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Enhanced SVPWM Techniques for Six-Phase Inverters: Mitigation of Current Harmonics and Common Mode Voltage 用于六相逆变器的增强型 SVPWM 技术:降低电流谐波和共模电压
IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-09 DOI: 10.1109/OJIES.2024.3512588
Kotb B. Tawfiq;Hatem Zeineldin;Ahmed Al-Durra;Ehab F. El-Saadany
Reducing current harmonics and common mode voltage (CMV) holds highest importance for six-phase electric vehicles, as it not only prolongs the lifespan of crucial components but also significantly enhances overall vehicle performance, operational efficiency and improved thermal management. This article introduces an innovative switching sequence for space vector pulsewidth modulation (SVPWM) in six-phase inverters, aimed at significantly reducing CMV and total harmonic distortion (THD) of phase currents. The proposed method optimally selects switching states with minimal and/or zero CMV and ensures balanced distribution in the $x - y$ subspace, resulting in null $x - y$ voltage and current components. Comparative analysis was conducted against two existing SVPWM techniques: reference SVPWM sequence-1 (RSVM1), known for the lowest THD but highest CMV, and six-phase discontinuous CMV sequence-2-A2 (6Φ-DCMV2-A2), which has the lowest CMV but higher THD. Experimental setups and MATLAB simulations validated the findings. The proposed SVPWM demonstrates a CMV reduction of 23.86% and 89.42% compared to RSVM1 at modulation indices of 0.9 and 0.1, respectively. It also achieves the lowest THD, being 16.67% and 36.72% lower than 6Φ-DCMV2-A2 for asymmetrical six-phase induction motors and R-L load, respectively. Furthermore, the three SVPWM techniques showed comparable conduction, switching, and overall inverter losses.
降低电流谐波和共模电压(CMV)对六相电动汽车至关重要,因为它不仅延长了关键部件的使用寿命,还显著提高了车辆的整体性能、运行效率和改进的热管理。本文介绍了一种新颖的六相逆变器空间矢量脉宽调制(SVPWM)开关序列,旨在显著降低相电流的CMV和总谐波失真(THD)。该方法优化选择最小和/或零CMV的开关状态,并保证在x - y子空间中的平衡分布,从而产生零电压和零电流分量。比较分析了现有的两种SVPWM技术:参考SVPWM序列-1 (RSVM1),以最低的THD而最高的CMV而着称,以及六相不连续CMV序列-2- a2 (6Φ-DCMV2-A2),具有最低的CMV但较高的THD。实验设置和MATLAB仿真验证了研究结果。在调制指数为0.9和0.1时,与RSVM1相比,所提出的SVPWM的CMV分别降低了23.86%和89.42%。对于非对称六相感应电机和R-L负载,其THD分别比6Φ-DCMV2-A2低16.67%和36.72%。此外,三种SVPWM技术显示出相当的导通、开关和总体逆变器损耗。
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引用次数: 0
A Fast MPPT Method Based on Improved Water Cycle Optimization Algorithm for Photovoltaic Systems Under Partial Shading Conditions and Load Variations 基于改进水循环优化算法的部分遮阳和负荷变化光伏系统快速MPPT方法
IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-05 DOI: 10.1109/OJIES.2024.3510367
Rafah Ibraheem Jabbar;Saad Mekhilef;Marizan Mubin;Obaid Alshammari;Ahmed Kazaili
Photovoltaic array characteristics with partial shading (PS) have multiple maximum power points (MPPs), and conventional algorithms have difficulties in tracking accurate global maximum power points (GMPPs). This study proposes a MPP tracking (MPPT) method based on improved water cycle optimization for fast-tracking the GMPP under PS conditions, along with a new strategy to enhance the convergence speed of the MPPT method during load variations. The experimental setup included a dc–dc single-ended primary inductance converter (SEPIC) and digital signal processing and control engineering (DSPACE) controller to assess the performance of the proposed method. The proposed method was also compared with the conventional water cycle optimization and six MPPT algorithms. The experimental results showed that the proposed method obtained an average tracking efficiency of 99.92% and a tracking time of 0.475 s for all PS tests. Moreover, it achieved a GMPP in a single perturbation step when the load change occurred, reducing the power loss in the photovoltaic (PV) system. The comparison showed that the proposed method performed better than the other MPPT methods in terms of tracking efficiency, convergence speed, and ease of implementation. This method could be utilized to implement developed PV systems with minimal losses.
具有部分遮挡(PS)特性的光伏阵列有多个最大功率点(MPP),而传统算法很难跟踪精确的全局最大功率点(GMPP)。本研究提出了一种基于改进的水循环优化的 MPP 跟踪(MPPT)方法,用于在 PS 条件下快速跟踪 GMPP,并提出了一种新策略,以提高 MPPT 方法在负载变化时的收敛速度。实验装置包括直流-直流单端初级电感转换器(SEPIC)和数字信号处理与控制工程(DSPACE)控制器,以评估所提方法的性能。此外,还将提出的方法与传统的水循环优化和六种 MPPT 算法进行了比较。实验结果表明,在所有 PS 测试中,拟议方法获得了 99.92% 的平均跟踪效率和 0.475 秒的跟踪时间。此外,当负载发生变化时,该方法只需一个扰动步骤就能实现 GMPP,从而减少了光伏(PV)系统的功率损耗。比较结果表明,所提出的方法在跟踪效率、收敛速度和易实施性方面都优于其他 MPPT 方法。这种方法可用于开发损耗最小的光伏系统。
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引用次数: 0
Review of Design Freedom Offered by Additive Manufacturing for Performance Enhancement of Electrical Machine 增材制造为提高电机性能提供的设计自由度综述
IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-02 DOI: 10.1109/OJIES.2024.3509547
Zahoor Ahmad;Ants Kallaste;Toomas Vaimann;Muhammad Usman Naseer;Shahid Hussain;Anton Rassõlkin
Additive manufacturing (AM) enables the creation of parts with exceptional geometric versatility, creating new possibilities for developing nonsymmetrical electrical machines (EM) with compact structures, reduced mass density, high torque, better power density, and minimal material waste during fabrication. This review highlights the current state of AM methods and their critical role in the production of EM. The impact of the additively built EM components concerning performance indices, including torque, power density, and efficiency, is highlighted. In addition, an overview of the constraints associated with the traditional production process of EM-specific components and the role of AM in addressing those limitations is emphasized. As per the current state of AM in the context of EM production, the nonconventional structures of the stator and rotor core of EMs are feasible to fabricate to accomplish improved utilization of magnetic flux. Moreover, AM enables the fabrication of windings/coils of any profiles with integrated functionality, including the design of thermal management mechanisms to enhance EM performance and achieve thermally controlled EM. However, the current state of AM technology is not very advanced and requires additional improvement, particularly in areas of EM production, which are minimizing eddy current losses, high-quality surface refinement, build volume restrictions, and simultaneous multimaterials processing.
增材制造(AM)能够创造出具有特殊几何多功能性的零件,为开发结构紧凑、质量密度低、扭矩高、功率密度高、制造过程中材料浪费最少的非对称电机(EM)创造了新的可能性。本文重点介绍了增材制造方法的现状及其在EM生产中的关键作用。重点介绍了增材制造EM组件对性能指标的影响,包括扭矩、功率密度和效率。此外,还概述了与em特定组件的传统生产过程相关的限制以及AM在解决这些限制方面的作用。根据AM在EM生产中的现状,EM的定子和转子铁心的非常规结构是可行的,以实现磁通的提高利用率。此外,增材制造能够制造具有集成功能的任何型材的绕组/线圈,包括热管理机制的设计,以提高EM性能并实现热控制EM。然而,增材制造技术的当前状态不是很先进,需要额外的改进,特别是在EM生产领域,这是最大限度地减少涡流损耗,高质量的表面细化,构建体积限制,同时进行多材料加工。
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引用次数: 0
Graph-Attention Diffusion for Enhanced Multivariate Time-Series Anomaly Detection 增强多元时间序列异常检测的图注意扩散
IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-18 DOI: 10.1109/OJIES.2024.3501014
Vadim Lanko;Ilya Makarov
Multivariate time-series anomaly detection is a complex task that requires capturing temporal and spatial correlations. Recently, among the unsupervised methods, diffusion models have attracted increased attention among researchers for addressing this particular task. However, spatial information often remains underutilized or overlooked in existing models. In this article, we propose a novel reconstruction-based approach that enhances normal pattern learning through data masking and leverages diffusion models to capture both temporal and spatial interrelations via graph-attention layers. To address the problem of overgeneralization, where anomalous points are reconstructed too well, potentially abnormal points are initially masked based on the reconstruction error produced by the autoencoder. The masked time-series data is then corrupted by noise and reconstructed back by the diffusion model that removes noise in a step-by-step manner. Evaluation on four datasets from various sources demonstrates the effectiveness of our approach, achieving an average $F1$-score of 96.51%, outperforming many existing baselines. The ablation study estimates the contribution of each of the key components of the model to the score.
多变量时间序列异常检测是一项复杂的任务,需要捕获时间和空间相关性。近年来,在无监督方法中,扩散模型因解决这一特殊问题而引起了研究人员的越来越多的关注。然而,空间信息在现有模型中往往未得到充分利用或被忽视。在本文中,我们提出了一种新的基于重建的方法,该方法通过数据屏蔽增强了常规模式学习,并利用扩散模型通过图注意层捕获时间和空间相互关系。为了解决过度泛化的问题,其中异常点重建得太好,基于自编码器产生的重建误差,潜在的异常点最初被掩盖。然后,被屏蔽的时间序列数据被噪声破坏,并通过逐步去除噪声的扩散模型重建回来。对来自不同来源的四个数据集的评估证明了我们的方法的有效性,实现了96.51%的平均$F1$-得分,优于许多现有的基线。消融研究估计了模型的每个关键组成部分对得分的贡献。
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引用次数: 0
Resilient Operation of Grid-Forming Inverters Under Large-Scale Disturbances in Low Inertia Power System 低惯量电力系统大扰动下并网逆变器的弹性运行
IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-18 DOI: 10.1109/OJIES.2024.3501078
Muhammad F. Umar;Amirhosein Gohari Nazari;Mohammad B. Shadmand;Haitham Abu-Rub
The future power grid is transitioning toward a low inertia power system due to the displacement of synchronous generators (SG)-based generation sources and incorporating inverters-based renewable energy resources. Heterogeneous grid-forming inverters (GFMIs) are expected to be dominant sources in the power generation mix due to several benefits that are inherited in this inverter control. However, these GFMIs impose different transients on the power grid that did not exist in the conventional power grid. The effect of this heterogeneity on the dynamic behavior of such power grid with a fleet of GFMIs becomes more significant under large-scale disturbances such as short circuit faults. Particularly, because of the noncoherent and heterogeneous dynamic behavior of GFMIs in the presence of the conventional overcurrent protection schemes posing several challenges to the resiliency of a power grid during a fault and in a postfault state. To improve the resiliency of the power grid with heterogeneous GFMIs during these conditions, a coherency enforcement scheme among heterogeneous GFMI is proposed. This ensures a coherent transition of GFMIs from the normal to fault-ride-through mode and from the fault-ride-through mode to normal condition when the fault is cleared. Moreover, the proposed improvements in GFMI control prevent the excessive change/acceleration in the voltage angle of GFMIs that prevents the loss of synchronism, improves the dynamic behavior of GFMIs, and ensure seamless operation under large-scale disturbances, resulting in enhancing resiliency of power grid. These claims in the resiliency enhancements for a power grid dominated with heterogeneous GFMIs under large-scale disturbances are validated via hardware-in-the-loop experimental case studies.
由于同步发电机(SG)发电源的替代和基于逆变器的可再生能源的整合,未来的电网正在向低惯性电力系统过渡。由于在这种逆变器控制中继承了几个优点,异质并网逆变器(gfmi)有望成为发电组合中的主要来源。然而,这些gfmi对电网施加了传统电网中不存在的不同暂态。在短路故障等大规模扰动下,这种非均质性对具有gfmi的电网动态行为的影响更为显著。特别是,由于gfmi在传统过流保护方案下的非相干和异构动态行为,对电网在故障期间和故障后状态下的弹性提出了若干挑战。为了提高异构GFMI在这些条件下的电网弹性,提出了一种异构GFMI之间的一致性增强方案。这确保了gfmi在故障清除时从正常到故障通断模式以及从故障通断模式到正常状态的连贯过渡。此外,本文提出的GFMI控制改进措施防止了GFMI电压角的过度变化/加速,防止了GFMI的同步丢失,改善了GFMI的动态行为,保证了GFMI在大范围干扰下的无缝运行,从而增强了电网的弹性。这些在大规模干扰下由异质gfmi主导的电网弹性增强方面的主张通过硬件在环实验案例研究得到了验证。
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引用次数: 0
Skewing Technology for Permanent Magnet Synchronous Motors: A Comprehensive Review and Recent Trends 永磁同步电机的偏转技术:综述及最新趋势
IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-04 DOI: 10.1109/OJIES.2024.3491295
Ren Tsunata;Masatsugu Takemoto
This article gives a comprehensive overview of the current research trends in the skewing technique for permanent magnet synchronous motors (PMSMs). The skewing technique has been widely used in many applications to reduce the cogging torque and torque ripple in PMSMs. There are many ways to implement the skew, and new techniques are continually being developed. First, this article summarizes the types of skew structures and presents a survey of existing techniques. Specific emphasis is placed on what kind of skew structure is selected depending on the PMSM configuration. Second, the optimal value of the skew angle for each structure is comprehensively explained, and the discrepancy between theory and finite element analysis is discussed. The definition of skew angle varies across the literature, and one of the purposes of this article is to organize the definition in an easy-to-understand manner. In addition, this article offers three-dimensional finite element analysis (3D-FEA) results of various PMSMs employing the skew for quantitative comparison. Then, this article discusses the properties of PMSMs using the skew by structure and the latest trends, and finally describes future prospects.
本文对永磁同步电动机偏转技术的研究现状进行了综述。为了减小永磁同步电机的齿槽转矩和转矩脉动,斜转技术在许多应用中得到了广泛的应用。实现倾斜的方法有很多,新技术也在不断地被开发出来。首先,本文总结了倾斜结构的类型,并对现有技术进行了综述。具体的重点放在什么样的倾斜结构是根据永磁同步电机的配置选择。其次,对各种结构的最优倾斜角值进行了综合解释,并讨论了理论与有限元分析的差异。斜角的定义在文献中各不相同,本文的目的之一是以易于理解的方式组织该定义。此外,本文还提供了采用偏度进行定量比较的各种永磁同步电机的三维有限元分析(3D-FEA)结果。然后,本文讨论了斜向永磁同步电动机的结构特性和最新发展趋势,并对其未来发展前景进行了展望。
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引用次数: 0
Short-Term Control of Heat Pumps to Support Power Grid Operation 短期控制热泵以支持电网运行
IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-28 DOI: 10.1109/OJIES.2024.3486560
Diran Liu;Daniele Carta;André Xhonneux;Dirk Müller;Andrea Benigni
The increasing adoption of heat pumps presents new challenges for power grids, including the potential overloading of transformers and cables. To address this issue, in this work, a model predictive control for a low-temperature district heating network is proposed to prevent the overloading of transformers and cables. A comprehensive control strategy that considers various factors influencing the flexibility of heat pumps is introduced. The considered factors include integrating distributed energy resources (DER) such as a photovoltaic system, a battery energy storage system, and flexible indoor temperatures. The control mechanism is validated through a hardware-in-the-loop cosimulation setup, ensuring practical applicability and operational feasibility. The results indicate that with the proposed control, the power consumption of the heat pumps is reduced to alleviate overloading issues. To meet the power consumption constraints imposed on the heat pumps the gas usage by the heating grid would increase up to 506% of the level in the case without power constraints. However, by integrating DERs, along with leveraging the flexibility in indoor temperature, this additional gas usage is limited to 135%.
越来越多地采用热泵给电网带来了新的挑战,包括变压器和电缆可能过载。为解决这一问题,本研究提出了一种低温区域供热网络的模型预测控制方法,以防止变压器和电缆过载。文中介绍了一种综合控制策略,该策略考虑了影响热泵灵活性的各种因素。考虑的因素包括整合分布式能源资源(DER),如光伏系统、电池储能系统和灵活的室内温度。通过硬件在环协同仿真设置对控制机制进行了验证,以确保实际适用性和操作可行性。结果表明,采用所提出的控制方法,热泵的功耗得以降低,从而缓解了过载问题。为了满足对热泵施加的功率消耗限制,供热电网的天然气用量将增加到无功率限制情况下的 506%。然而,通过整合 DER 以及利用室内温度的灵活性,额外的天然气用量被限制在 135%。
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引用次数: 0
Effects of Grid Voltage and Load Unbalances on the Efficiency of a Hybrid Distribution Transformer 电网电压和负载不平衡对混合配电变压器效率的影响
IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-25 DOI: 10.1109/OJIES.2024.3486353
Alvaro Carreno;Mariusz Malinowski;Marcelo A. Perez;Jingyu Ding
The hybrid distribution transformer (HDT) has been proposed as a solution to cope with the low short-circuit capability of solid-state transformers. Among the available HDT configurations, the one that connects a series/parallel converter on the primary/secondary side can be highlighted. This configuration improves the voltage and current waveforms on the transformer and regulates the voltage supplied to the ac microgrid. Nonetheless, this HDT suffers from a circulating active power flow (CAPF), affecting its efficiency. Moreover, during the unbalanced operation of the HDT, an additional CAPF component exists. Depending on the grid and load conditions and whether the parallel converter compensates for the load unbalances, the CAPF can either increase or decrease. Although the CAPF can be eliminated by employing the dc port of the HDT, it is not always possible to extract energy from it. This work contributes with the analysis of the operation of an HDT under an unbalanced grid voltage and load, along with an extended CAPF model that considers the losses of the HDT. The effect of the unbalanced components on the CAPF is analyzed, and the conditions in which the CAPF is minimized are obtained. Nonetheless, in most scenarios, a minimum CAPF does not coincide with the maximum efficiency of the HDT. Therefore, the conditions for achieving maximum efficiency are also determined. A simpler suboptimal condition is obtained due to the complexity of requiring precise parameters and operating conditions of the HDT. Moreover, the suboptimal condition allows for improving the power quality of the HDT. Therefore, a certain amount of CAPF is desired to operate the HDT properly.
混合配电变压器(HDT)是为解决固态变压器短路能力低的问题而提出的一种解决方案。在现有的 HDT 配置中,在初级/次级侧连接串联/并联转换器的配置最为突出。这种配置可改善变压器上的电压和电流波形,并调节提供给交流微电网的电压。然而,这种 HDT 存在循环有功功率流 (CAPF),影响了其效率。此外,在 HDT 不平衡运行期间,还存在一个额外的 CAPF 分量。根据电网和负载条件以及并联变流器是否对负载不平衡进行补偿,CAPF 会增加或减少。虽然可以通过使用 HDT 的直流端口来消除 CAPF,但并非总能从中提取能量。本研究分析了不平衡电网电压和负载下的 HDT 运行情况,以及考虑 HDT 损耗的扩展 CAPF 模型。分析了不平衡元件对 CAPF 的影响,并得出了使 CAPF 最小化的条件。然而,在大多数情况下,最小 CAPF 与 HDT 的最高效率并不一致。因此,还要确定实现最高效率的条件。由于对 HDT 精确参数和运行条件的要求比较复杂,因此可以获得一个比较简单的次优条件。此外,次优条件还可以改善 HDT 的电能质量。因此,为了使 HDT 正常运行,需要一定量的 CAPF。
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引用次数: 0
Enhanced PI Control Based SHC-PWM Strategy for Active Power Filters 基于增强型 PI 控制的有源电力滤波器 SHC-PWM 策略
IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-21 DOI: 10.1109/OJIES.2024.3483293
Irati Ibanez-Hidalgo;Rodrigo H. Cuzmar;Alain Sanchez-Ruiz;Angel Perez-Basante;Asier Zubizarreta;Salvador Ceballos;Ricardo P. Aguilera
Low-switching frequency modulation techniques, such as selective harmonic control-pulsewidth modulation (SHC-PWM), have been recently proposed for high-power medium-voltage active power filter (APF) application. Compared to high-switching frequency modulation techniques, these methods reduce the switching losses and avoid derrating the current. This results in enhanced power density and efficiency, and facilitates a reduction in costs. However, the low-switching frequency tends to worsen the closed-loop dynamic response and system stability if countermeasures are not taken during the design process of the closed-loop controllers. Moreover, the digital filter used to obtain the harmonic components of the measured signals introduces a delay that can affect the stability and performance of the closed-loop control. This work presents different methods to improve the dynamic response of traditional proportional-integral based closed-loop controllers, which are applied along with SHC-PWM for high-power medium-voltage APFs. A current predictor that substitutes the traditional cross-coupling terms and a Smith predictor are proposed to compensate the delay introduced by the digital filters. In addition, different digital filter implementations are analyzed and compared in terms of dynamic and stationary response with the aim of improving the harmonic estimation from the measured signals. Experimental results for a 3-level NPC converter are provided to verify the effectiveness of the control.
最近,有人提出了用于大功率中压有源电力滤波器(APF)的低开关频率调制技术,如选择性谐波控制-脉宽调制(SHC-PWM)。与高开关频率调制技术相比,这些方法降低了开关损耗,避免了干扰电流。这就提高了功率密度和效率,并有助于降低成本。然而,如果在闭环控制器的设计过程中不采取对策,低开关频率往往会恶化闭环动态响应和系统稳定性。此外,用于获取测量信号谐波成分的数字滤波器会带来延迟,从而影响闭环控制的稳定性和性能。本研究提出了不同的方法来改善传统的基于比例积分的闭环控制器的动态响应,并将其与 SHC-PWM 一起应用于大功率中压 APF。为了补偿数字滤波器带来的延迟,我们提出了一种电流预测器来替代传统的交叉耦合项和史密斯预测器。此外,还分析并比较了不同数字滤波器在动态和静态响应方面的实现方法,目的是改进从测量信号中进行谐波估计的方法。提供了一个 3 电平 NPC 转换器的实验结果,以验证控制的有效性。
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引用次数: 0
A Detailed Study on Algorithms for Predictive Maintenance in Smart Manufacturing: Chip Form Classification Using Edge Machine Learning 智能制造中预测性维护算法的详细研究:利用边缘机器学习进行芯片形状分类
IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-21 DOI: 10.1109/OJIES.2024.3484006
Alessia Lazzaro;Doriana Marilena D'Addona;Massimo Merenda
Industrial and technological evolution has led to the identification of different techniques and strategies that can best adapt to the needs of Manufacturing Industry 4.0. As industrial production has become more automated, the need for more efficient maintenance strategies has increased. Today, among the possible, several applications demonstrate how the Predictive Maintenance (PdM) strategy is the best performing. In fact, PdM makes it possible to predict an impending failure with high accuracy in order to intervene before failure occurs. This work focuses on the application of PdM technique in order to predict the type of chips produced by a lathe through a machine learning algorithm. Moreover, being our application a delay-sensitive one, to drastically decrease the time delay in prediction, our solution proposes the combination of PdM with the Edge Computing paradigm. To simulate this paradigm, the chosen machine learning models were deployed on STM microcontrollers obtaining both high accuracy (98%) and an inference time in the order of milliseconds.
工业和技术的发展促使人们找出了最能适应制造业 4.0 需求的不同技术和策略。随着工业生产的自动化程度不断提高,对更高效的维护策略的需求也随之增加。如今,在各种可能的策略中,有几种应用证明了预测性维护(PdM)策略的最佳性能。事实上,PdM 可以高精度地预测即将发生的故障,以便在故障发生前进行干预。这项工作的重点是应用 PdM 技术,通过机器学习算法预测车床产生的切屑类型。此外,由于我们的应用是对延迟敏感的应用,为了大幅减少预测的时间延迟,我们的解决方案建议将 PdM 与边缘计算范例相结合。为了模拟这种模式,我们在 STM 微控制器上部署了所选的机器学习模型,获得了较高的准确率(98%)和毫秒级的推理时间。
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引用次数: 0
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