Iet Electric Power Applications最新文献

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Dual-port network-based impedance modelling and AC-port characteristic analysis of wound rotor synchronous machine for more electric aircraft
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2024-10-29 DOI: 10.1049/elp2.12518
Zixiao Xu, Yang Qi, Weilin Li, Yu Wu, Josep M. Guerrero, Juan C. Vasquez
{"title":"Dual-port network-based impedance modelling and AC-port characteristic analysis of wound rotor synchronous machine for more electric aircraft","authors":"Zixiao Xu,&nbsp;Yang Qi,&nbsp;Weilin Li,&nbsp;Yu Wu,&nbsp;Josep M. Guerrero,&nbsp;Juan C. Vasquez","doi":"10.1049/elp2.12518","DOIUrl":"https://doi.org/10.1049/elp2.12518","url":null,"abstract":"<p>Due to the increasing variety of converters in more electric aircraft (MEA), the stability of the MEA power system has become a critical issue that receives wide concerns. As the primary power source for MEA, the wound rotor synchronous machine (WRSM) greatly affects the stability of the whole power system, and therefore accurate modelling of the WRSM serves as the basis for the analysis of system characteristics and even stability. Nevertheless, the complex structure and coupling of WRSM bring great challenges to small-signal modelling methods. This paper introduces a novel method to model the WRSM in a modular and cascaded manner. Instead of deriving the complex transfer function, the proposed method uses a dual port to model each component. By connecting the dual port of each component from the rear stage to the front stage in a cascaded way, a dual-port network can be built to describe the external impedance characteristics of the WRSM. Kirchhoff law can be applied to calculate the impedance by circumventing the complicated decoupling process. The proposed dual-port network model has been validated on a hardware-in-loop platform. Furthermore, the output impedance characteristics of the AC port has also been analysed with the proposed model.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"18 12","pages":"1807-1817"},"PeriodicalIF":1.5,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12518","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143253457","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Discrete-time full-order sensorless control of high-speed interior permanent magnet synchronous motor in electric vehicle traction system 电动汽车牵引系统中高速内置永磁同步电动机的离散全阶无传感器控制
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2024-10-27 DOI: 10.1049/elp2.12516
Dongcui Wang, Yuan Zhu, Sibei Wu, Lu Liu
{"title":"Discrete-time full-order sensorless control of high-speed interior permanent magnet synchronous motor in electric vehicle traction system","authors":"Dongcui Wang,&nbsp;Yuan Zhu,&nbsp;Sibei Wu,&nbsp;Lu Liu","doi":"10.1049/elp2.12516","DOIUrl":"https://doi.org/10.1049/elp2.12516","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <p>A discrete-time full-order sensorless control strategy for high-speed interior permanent magnet synchronous motor (IPMSM) used in electric vehicle (EV) traction system is designed in this paper. While most speed and position observer (SPO) methods are developed in the continuous-time domain, the presence of a unit-time-delay block existed in feedback loop and discretisation of the algorithm can lead to performance degradation during digital implementation. In this work, speed and angle are observed using the discrete-time four-order IPMSM model. A quadrature phase-locked loop model with compensation is introduced, and its stability condition is established for the first time. Furthermore, to address the potential for sudden speed changes in vehicle applications, the parameter range is further refined to keep the estimation error within a specified range. The sliding mode observer is discretised and its stability is analysed using discrete Lyapunov theory. Additionally, the time sequence of interactive signals between SPO and field-oriented control is thoroughly examined to ensure accurate time cycle. Finally, the proposed control strategy is validated and demonstrated through bench tests and real EV (LS6 of IM Motors) tests with a 190 kW IPMSM, which can improve the accuracy by 0.3 radians at 8000 rpm compared to traditional methods, and achieve stable control at 15,000 rpm on the test bench and at 120 kph with the EV.</p>\u0000 </section>\u0000 </div>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"18 11","pages":"1540-1553"},"PeriodicalIF":1.5,"publicationDate":"2024-10-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12516","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on non-linear active disturbance rejection speed synchronisation control of aviation dual motor actuator considering current saturation constraints
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2024-10-17 DOI: 10.1049/elp2.12514
Wenqing Guan, Yi Cheng, Guangzhao Luo, Manfeng Dou
{"title":"Research on non-linear active disturbance rejection speed synchronisation control of aviation dual motor actuator considering current saturation constraints","authors":"Wenqing Guan,&nbsp;Yi Cheng,&nbsp;Guangzhao Luo,&nbsp;Manfeng Dou","doi":"10.1049/elp2.12514","DOIUrl":"https://doi.org/10.1049/elp2.12514","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <p>Electro-mechanical actuators with redundancy design use a cross-coupling control strategy to enhance the coordinated control capability of the aviation motors. Due to its linear control characteristic, traditional cross-coupling control reveals moderate dynamic response performance and synchronisation control accuracy. To further reduce the susceptibility to load torque and parameter perturbations in the application of a dual permanent magnet synchronous motor system, this paper proposes a non-linear active disturbance rejection control (ADRC)-based synchronisation control strategy. Considering the low gain problem of traditional ADRC when the speed tracking error is large, a non-linear ADRC speed controller with an <i>efal</i> function is designed. Meanwhile, a Levant differentiator is proposed to improve the speed tracking performance during dynamic processes. Moreover, a non-linear synchronous controller with current constraints is applied to the cross-coupling control to enhance the synchronisation convergence performance of the dual-PMSM system. Finally, simulation and experimental results demonstrate the effectiveness of the proposed non-linear ADRC speed synchronisation control.</p>\u0000 </section>\u0000 </div>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"18 12","pages":"1796-1806"},"PeriodicalIF":1.5,"publicationDate":"2024-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12514","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143252846","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Torque dynamic performance enhancement of five-phase permanent magnet synchronous motor with open-circuit fault 具有开路故障的五相永磁同步电动机转矩动态性能增强
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2024-10-12 DOI: 10.1049/elp2.12513
Zhengmeng Liu, Huawei Zhou, Zhenwu Zhou, Guohai Liu
{"title":"Torque dynamic performance enhancement of five-phase permanent magnet synchronous motor with open-circuit fault","authors":"Zhengmeng Liu,&nbsp;Huawei Zhou,&nbsp;Zhenwu Zhou,&nbsp;Guohai Liu","doi":"10.1049/elp2.12513","DOIUrl":"https://doi.org/10.1049/elp2.12513","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <p>Multiphase permanent magnet synchronous motors (PMSMs) have attracted much more attention for their high efficiency, low torque ripple and good fault tolerance. However, open-circuit fault results in asymmetrical motor behaviour, and deteriorates torque performance, especially dynamic response. This paper proposes a novel fault-tolerant direct torque and flux control (DTFC) strategy to restrain fluctuating torque and enhance torque dynamic performance of a five-phase PMSM with open-circuit fault. The novelty of the proposed strategy is the development of DTFC based on stator flux orientation under the open-circuit fault condition and the third harmonic current suppression with carrier-based pulse width modulation technology. Consequently, the decoupling control of torque and stator flux can be achieved under the open-circuit fault condition, and the third harmonic current can be restrained without additional control. Combined with deadbeat control, the heavy computation burden can be reduced. Thus, the proposed strategy not only can enhance torque dynamic performance under open-circuit fault operation, but also keep smooth torque with circular stator flux trajectory before and after open-circuit fault. The effectiveness of the proposed strategy is verified by the simulation and experimental results.</p>\u0000 </section>\u0000 </div>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"18 11","pages":"1530-1539"},"PeriodicalIF":1.5,"publicationDate":"2024-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12513","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142748977","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimal design of hollow conductor for high-speed synchronous motor exploiting adaptive-sampling radial basis function algorithm
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2024-10-11 DOI: 10.1049/elp2.12509
Ruiye Li, Peng Cheng, Hai Lan
{"title":"Optimal design of hollow conductor for high-speed synchronous motor exploiting adaptive-sampling radial basis function algorithm","authors":"Ruiye Li,&nbsp;Peng Cheng,&nbsp;Hai Lan","doi":"10.1049/elp2.12509","DOIUrl":"https://doi.org/10.1049/elp2.12509","url":null,"abstract":"<p>As aircraft electrification advances, permanent magnet synchronous motors (PMSMs) require higher power density and efficiency, but optimisation is hindered by high computational costs and resource consumption. To address this, the paper proposes a multi-objective optimisation method based on adaptive sampling radial basis function (ASRBF). The ASRBF algorithm adaptively adds sample points by estimating expected improvements at prediction points, enabling the surrogate model to rapidly approximate the global optimum while significantly reducing function evaluations. It integrates optimisation objectives and constraints using probabilistic improvement techniques, enhancing robustness and convergence speed by avoiding excessive exploration of invalid regions. Mathematical test functions validate ASRBF's excellent performance in handling complex objective domains. Applied to high-speed PMSM with hollow conductors, it aims to minimise AC losses while maximising slot fill factor and heat dissipation, resulting in a 15% reduction in losses and an increase in conductor heat dissipation area and slot fill factor, at one-thousandth of the cost of the full factorial optimisation method. The ASRBF algorithm efficiently constructs surrogate models for multi-dimensional, multi-objective, non-linear, and constrained problems, providing a powerful tool for comprehensive performance optimisation of complex systems such as motors.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"18 12","pages":"1786-1795"},"PeriodicalIF":1.5,"publicationDate":"2024-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12509","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143252495","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of permanent magnet synchronous machine and permanent magnet flux-modulated machine in direct drive considering number of rotor poles 考虑转子极数的直接驱动永磁同步机与永磁磁通调制机的比较
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2024-10-11 DOI: 10.1049/elp2.12500
Saeed Abareshi, Jawad Faiz, Mehrage Ghods
{"title":"Comparison of permanent magnet synchronous machine and permanent magnet flux-modulated machine in direct drive considering number of rotor poles","authors":"Saeed Abareshi,&nbsp;Jawad Faiz,&nbsp;Mehrage Ghods","doi":"10.1049/elp2.12500","DOIUrl":"https://doi.org/10.1049/elp2.12500","url":null,"abstract":"<p>Direct drive permanent magnet (PM) motors have become a very attractive choice for electric vehicles. Generally, PM motors are divided into PM synchronous motors (PMSMs) and PM flux-modulated motors (PMFMMs). High torque density is the main requirement of direct drive motors, therefore, the structure of conventional PM motors is modified to boost the torque. Increasing the number of poles is a structural modification to achieve high torque density in PMSMs; however, a large number of poles affects motor characteristics such as power factor, flux weakening, losses, and efficiency. The other way to have high torque is to use PMFMMs, which have a high intrinsic torque density. This paper first compares the performance of PMSMs with different number of poles. Then the performance of PMFMMs and PMSMs are compared to show their differences. The performance of PMFMMs with different teeth modulators and magnetic gear ratios are predicted to show their effects upon its performance. The simulation results using finite elements method|finite element method (FEM) are presented, and finally, a PMFMM with 36 slots and 40 poles as case study is subjected to an experimental test and its results are compared with FEM.</p><p>The cover image is based on the article <i>Comparison of permanent magnet synchronous machine and permanent magnet flux-modulated machine in direct drive considering number of rotor poles</i> by Saeed Abareshi et al., https://doi.org/10.1049/elp2.12500.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"18 10","pages":"1095-1106"},"PeriodicalIF":1.5,"publicationDate":"2024-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12500","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142707505","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A review on model predictive control strategies for AC motor drives 交流电机驱动模型预测控制策略研究进展
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2024-10-09 DOI: 10.1049/elp2.12510
Chen Li, Qinghui Meng, Tingna Shi
{"title":"A review on model predictive control strategies for AC motor drives","authors":"Chen Li,&nbsp;Qinghui Meng,&nbsp;Tingna Shi","doi":"10.1049/elp2.12510","DOIUrl":"https://doi.org/10.1049/elp2.12510","url":null,"abstract":"<p>In the past decade, model predictive control (MPC) has been widely used in AC motor drives. Although a series of improved MPC strategies have been proposed, researchers are still seeking more effective solutions for different application backgrounds and application requirements to achieve the goals such as algorithm simplification, weighting factor design, parameter robustness enhancement, current/torque ripple suppression, and so on. In this paper, aiming at the above problems, the MPC strategy and its optimisation technology for AC motor drive system are comprehensively reviewed. Firstly, this paper introduces the classical MPC technology with the permanent magnet synchronous motor drive system fed by two-level voltage source inverter as the control object. Secondly, this paper introduces and discusses the existing MPC optimisation methods from the aspects of current/torque ripple suppression, algorithm simplification, weight factor design and parameter robustness enhancement. Finally, based on the current industrial development requirements for AC motor drive systems and the research status of MPC optimisation methods in the existing literature, the current challenges and future trends of MPC technology are discussed.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"18 11","pages":"1584-1604"},"PeriodicalIF":1.5,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12510","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142748879","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ultra-high-dimensional multi-level optimisation strategies for electrical machines 电机的超高维多级优化策略
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2024-10-08 DOI: 10.1049/elp2.12506
Chengcheng Liu, Shiwei Zhang, Hongming Zhang, Youhua Wang, Lin Liu
{"title":"Ultra-high-dimensional multi-level optimisation strategies for electrical machines","authors":"Chengcheng Liu,&nbsp;Shiwei Zhang,&nbsp;Hongming Zhang,&nbsp;Youhua Wang,&nbsp;Lin Liu","doi":"10.1049/elp2.12506","DOIUrl":"https://doi.org/10.1049/elp2.12506","url":null,"abstract":"<p>Electrical machine optimisation is normally a high-dimensional non-linear multi-objective optimisation problem. A multi-level optimisation (MO) strategy is currently used to improve efficiency, where sensitivity analysis is required for dividing design parameters into different groups. However, the conventional MO strategy cannot handle ultra-high-dimensional optimisation problems. In this paper, a sensitivity analysis method with variable weighted intervals is proposed to calculate the sensitivity coefficient in the parameter design range. Moreover, three improved multi-level optimisation strategies based on different optimisation algorithms, sequential sensitivity strategies, and machine learning models are proposed, analysed, and compared with the conventional MO strategy. Through a case study of a synchronous reluctance machine, it can be seen that the proposed optimisation strategies can improve the optimisation results and efficiency of ultra-high-dimensional optimisation of electrical machines.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"18 11","pages":"1507-1517"},"PeriodicalIF":1.5,"publicationDate":"2024-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12506","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142748973","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modelling and optimization of TPMLMs with slotted stators based on Bayesian DNN 基于贝叶斯深度神经网络的开槽定子tpmlm建模与优化
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2024-10-08 DOI: 10.1049/elp2.12504
Tao Wu, Peipei Dai, Kai Zhu, Yachao Zhu
{"title":"Modelling and optimization of TPMLMs with slotted stators based on Bayesian DNN","authors":"Tao Wu,&nbsp;Peipei Dai,&nbsp;Kai Zhu,&nbsp;Yachao Zhu","doi":"10.1049/elp2.12504","DOIUrl":"https://doi.org/10.1049/elp2.12504","url":null,"abstract":"<p>The Permanent Magnet Linear Motor (TPMLM) is widely used in different industrial fields. TPMLMs with slots and iron cores have high power density, but their thrust fluctuations and copper losses are significant. Due to the nonlinearity and saturation of magnetic circuits, their electromagnetic models are complex and the accuracy of numerical methods is very inferior. Substantially accurate modelling is crucial for motor optimisation design. In this paper, a data-driven modelling method based on Bayesian optimisation deep neural network (DNN) is proposed to improve the accuracy of the electromagnetic field. The finite element (FE) modelling under different structural parameters is analysed and provides a training dataset for DNN. Then, a multi-objective optimisation problem for the slotted TPMLM is carried out based on the multi-objective black hole algorithm. Compared to the original design, the average thrust of TPMLM increased by 49.37%, the thrust fluctuation percentage decreased by 9.59%, and the coil copper consumption percentage decreased by 2.64%. The results show that the improved DNN model has very high modelling accuracy, providing a new way for motor design and optimisation.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"18 11","pages":"1679-1689"},"PeriodicalIF":1.5,"publicationDate":"2024-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12504","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142748974","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A novel method based on the SCNGO-ICEEMDAN and MCNN-BiLSTM model for fault diagnosis of motor bearings for more electric aircraft
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2024-10-03 DOI: 10.1049/elp2.12508
Dongsheng Yuan, Feng Liu, Zhonggang Yin, Yanqing Zhang, Yanping Zhang, Peien Luo
{"title":"A novel method based on the SCNGO-ICEEMDAN and MCNN-BiLSTM model for fault diagnosis of motor bearings for more electric aircraft","authors":"Dongsheng Yuan,&nbsp;Feng Liu,&nbsp;Zhonggang Yin,&nbsp;Yanqing Zhang,&nbsp;Yanping Zhang,&nbsp;Peien Luo","doi":"10.1049/elp2.12508","DOIUrl":"https://doi.org/10.1049/elp2.12508","url":null,"abstract":"<p>The fault signal characteristics of motor rolling bearings for more electric aircraft are easily masked by strong background noise. Directly using machine learning, deep learning, or other methods results in a lower accuracy in fault recognition. In this article, a Northern Goshawk algorithm using a fusion subtraction optimiser and Cauchy strategy (SCNGO) is proposed to optimise the number of white noise additions and amplitude weights in the improved full set empirical mode decomposition method based on adaptive noise (ICEEMDAN). Then, a multi-scale convolutional neural network (MCNN) is used to extract the time–frequency domain features of the de-noised signal and perform information fusion. Finally, the bidirectional long short-term memory network (BiLSTM) was used to learn the faults' fusion features and complete the faults' recognition at different speeds. The research results show that the SCNGO-ICEEMDAN and MCNN-BiLSTMT model shows significant advantages in bearing fault recognition with an average recognition accuracy of 98.67% at various speeds.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"18 12","pages":"1773-1785"},"PeriodicalIF":1.5,"publicationDate":"2024-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12508","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143248349","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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