRM 驱动系统的电磁特性、数学方程和机械运动方程建立动态仿真模型。根据电机工作区域,提出了多模式运行(内定子励磁模式、外定子励磁模式和双定子励磁模式)。研究结果由于采用了特殊设计的转子结构和优化的绕组极性配置,内外定子之间几乎没有电磁耦合。对磁通量分布和转矩特性的分析验证了内外定子的独立性。多模式操作和相应控制规则的提出实现了不同模式之间的平滑切换。 原创性/价值 本文介绍了用于电动汽车的 DS-SRM,并提出了多模式操作和控制规则,以优化其性能。特别设计的转子结构、优化的绕组极性配置以及提出的多模式操作有助于提高研究的原创性。
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引用次数: 0
Bearing fault diagnosis of induction machines using VMD-DWT and composite multiscale weighted permutation entropy 利用 VMD-DWT 和复合多尺度加权排列熵诊断感应机轴承故障
Pub Date : 2024-05-06 DOI: 10.1108/compel-11-2023-0580
Ahmed Taibi, Said Touati, Lyes Aomar, Nabil Ikhlef

Purpose

Bearings play a critical role in the reliable operation of induction machines, and their failure can lead to significant operational challenges and downtime. Detecting and diagnosing these defects is imperative to ensure the longevity of induction machines and preventing costly downtime. The purpose of this paper is to develop a novel approach for diagnosis of bearing faults in induction machine.

Design/methodology/approach

To identify the different fault states of the bearing with accurately and efficiently in this paper, the original bearing vibration signal is first decomposed into several intrinsic mode functions (IMFs) using variational mode decomposition (VMD). The IMFs that contain more noise information are selected using the Pearson correlation coefficient. Subsequently, discrete wavelet transform (DWT) is used to filter the noisy IMFs. Second, the composite multiscale weighted permutation entropy (CMWPE) of each component is calculated to form the features vector. Finally, the features vector is reduced using the locality-sensitive discriminant analysis algorithm, to be fed into the support vector machine model for training and classification.

Findings

The obtained results showed the ability of the VMD_DWT algorithm to reduce the noise of raw vibration signals. It also demonstrated that the proposed method can effectively extract different fault features from vibration signals.

Originality/value

This study suggested a new VMD_DWT method to reduce the noise of the bearing vibration signal. The proposed approach for bearing fault diagnosis of induction machine based on VMD-DWT and CMWPE is highly effective. Its effectiveness has been verified using experimental data.

目的轴承在感应机器的可靠运行中起着至关重要的作用,其故障可能导致严重的运行挑战和停机。检测和诊断这些故障对于确保感应机的使用寿命和防止代价高昂的停机时间至关重要。为了准确高效地识别轴承的不同故障状态,本文首先使用变异模态分解(VMD)技术将原始轴承振动信号分解为多个固有模态函数(IMF)。利用皮尔逊相关系数选出包含较多噪声信息的 IMF。随后,使用离散小波变换 (DWT) 过滤噪声 IMF。其次,计算每个分量的复合多尺度加权排列熵(CMWPE),形成特征向量。最后,使用局部敏感判别分析算法对特征向量进行还原,并将其输入支持向量机模型进行训练和分类。本研究提出了一种新的 VMD_DWT 方法来降低轴承振动信号的噪声。所提出的基于 VMD-DWT 和 CMWPE 的感应机轴承故障诊断方法非常有效。实验数据验证了该方法的有效性。
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