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Design of extended Kalman filter for SEPIC converter and comparison to Kalman filter

机译:SEPIC转换器扩展卡尔曼滤波器的设计以及与卡尔曼滤波器的比较

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摘要

Single ended primary inductance converter (SEPIC) is a type of DC–DC converter whose industrial applications includemaximum power point tracking and Active power factor correction. Owing to present nonlinear circuit components,SEPIC has discontinuous nonlinearity and for the mathematical model determination, state space averaging or moreadvanced modeling techniques are required. Once the approximated nonlinear model is obtained, the states of the plantcan be estimated using a nonlinear state estimator. Nonlinear estimators are preferred mostly when the real trajectoryof the states cannot be estimated accurately by a linear state estimator and the deviation from the linear behavior andnonlinear one is above what is tolerable for the applications. Extended Kalman filter (EKF), being such a state estimatoris widely employed in control and fault monitoring applications where a complete or an approximated nonlinear modelof the plant is available. EKF especially operates well for the plants where the nonlinearity does not cause the assumptionsbehind EKF to be violated. In this study, first an approximated nonlinear model for SEPIC is determined. Using themodel, EKF is designed to estimate the states of the plant. The efficacy of the designed EKF is demonstrated in a seriesof numerical MATLAB based simulations where the both open loop and closed loop performances are analyzed, andthe results are detailed in the paper.
机译:单端初级电感转换器(SEPIC)是一种DC-DC转换器,其工​​业应用包括最大功率点跟踪和有功功率因数校正。由于存在非线性电路组件,SEPIC具有不连续的非线性,并且对于数学模型确定,状态空间平均或更多需要高级建模技术。一旦获得了近似的非线性模型,工厂的状态可以使用非线性状态估计器进行估计。当真实轨迹时,非线性估计器是首选状态的估计不能通过线性状态估计器准确估计,并且与线性行为和非线性高于应用允许的范围。扩展卡尔曼滤波器(EKF),就是这样的状态估计器广泛用于完整或近似非线性模型的控制和故障监视应用中的工厂可用。 EKF特别适用于非线性不会引起假设的工厂违反EKF。在这项研究中,首先确定SEPIC的近似非线性模型。使用在模型中,EKF用于估计工厂的状态。设计的EKF的功效在一系列中得到了证明基于数值MATLAB的仿真,其中分析了开环和闭环的性能,以及结果在本文中有详细介绍。

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