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基于VMD和DAIPSO-GPR解决容量再生现象的锂离子电池寿命预测研究 被引量:3
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作者 刘金凤 陈浩玮 herbert ho-ching iu 《电子与信息学报》 EI CSCD 北大核心 2023年第3期1111-1120,共10页
锂离子电池应用时表现出的时变、动态、非线性等特征,以及容量再生现象,导致传统模型对锂离子电池剩余使用寿命(RUL)预测的准确性低,该文将变分模态分解(VMD)和高斯过程回归(GPR)以及动态自适应免疫粒子群(DAIPSO)结合,建立RUL预测模型... 锂离子电池应用时表现出的时变、动态、非线性等特征,以及容量再生现象,导致传统模型对锂离子电池剩余使用寿命(RUL)预测的准确性低,该文将变分模态分解(VMD)和高斯过程回归(GPR)以及动态自适应免疫粒子群(DAIPSO)结合,建立RUL预测模型。首先利用等压降放电时间分析法,提取健康因子,利用VMD对其进行分解处理,挖掘数据内在信息,降低数据复杂度,并针对不同分量,利用不同协方差函数建立GPR预测模型,有效捕获了数据的长期下降趋势和短期再生波动。利用DAIPSO算法优化GPR模型,实现核函数超参数的优化,建立了更准确的退化关系模型,最终实现剩余使用寿命的准确预测,以及不确定性表征。最后利用NASA电池数据进行验证,离线预测结果表明所提方法具有较高预测精度和泛化适应能力。 展开更多
关键词 锂离子电池 剩余使用寿命 变分模态分解 高斯过程回归 动态自适应免疫粒子群
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带有自适应参数辨识的IPMSM MTPA控制 被引量:16
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作者 金宁治 周凯 herbert ho-ching iu 《电机与控制学报》 EI CSCD 北大核心 2020年第7期90-101,共12页
内置式永磁同步电机的工作点可能随着参数变化而偏离理想的最大转矩电流比(MTPA)轨迹,因而导致系统不能获得最优转矩-电流特性。针对这一问题,提出了一种在线识别定子交轴电感、转子磁链的模型参考自适应(MRAS)参数辨识方法。该方法在... 内置式永磁同步电机的工作点可能随着参数变化而偏离理想的最大转矩电流比(MTPA)轨迹,因而导致系统不能获得最优转矩-电流特性。针对这一问题,提出了一种在线识别定子交轴电感、转子磁链的模型参考自适应(MRAS)参数辨识方法。该方法在分析辨识模型欠秩问题和评估MTPA轨迹随参数变化偏离程度的基础上,推导了MRAS辨识模型,采用Popov超稳定性理论设计了满秩辨识器及其增益矩阵,并利用参数辨识结果计算定子电流工作点,以达到实时更新和跟踪MTPA轨迹的目的。仿真与实验结果验证了所设计方法的可行性和有效性,该方法显著提高了内置式永磁同步电机MTPA控制系统的转矩-电流特性。 展开更多
关键词 内置式永磁同步电机 最大转矩电流比 参数辨识 模型参考自适应 欠秩问题
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An online maximum power point capturing technique for highefficiency power generation of solar photovoltaic systems 被引量:8
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作者 Lijun ZHANG Samson Shenglong YU +2 位作者 Tyrone FERNANDO herbert ho-ching iu Kit Po WONG 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2019年第2期357-368,共12页
This paper proposes a novel high-efficiency generation technique for photovoltaic(PV) system,named maximum power point capturing(MPPC) technique. This is an aperiodic perturbation MPPC technique compared to the conven... This paper proposes a novel high-efficiency generation technique for photovoltaic(PV) system,named maximum power point capturing(MPPC) technique. This is an aperiodic perturbation MPPC technique compared to the conventional periodic perturbation maximum power point tracking technique. Firstly, under a closed-loop circuit and an open-loop circuit,the complete I-V curves and P-V curves are defined. Secondly, the proposed MPPC technique is based on the complete I-V curves and a practical model of solar PV systems.The proposed method realizes that maximum power point(MPP) is captured online, and its control strategy is designed to set a steady operating area around MPP. The duty cycle keeps constant when the operating point is within the steady operating area, i.e., aperiodic perturbation, and when the operating point is outside the steady operating area, MPPC is triggered to capture a new MPP with an updated steady operating area. Simulation results demonstrate that no oscillations exist in steady-state;dynamic performances are improved;and only two perturbations are required to capture the new MPP. Using the proposed MPPC method,low voltage ride through and high voltage ride through can be prevented. 展开更多
关键词 Photovoltaic systems MAXIMUM POWER POINT tracking(MPPT) MAXIMUM POWER POINT capturing(MPPC) Complete I–V CURVES
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Stability Analysis of PLL Influenced by Control Loops in Grid-connected Converters Under Fault Disturbance 被引量:8
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作者 Yushuang Liu Meng Huang +1 位作者 Xiaoming Zha herbert ho-ching iu 《CSEE Journal of Power and Energy Systems》 SCIE CSCD 2020年第2期239-248,共10页
When the power grid suffers from grid faults that cause phase disturbances,the grid-connected converter becomes destabilized by the interaction between the phase-locked loop(PLL)and the control loop.In this paper,the ... When the power grid suffers from grid faults that cause phase disturbances,the grid-connected converter becomes destabilized by the interaction between the phase-locked loop(PLL)and the control loop.In this paper,the stability of the PLL affected by the control loop under transient grid faults is studied.First,the equivalent model of the PLL under the influence of the control loop is established.Then,different response processes of PLLs under the ground fault with various control parameters are qualitatively analyzed.Furthermore,a small-signal model is proposed to assess the stability of the PLL under different control loop parameters.The system poles can be calculated to show the physical origin of the instability.Finally,simulations of a three-phase 21-level modular multilevel converter(MMC)built in PSCAD and a down-scale experiment is performed to verify the parameter influence of the control loop on the PLL. 展开更多
关键词 Control loop grid-connected MMC ground fault phase-locked loop transient stability
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Sequential quadratic programming particle swarm optimization for wind power system operations considering emissions 被引量:5
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作者 Yang ZHANG Fang YAO +2 位作者 herbert ho-ching iu Tyrone FERNANDO Kit Po WONG 《Journal of Modern Power Systems and Clean Energy》 SCIE EI 2013年第3期231-240,共10页
In this paper,a computation framework for addressing combined economic and emission dispatch(CEED)problem with valve-point effects as well as stochastic wind power considering unit commitment(UC)using a hybrid approac... In this paper,a computation framework for addressing combined economic and emission dispatch(CEED)problem with valve-point effects as well as stochastic wind power considering unit commitment(UC)using a hybrid approach connecting sequential quadratic programming(SQP)and particle swarm optimization(PSO)is proposed.The CEED problem aims to minimize the scheduling cost and greenhouse gases(GHGs)emission cost.Here the GHGs include carbon dioxide(CO_(2)),nitrogen dioxide(NO_(2)),and sulphur oxides(SO_(x)).A dispatch model including both thermal generators and wind farms is developed.The probability of stochastic wind power based on the Weibull distribution is included in the CEED model.The model is tested on a standard system involving six thermal units and two wind farms.A set of numerical case studies are reported.The performance of the hybrid computational method is validated by comparing with other solvers on the test system. 展开更多
关键词 Combined economic and emission dispatch Unit commitment Particle swarm optimization Sequential quadratic programming Weibull distribution Wind power
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Transient Current Estimation of MMC-HVDC Systems Under a Grid-converter Phase Difference 被引量:2
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作者 Yushuang Liu Meng Huang +1 位作者 Xiaoming Zha herbert ho-ching iu 《CSEE Journal of Power and Energy Systems》 SCIE CSCD 2021年第4期730-743,共14页
When a modular multilevel converter based high voltage direct current(MMC-HVDC)system operates under grid faults,there will be a phase difference between the grid voltage and the converter output.It can be caused by g... When a modular multilevel converter based high voltage direct current(MMC-HVDC)system operates under grid faults,there will be a phase difference between the grid voltage and the converter output.It can be caused by grid voltage phase shifting and the integration effect of the phase-locked loop(PLL)in the converter.The system may exhibit an undesirable transient process with expanded current which is harmful for the converter devices.In this paper,a transient current estimation method is proposed for the scenario of converter-grid phase difference caused by the frequency shifting of the grid side.A piecewise phase calculation model is established to determine the transient phase difference of the system.Then,according to the maximum phase difference calculated by the model,the system stability is assessed and the maximum value of system transient current can be estimated after comparing the maximum phase difference with the critical phase difference and π,Finally,the current estimation results are verified by detailed circuit simulations of a 21-level MMC-HVDC system built in PSCAD. 展开更多
关键词 Index Terms-Frequency disturbance phase difference MMC-HVDC stability analysis transient current
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Guest Editorial:Special Topic on Microgrids
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作者 herbert ho-ching iu 《Journal of Modern Power Systems and Clean Energy》 SCIE EI 2014年第3期I0001-I0002,共2页
With the advent of distributed energy sources in low voltage distribution systems,direct power supply through these sources to local loads as microgrids is becoming a reality.Different microgrid architectures will app... With the advent of distributed energy sources in low voltage distribution systems,direct power supply through these sources to local loads as microgrids is becoming a reality.Different microgrid architectures will appear in near future.Microgrids can be operated in an islanded or grid connected modes.Different control techniques will be implemented for smooth operation of microgrids. 展开更多
关键词 ISLAND sources BECOMING
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