Yuan Du, Yahua Cao, Yixian Fu, Xiangtao Song, Tianyang Li
{"title":"Lifetime Prediction of Composite Insulator Based on BP Neural Network","authors":"Yuan Du, Yahua Cao, Yixian Fu, Xiangtao Song, Tianyang Li","doi":"10.1109/CIEEC58067.2023.10167095","DOIUrl":"https://doi.org/10.1109/CIEEC58067.2023.10167095","url":null,"abstract":"Composite insulators in long-term operation are subjected to ultraviolet, electric field, moisture, temperature difference and other factors, which inevitably lead to aging. It is important to carry out prediction research on the lifetime of composite insulator so as to replace the aging and deteriorated insulators to ensure the normal operation of power grid. In this paper, the performance indicators with strong correlation with insulator life were selected by Poisson correlation analysis, and the operation lifetime was predicted based on BP neural network. The research results show that when nine performance indexes such as hardness, hydrophobicity, water diffusion leakage current and tensile strength are used to predict the lifetime of the insulator, the difference between the predicted and actual values is within 5%.","PeriodicalId":185921,"journal":{"name":"2023 IEEE 6th International Electrical and Energy Conference (CIEEC)","volume":"226 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131593700","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Bai Hao, Li Wei, Cai Jianyi, Zeng Xiangjun, Jiang Zhuang, Yu Kun, Zhong Zhenxin, Pan Shuhui, Yao Ruotian
{"title":"Fault traveling wave location method based on EMD and improvement threshold denoising","authors":"Bai Hao, Li Wei, Cai Jianyi, Zeng Xiangjun, Jiang Zhuang, Yu Kun, Zhong Zhenxin, Pan Shuhui, Yao Ruotian","doi":"10.1109/CIEEC58067.2023.10166846","DOIUrl":"https://doi.org/10.1109/CIEEC58067.2023.10166846","url":null,"abstract":"To solve the problem of inaccurate location caused by noise interference in the existing distribution network fault transient traveling wave signal, thus a fault location method based on empirical mode decomposition (EMD) and improved threshold denoising is proposed. The EMD algorithm is used to decompose the fault traveling wave signal into Intrinsic mode function (IMF) components, filter out the noisy low frequency components. The IMF with noise is processed by the improved threshold method and reconstructed to realize the accurate calibration of fault traveling wave head. The experimental results show that the proposed method can have good denoising ability and accurately identify the noisy fault traveling wave head. Theoretical analysis and simulation results both show that the method can greatly improve the accuracy of fault diagnosis and location, possessing strong robustness and adaptability.","PeriodicalId":185921,"journal":{"name":"2023 IEEE 6th International Electrical and Energy Conference (CIEEC)","volume":"349 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131835061","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Deep Integration and Learning of Measurement Data in Active Distribution Power Networks for Load Flow Estimation Considering Incomplete Information","authors":"R. Diao, Aihua Zhou, Ruiyuan Zeng, Anqi Wang, Xiaofeng Shen, Jingde Shun, Hua Gu","doi":"10.1109/CIEEC58067.2023.10166257","DOIUrl":"https://doi.org/10.1109/CIEEC58067.2023.10166257","url":null,"abstract":"To reach the goals of carbon peaking by 2030 and carbon neutrality by 2060 in China, a growing penetration of PV generation is integrated into the modern distribution power grid, causing challenges in operating the grid to meet security requirements due to the increased dynamics and stochastics. A deep neural network (DNN)-based method is proposed in this paper for estimating load flow solutions in active distribution power networks that typically suffer from incomplete measurements. Adaptive DNN models are trained from massive historical observations obtained from actual measurements or high-fidelity simulations, whose hyperparameters are tuned automatically. Comprehensive case studies are conducted on the IEEE 123-node feeder model with renewable generation considering various levels of missing information as inputs, which validate the effectiveness and robustness of the proposed method.","PeriodicalId":185921,"journal":{"name":"2023 IEEE 6th International Electrical and Energy Conference (CIEEC)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128924557","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Diagnosing Sliding Bearing Failures using the Frequency Domain Integration and PCA Methodology","authors":"Chuan Peng, Lingyan Lin, Z. Lei","doi":"10.1109/CIEEC58067.2023.10166285","DOIUrl":"https://doi.org/10.1109/CIEEC58067.2023.10166285","url":null,"abstract":"Given the difficulty of the fault diagnosis of sliding bearings in induction motors, this paper designs a fault diagnosis method of the sliding bearing based on frequency domain integration and principal component analysis (PCA) algorithm. Taking the acceleration signal of the actual faulty motor bearing as an example, the displacement signal was obtained by frequency domain integration. The direct plotting of the axis trajectory led to a confused graph making it difficult to identify the fault. Then, the raw displacement signal was denoised by using the PCA-based signal denoising algorithm, and the axis trajectory was redrawn using the denoised displacement signal. The results showed that the purified axis trajectory is clear and the features are obvious, and the evident rotor misalignment fault of the motor can be identified. Compared with the denoising method of clustering ensemble empirical mode decomposition (EEMD) and empirical wavelet transform (EWT), the method presented in this paper can obtain a clearer axis trajectory, which helps to realize the diagnosis of motor sliding bearing faults.","PeriodicalId":185921,"journal":{"name":"2023 IEEE 6th International Electrical and Energy Conference (CIEEC)","volume":"2010 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130789221","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Temperature rise calculation of synchronous reluctance motors based on the LPTN","authors":"Hongye Wei, Xiuhe Wang, Lixin Xiong, Xin Zhang","doi":"10.1109/cieec58067.2023.10167408","DOIUrl":"https://doi.org/10.1109/cieec58067.2023.10167408","url":null,"abstract":"In recent years, synchronous reluctance motors (synRMs) have become a research boom with their own advantages. The heat generated by the motor operation makes the internal temperature rise too high, which affects the performance and reliable operation of the motor. In this paper, lumped-parameter thermal-network (LPTN) is used to analyze the temperature field of synRM and establish the thermal network model of 45 nodes, which truly reflects the temperature rise of each part of the motor. Finally, the correctness of this thermal network calculation model is proved by comparing with the analysis results of finite element method (FEM).","PeriodicalId":185921,"journal":{"name":"2023 IEEE 6th International Electrical and Energy Conference (CIEEC)","volume":"14 2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131224638","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hao Xu, Yuanbo Xu, Yanyu Liang, Shaocong Wu, Geng Chen, Y. Tu
{"title":"Temperature rise distribution characteristics of C3F7CN/CO2 gas-insulated transmission pipeline considering heat source variation","authors":"Hao Xu, Yuanbo Xu, Yanyu Liang, Shaocong Wu, Geng Chen, Y. Tu","doi":"10.1109/CIEEC58067.2023.10167396","DOIUrl":"https://doi.org/10.1109/CIEEC58067.2023.10167396","url":null,"abstract":"The traditional insulating gas SF6 is listed as a greenhouse-gas in the Kyoto protocol, and regulatory measures for the use of $mathbf{SF}_6$ have been implemented in a variety of industries. $mathbf{SF}_{6}/mathbf{N}_{2}$ and $mathbf{C}_{3}mathbf{F}_{7}mathbf{CN}/mathbf{CO}_{2}$ gas mixtures are environmentally friendly gas insulation partial replacement and complete replacement solutions with good application prospects, but they have higher operating temperature rise compared to GIL equipment with $mathbf{SF}_6$ gas, which can affect the design of the equipment's current capacity and operational safety. In this paper, high current temperature rise experiments were conducted using genuine GIL to obtain the temperature rise of key locations inside the GIL under $mathbf{SF}_6$ gas, $mathbf{SF}_{6}/mathbf{N}_{2}$ and $mathbf{C}_{3}mathbf{F}_{7}mathbf{CN}/mathbf{CO}_{2}$. It is found that the highest temperature rise inside the GIL is at the conductive spring, and is greatest when the gas is $mathbf{C}_{3}mathbf{F}_{7}mathbf{CN}/mathbf{CO}_{2}$, reaching 60.77°C. In addition, considering the non-uniform axial distribution of temperature rise caused by the variation of heat source due to different internal structure of GIL, the temperature distribution of high-voltage conductor and conductive spring cross-section is simulated and calculated, and the comparison with experimental results is verified. The results of this study provide a reference for the engineering application of environmentally friendly hybrid insulating gases $mathbf{SF}_{6}/mathbf{N}_{2}$ and $mathbf{C}_{3}mathbf{F}_{7}mathbf{CN}/mathbf{CO}_{2}$.","PeriodicalId":185921,"journal":{"name":"2023 IEEE 6th International Electrical and Energy Conference (CIEEC)","volume":"84 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133371489","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A Control Strategy for Wide-Voltage Output CLLC Converter in On-Board Chargers","authors":"Zhouyu Wu, Peng Chen, Ziheng Yuan, Zhiqing Yang, Shuang Zhao, Helong Li, Xiaozhou Wang, Lijian Ding, Dama Tang, Wei Huo","doi":"10.1109/CIEEC58067.2023.10166355","DOIUrl":"https://doi.org/10.1109/CIEEC58067.2023.10166355","url":null,"abstract":"Isolated DC/DC converters are of importance for on-board chargers (OBCs) in rapidly developed electric vehicles. DC/DC converters with a CLLC resonant tank are widely adopted due to high power density, high efficiency, wide voltage gain, and bidirectional power transfer capability. And the phase-shift modulation is usually applied to increase output gain in some occasions, which make currents in the resonant tank increase as phase-shift angle increases. To cope with this challenge, a control strategy is proposed with three-degrees-of-freedom, i.e., regulation of the dc-bus voltage, frequency, and phase-shift angle for wide-voltage output CLLC converters. The circuit analysis and working principles are first elaborated, considering various operation stages. The proposed control strategy is introduced, including the control structure and loop configuration. The proposed control strategy is validated with simulations.","PeriodicalId":185921,"journal":{"name":"2023 IEEE 6th International Electrical and Energy Conference (CIEEC)","volume":"148 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132663013","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"High Performance Sensorless Control Strategy of IPMSM Drives Based on High Frequency Square-Wave Voltage Injection","authors":"Yuan Cheng, Pingtailei Lv, Bochao Du, S. Cui","doi":"10.1109/CIEEC58067.2023.10166571","DOIUrl":"https://doi.org/10.1109/CIEEC58067.2023.10166571","url":null,"abstract":"In order to improve the dynamic performance of sensorless Interior Permanent Magnet Synchronous Motor (IPMSM) position observation at low speeds, this paper proposes a position error extraction method based on Luenberger observer and combined with deadbeat predictive current control (DPCC) strategy. To improve the robustness of the position observation, a high frequency square-wave voltage is injected into the d-axis to generate a high frequency current signal with position information. Then the actual current is subtracted from the observed signal to obtain the high frequency current error. The motor position information is calculated by position error decoupling and phase-locked loop. To improve the rapidity of the current loop, a DPCC strategy is adopted to obtain the predicted value of the motor current using the observer. Finally, the simulation results show that the proposed control method can reduce the overshoot of position observation error and the dynamic performance of the motor controller is improved.","PeriodicalId":185921,"journal":{"name":"2023 IEEE 6th International Electrical and Energy Conference (CIEEC)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133166294","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Cao Pei, Liao Jiahao, Han Yili, Shi Shifeng, Wang Qingyu, Peng Zongren, Zhou Guliang
{"title":"Mechanical remaining Life Prediction of Circuit Breaker based on long-term and short-term memory Neural Network","authors":"Cao Pei, Liao Jiahao, Han Yili, Shi Shifeng, Wang Qingyu, Peng Zongren, Zhou Guliang","doi":"10.1109/CIEEC58067.2023.10167006","DOIUrl":"https://doi.org/10.1109/CIEEC58067.2023.10167006","url":null,"abstract":"The prediction of the residual life of the mechanical operating mechanism of the circuit breaker is of great significance for the real-time evaluation of the working state of the circuit breaker and the management, operation and maintenance of the transmission and distribution system. In this paper, a method for predicting the remaining service life of circuit breaker is established based on grey correlation analysis(GRA) and long-term and short-term memory neural network(LSTM). Firstly, the mechanical characteristic parameters such as overrun, opening distance and synchronous opening and closing of the operating mechanism are screened by GRA, and the characteristic variables which are strongly related to the number of actions of the circuit breaker are obtained. Furthermore, the characteristic variables obtained are used as the input of the LSTM prediction model to predict the remaining life of the circuit breaker. The example shows that the accuracy of the prediction model can reach 95% or more. This study can provide reference for the management, operation and maintenance of circuit breakers.","PeriodicalId":185921,"journal":{"name":"2023 IEEE 6th International Electrical and Energy Conference (CIEEC)","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128884764","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A High Performance Control Method for IPMSM Based on Lookup Tables Considering the System Nonlinearalities","authors":"Shouchuan Chen, Xinhong Hao, Congzhe Gao","doi":"10.1109/CIEEC58067.2023.10167384","DOIUrl":"https://doi.org/10.1109/CIEEC58067.2023.10167384","url":null,"abstract":"This paper proposes a high performance control method based on the Lookup Tables (LUT) for Interior Permanent Magnet Synchronous Motors (IPMSM) in the Electric Vehicles (EV) application. The two-dimensional current LUTs are used to generate the current references according to the torque command and flux linkage limitation. The nonlinear IPMSM model based on the stator flux is established and the optimal operational regions are analyzed. Considering the nonlinearities of both motor parameters and controller characteristics, the detailed steps including experimental data collection and processing are presented. The linearity of the output torque and stability of the output voltage with the calculated current LUTs are experimentally verified using a 40kW IPMSM test platform.","PeriodicalId":185921,"journal":{"name":"2023 IEEE 6th International Electrical and Energy Conference (CIEEC)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115722390","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}