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A Hybrid Data-Driven and Model-based Method for Modeling and Parameter Identification of Lithium-Ion Batteries 基于数据驱动和模型的锂离子电池建模与参数辨识混合方法
Asia-Pacific Journal-Japan Focus Pub Date : 2022-10-28 DOI: 10.1109/ITECAsia-Pacific56316.2022.9942207
Bin Gou, Yan Xu, X. Feng
{"title":"A Hybrid Data-Driven and Model-based Method for Modeling and Parameter Identification of Lithium-Ion Batteries","authors":"Bin Gou, Yan Xu, X. Feng","doi":"10.1109/ITECAsia-Pacific56316.2022.9942207","DOIUrl":"https://doi.org/10.1109/ITECAsia-Pacific56316.2022.9942207","url":null,"abstract":"An accurate and practical model of lithium-ion batteries (LIBs) is necessary for state and health monitoring and battery energy management. This paper proposes a hybrid method for dynamic modeling and parameter identification for LIBs. A fractional-order model (FOM) with free derivative orders is proposed to accurately describe electrochemical dynamic behaviors of the LIBs. Two constant phase elements (CPE) and a Warburg component are used to describe the impedance characteristics of the LIBs. Then, an ensemble learning structure based on random forests (RF) is designed to accurately extract the mapping relationship between the open circuit voltage (OCV) and state of charge (SOC) at different temperatures. Based on the dynamic stress test (DST) dataset, particle swarm optimization (PSO) algorithm is used to optimally identify the parameters of model by comprehensively considering the identification accuracy and efficiency. Finally, the accuracy and robustness of the proposed FOM are verified and compared at different temperatures using the highly dynamic US06 highway driving schedule and the federal urban driving schedule (FUDS) test data. Compared with the second-order model with curve fitting methods, the proposed method has an overall higher accuracy and robustness at all temperatures and works well for low and high SOC ranges.","PeriodicalId":45126,"journal":{"name":"Asia-Pacific Journal-Japan Focus","volume":"4 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87116800","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}
引用次数: 0
Hybrid Four-segment-mode Model Predictive Control for Open-winding PMSM Drives with Zero Sequence Current Suppression and Fixed Switching Frequency 零序电流抑制固定开关频率开绕组永磁同步电机混合四段模式模型预测控制
Asia-Pacific Journal-Japan Focus Pub Date : 2022-10-28 DOI: 10.1109/ITECAsia-Pacific56316.2022.9941819
Xiaoguang Zhang, Han Zhang, Kang Yan
{"title":"Hybrid Four-segment-mode Model Predictive Control for Open-winding PMSM Drives with Zero Sequence Current Suppression and Fixed Switching Frequency","authors":"Xiaoguang Zhang, Han Zhang, Kang Yan","doi":"10.1109/ITECAsia-Pacific56316.2022.9941819","DOIUrl":"https://doi.org/10.1109/ITECAsia-Pacific56316.2022.9941819","url":null,"abstract":"This paper proposes a hybrid four-segment-mode model predictive control (MPC) strategy. Inverter1 (INV1) adopts the fast voltage vector (VV) selection method to select one non-zero active VV in each control period, and then a proposed four-segment-mode control strategy is applied to inverter2 (INV2). In this strategy, the zero VVs $u^{prime}7$ and $u^{prime}0$ are alternated at the beginning and end of each period, and two active VVs are applied to the middle of the control period with minimal switching action, and a fixed switching frequency of half the control frequency can be achieved in INV2. Furthermore, an optimized duration allocation is applied to the two zero VVs to suppress the zero sequence current (ZSC) of control system according to the principle of 0-axis current deadbeat control.","PeriodicalId":45126,"journal":{"name":"Asia-Pacific Journal-Japan Focus","volume":"5 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89111695","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}
引用次数: 0
Open-Circuit Fault Diagnosis for Three-Level ANPC Inverter Fed PMSM Drives with Model Predictive Control 基于模型预测控制的三电平ANPC逆变器馈动永磁同步电机开路故障诊断
Asia-Pacific Journal-Japan Focus Pub Date : 2022-10-28 DOI: 10.1109/ITECAsia-Pacific56316.2022.9941749
Guohua Li, Shuai Xu, Chunxing Yao, Guanzhou Ren, G. Ma
{"title":"Open-Circuit Fault Diagnosis for Three-Level ANPC Inverter Fed PMSM Drives with Model Predictive Control","authors":"Guohua Li, Shuai Xu, Chunxing Yao, Guanzhou Ren, G. Ma","doi":"10.1109/ITECAsia-Pacific56316.2022.9941749","DOIUrl":"https://doi.org/10.1109/ITECAsia-Pacific56316.2022.9941749","url":null,"abstract":"This paper proposes an open-circuit (OC) fault diagnosis method for three-level active neutral-point-clamped (3L-ANPC) inverter based on model predictive control (MPC). In this method, the predictive current model is used to predict and estimate phase current under normal and faulty conditions. The OC fault can be detected by comparing the residual between estimated phase current and measured phase current with the threshold. The detected fault is further localized through a fault localization matrix, every element of the matrix corresponds to a switch in 3L-ANPC inverter. The matrix is updated by the compared results between actual measured phase current and the estimated phase current considering the possible switch OC faults. The utilized phase current signals are also necessary in the MPC algorithm, so the proposed fault diagnosis method does not require any additional sensors. Moreover, the fast dynamic characteristic is derived from the MPC. Simulation results are obtained from a 3L-ANPC inverter fed permanent magnet synchronous motor (PMSM) drives, verifying the effectiveness of the proposed diagnosis method.","PeriodicalId":45126,"journal":{"name":"Asia-Pacific Journal-Japan Focus","volume":"4 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78793717","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}
引用次数: 0
An Online Monitoring Method for IGBT Modules in Single-Phase Three-Level Neutral Point Clamped Inverters 单相三电平中性点箝位逆变器中IGBT模块的在线监测方法
Asia-Pacific Journal-Japan Focus Pub Date : 2022-10-28 DOI: 10.1109/ITECAsia-Pacific56316.2022.9941994
Zhaoxiang Chen, Mingyao Ma, Ning Wang
{"title":"An Online Monitoring Method for IGBT Modules in Single-Phase Three-Level Neutral Point Clamped Inverters","authors":"Zhaoxiang Chen, Mingyao Ma, Ning Wang","doi":"10.1109/ITECAsia-Pacific56316.2022.9941994","DOIUrl":"https://doi.org/10.1109/ITECAsia-Pacific56316.2022.9941994","url":null,"abstract":"Online monitoring of insulated gate bipolar transistor (IGBT) modules is an effective way to improve the reliability of inverters. This paper proposes a method for online monitoring of IGBT’s bond wires in single-phase three-level neutral point clamped inverters. The proposed method has a negligible impact on the output current of the inverter, the key of which is to clamp one leg of the inverter to the O state by zero-sequence component injection at the monitoring time. Based on this method, we can create an online monitoring environment to inject monitoring current into the idle IGBT. By sampling the collector-emitter saturation voltage during monitoring, the health state of the IGBT can be obtained. Calculations and simulations show that clamping duration is more significant than the one required for single monitoring, even under the worst conditions.","PeriodicalId":45126,"journal":{"name":"Asia-Pacific Journal-Japan Focus","volume":"44 1","pages":"1-5"},"PeriodicalIF":0.0,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73409391","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}
引用次数: 0
An Improved Control Strategy of PM-Assisted Synchronous Reluctance Machines Based on an Extended State Observer 基于扩展状态观测器的永磁辅助同步磁阻电机改进控制策略
Asia-Pacific Journal-Japan Focus Pub Date : 2022-10-28 DOI: 10.1109/ITECAsia-Pacific56316.2022.9941931
Dongyang Li, Chunyang Gu, Shuo Wang, He Zhang, C. Gerada, R. Camilleri, Yue Zhang
{"title":"An Improved Control Strategy of PM-Assisted Synchronous Reluctance Machines Based on an Extended State Observer","authors":"Dongyang Li, Chunyang Gu, Shuo Wang, He Zhang, C. Gerada, R. Camilleri, Yue Zhang","doi":"10.1109/ITECAsia-Pacific56316.2022.9941931","DOIUrl":"https://doi.org/10.1109/ITECAsia-Pacific56316.2022.9941931","url":null,"abstract":"PM-Assisted synchronous reluctance machines (PMSynRM) show large speed fluctuations and poor dynamic response when encountering a large disturbance. Additionally, the PI controller is not capable of eliminating steady-state errors when disturbances are encountered. An extended state observer (ESO) based control method is proposed in this paper to resolve these problems. Thanks to the proposed control strategy, the ESO can detect and provide feedback to the controller in a short period of time, which allows it to respond in a timely manner. Speed Control accuracy is increased, and response time is reduced simultaneously as a result. Meanwhile, stability analysis is implemented to determine the stability condition of the observer, so that optimized observer parameters could be obtained. The ESO-based control strategy is effective at reducing dynamic response time and increasing control accuracy, according to simulations.","PeriodicalId":45126,"journal":{"name":"Asia-Pacific Journal-Japan Focus","volume":"48 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72558711","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}
引用次数: 0
Comparison and evaluation of the thermal performance between SiC-MOSFET and Si-IGBT SiC-MOSFET与Si-IGBT热性能的比较与评价
Asia-Pacific Journal-Japan Focus Pub Date : 2022-10-28 DOI: 10.1109/ITECAsia-Pacific56316.2022.9941944
Cheng Tang, Qianming Xu, Rong Han, Peng Guo, R. Liu, Zhuo Qing
{"title":"Comparison and evaluation of the thermal performance between SiC-MOSFET and Si-IGBT","authors":"Cheng Tang, Qianming Xu, Rong Han, Peng Guo, R. Liu, Zhuo Qing","doi":"10.1109/ITECAsia-Pacific56316.2022.9941944","DOIUrl":"https://doi.org/10.1109/ITECAsia-Pacific56316.2022.9941944","url":null,"abstract":"The power modules become one of the most fragile and vulnerable components. To address this problem, the thermal performance of silicon carbide metal-oxide-semiconductor field-effect transistor (SiC-MOSFET) and silicon insulated gate bipolar transistor (Si-IGBT) is compared and evaluated in this paper. Firstly, the loss calculations and distribution of SiC-MOSFET and Si-IGBT are analyzed. Next, the junction temperature swing of SiC-MOSFET and Si-IGBT is calculated by the thermal resistance network method, and the analysis of the junction temperature swing at different influencing factors is elaborated. Then, a thermal platform based on optical fiber thermometer is built and experimental results are provided to validate the claims. Finally, the thermal properties of SiC-MOSFET and Si-IGBT are summarized to provide the theoretical reference for engineering applications.","PeriodicalId":45126,"journal":{"name":"Asia-Pacific Journal-Japan Focus","volume":"62 3","pages":"1-5"},"PeriodicalIF":0.0,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72610136","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}
引用次数: 0
An improved Kriging surrogate model method with high robustness for electrical machine optimization 一种改进的高鲁棒性Kriging代理模型方法用于电机优化
Asia-Pacific Journal-Japan Focus Pub Date : 2022-10-28 DOI: 10.1109/ITECAsia-Pacific56316.2022.9942076
Junli Zhang, W. Hua, Yuan Gao, Yuchen Wang, Hengliang Zhang
{"title":"An improved Kriging surrogate model method with high robustness for electrical machine optimization","authors":"Junli Zhang, W. Hua, Yuan Gao, Yuchen Wang, Hengliang Zhang","doi":"10.1109/ITECAsia-Pacific56316.2022.9942076","DOIUrl":"https://doi.org/10.1109/ITECAsia-Pacific56316.2022.9942076","url":null,"abstract":"The uncertainties of electrical machines manufacturing decrease the prediction precision of traditional multi-objective optimization methods based on Kriging surrogate model. Existing robust optimization method requires a large amount of calculation time. In order to improve the accurateness and release the computational burden of the Kriging surrogate model method in the robust optimization, two genetic algorithm (GA)-based optimization methods with different sample principles are proposed and compared. The one is adding the final optimization result of GA as the samples into the surrogate model, while the other one is adding the samples from the GA process for the target surrogate model. Taking a 12-slot 14-pole interior permanent magnet (IPM) machine as a case study, the simulation results show that the latter one is more accurate than the former. Furthermore, the comparison between the deterministic optimization and robust optimization in the case study demonstrates the superior of the second GA method.","PeriodicalId":45126,"journal":{"name":"Asia-Pacific Journal-Japan Focus","volume":"40 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77188465","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}
引用次数: 0
Motor Bearing Fault Diagnosis based on Hilbert-Huang transform and Convolutional Neural Networks 基于Hilbert-Huang变换和卷积神经网络的电机轴承故障诊断
Asia-Pacific Journal-Japan Focus Pub Date : 2022-10-28 DOI: 10.1109/ITECAsia-Pacific56316.2022.9941910
D. Du, Jian Zhang, Youtong Fang, Jie Tian
{"title":"Motor Bearing Fault Diagnosis based on Hilbert-Huang transform and Convolutional Neural Networks","authors":"D. Du, Jian Zhang, Youtong Fang, Jie Tian","doi":"10.1109/ITECAsia-Pacific56316.2022.9941910","DOIUrl":"https://doi.org/10.1109/ITECAsia-Pacific56316.2022.9941910","url":null,"abstract":"Motor Bearing vibration signal contains its operating state information and can be used for bearing fault diagnosis. Facing the nonlinear and non-stationary signal of bearing vibration, the accuracy of existing methods still needs to be improved. In this paper, Hilbert-Huang transform is proposed to process these signals and obtain the time frequency spectrums. Then Convolutional neural network is applied to diagnose bearing faults for its perfect ability of image recognition. Comparing with other signal processing methods, this method achieves better accuracy.","PeriodicalId":45126,"journal":{"name":"Asia-Pacific Journal-Japan Focus","volume":"91 1","pages":"1-5"},"PeriodicalIF":0.0,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86190667","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}
引用次数: 0
An Improved Rotor Position Estimation Method for PMSM Using Low-Resolution Hall-Effect Sensors 基于低分辨率霍尔效应传感器的永磁同步电机转子位置估计改进方法
Asia-Pacific Journal-Japan Focus Pub Date : 2022-10-28 DOI: 10.1109/ITECAsia-Pacific56316.2022.9941900
Xiaofeng Xu, Xiaoyan Huang, Zhaokai Li
{"title":"An Improved Rotor Position Estimation Method for PMSM Using Low-Resolution Hall-Effect Sensors","authors":"Xiaofeng Xu, Xiaoyan Huang, Zhaokai Li","doi":"10.1109/ITECAsia-Pacific56316.2022.9941900","DOIUrl":"https://doi.org/10.1109/ITECAsia-Pacific56316.2022.9941900","url":null,"abstract":"Extensive research has shown that the control technique of permanent magnet synchronous motors (PMSMs) is relatively mature using high precision position sensors with the penalty of high hardware cost. On the other hand, the sensorless control has demonstrated many advantages, but its application with heavy loading is limited. In this paper, a rotor position correction method using low-resolution Hall-effect sensors is proposed, which shows the advantage of low cost and high estimation precision. The exact discrete-time voltage equation model is utilized to obtain accurate speed information, and a speed estimation observer with average speed calculated using Hall signal is adopted to make rotor position converge to exact location. Simulation verifies the effectiveness of the method including the steady and dynamic performance.","PeriodicalId":45126,"journal":{"name":"Asia-Pacific Journal-Japan Focus","volume":"57 1","pages":"1-4"},"PeriodicalIF":0.0,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90900767","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}
引用次数: 0
Power Decoupling Control of Permanent Magnet Generating System 永磁发电系统功率解耦控制
Asia-Pacific Journal-Japan Focus Pub Date : 2022-10-28 DOI: 10.1109/ITECAsia-Pacific56316.2022.9941813
Qingling Luo, Xuanlyu Wu, Bei Wang, Jingru Yang, Xiaohua Wu
{"title":"Power Decoupling Control of Permanent Magnet Generating System","authors":"Qingling Luo, Xuanlyu Wu, Bei Wang, Jingru Yang, Xiaohua Wu","doi":"10.1109/ITECAsia-Pacific56316.2022.9941813","DOIUrl":"https://doi.org/10.1109/ITECAsia-Pacific56316.2022.9941813","url":null,"abstract":"Permanent Magnet (PM) Machine based S/G system has huge advantages in terms of efficiency, power density, power-weight ratio, power quality and EMI. With the development in PM machine design and power electronics technology, PMS/G system is gaining more attention not only in low-power subsystems, but also in primary high-power systems. When the PM machine has salient pole rotor or the internal resistance is not negligible or both, there is obvious coupling between d-axis current and output power. However, in conventional control approach, the effect of d-axis current on output power is not compensated for in the q-axis current, which leads to unsatisfied control performance. This paper proposed a power decoupling control approach for PMS/G system in generating mode. The power coupling effect is mitigated which delivers improved control performance. Moreover, the output signal of voltage controller can always accurately reflect output power, which can be utilized for instantaneous power control and monitoring. The proposed approach is verified both by simulation and experiment.","PeriodicalId":45126,"journal":{"name":"Asia-Pacific Journal-Japan Focus","volume":"30 1","pages":"1-5"},"PeriodicalIF":0.0,"publicationDate":"2022-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88123861","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}
引用次数: 0
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