Advanced Kalman Filter for Current Estimation in AC Microgrids

The stability and monitoring of AC microgrids (AC MG) are greatly influenced by gathering sufficient and precise information. Since installing several sensors on AC MGs is costly and increases AC MG ripple, integrating a minimum number of cost-effective sensors is preferred. In this paper, a joint-estimating advanced augmented-Kalman filter (KF) to estimate the current of the AC MG and unknown time-varying loads from the noisy measurement of the AC bus voltage is developed. The proposed approach also provides smooth and noise-less information from the measured voltage. The presented method has less complexity to handle and as a robust approach, it would be capable of dealing with uncertainties due to the load, which can be linear, nonlinear, or unbalanced. The joint-estimating augmented-KF outputs can be then utilized in the monitoring, fault detection, and control design purposes. The developed framework is tested on an AC MG supplying time-varying load and numerical results verify the applicability and accuracy of the developed technique to estimate the load and filter currents.

[1]  Ahmed Al-Durra,et al.  A Novel Control Technique for Grid-Tied Inverters Considering Unbalanced Grid Voltage Conditions and Control Input Saturation , 2019, IEEE Transactions on Sustainable Energy.

[2]  Jan Dimon Bendtsen,et al.  Adaptive TS Fuzzy-Based MPC for DC Microgrids With Dynamic CPLs: Nonlinear Power Observer Approach , 2019, IEEE Systems Journal.

[3]  Tomislav Dragicevic,et al.  Robust Non-Fragile Fuzzy Control of Uncertain DC Microgrids Feeding Constant Power Loads , 2019, IEEE Transactions on Power Electronics.

[4]  Friedrich Wilhelm Fuchs,et al.  PI state space current control of grid- connected PWM converters with LCL filters , 2009, 2009 IEEE Energy Conversion Congress and Exposition.

[5]  Murat Barut,et al.  Real-Time Implementation of Bi Input-Extended Kalman Filter-Based Estimator for Speed-Sensorless Control of Induction Motors , 2012, IEEE Transactions on Industrial Electronics.

[6]  Jan Dimon Bendtsen,et al.  EKF-Based Predictive Stabilization of Shipboard DC Microgrids With Uncertain Time-Varying Load , 2019, IEEE Journal of Emerging and Selected Topics in Power Electronics.

[7]  Dong-Choon Lee,et al.  Feedback Linearization Control of Three-Phase UPS Inverter Systems , 2010, IEEE Transactions on Industrial Electronics.

[8]  Tomislav Dragicevic,et al.  EKF for Power Estimation of Uncertain Time-Varying CPLs in DC Shipboard MGs , 2018, IECON 2018 - 44th Annual Conference of the IEEE Industrial Electronics Society.

[9]  Lipei Huang,et al.  Online Identification of Permanent Magnet Flux Based on Extended Kalman Filter for IPMSM Drive With Position Sensorless Control , 2012, IEEE Transactions on Industrial Electronics.

[10]  Mohammad Mehdi Arefi,et al.  Nonlinear system identification based on Takagi-Sugeno fuzzy modeling and unscented Kalman filter. , 2018, ISA transactions.

[11]  Heidar Ali Talebi,et al.  A Decentralized Power Management and Sliding Mode Control Strategy for Hybrid AC/DC Microgrids including Renewable Energy Resources , 2017 .

[12]  Behrouz Safarinejadian,et al.  Kalman Randomized Joint UKF Algorithm for Dual Estimation of States and Parameters in a Nonlinear System , 2015 .

[13]  Kai Zhao,et al.  Evaluation on State of Charge Estimation of Batteries With Adaptive Extended Kalman Filter by Experiment Approach , 2013, IEEE Transactions on Vehicular Technology.

[14]  Mohammad Hassan Khooban,et al.  Time-Delayed Stabilizing Secondary Load Frequency Control of Shipboard Microgrids , 2019, IEEE Systems Journal.

[15]  Mohammad Hassan Khooban,et al.  Networked Fuzzy Predictive Control of Power Buffers for Dynamic Stabilization of DC Microgrids , 2019, IEEE Transactions on Industrial Electronics.

[16]  Miroslav Krstic,et al.  Improved Synchronverters with Bounded Frequency and Voltage for Smart Grid Integration , 2018, IEEE Transactions on Smart Grid.

[17]  Mehdi Savaghebi,et al.  Modeling, Analysis, and Design of Stationary-Reference-Frame Droop-Controlled Parallel Three-Phase Voltage Source Inverters , 2013, IEEE Transactions on Industrial Electronics.

[18]  Changyun Wen,et al.  A Novel Composite Nonlinear Controller for Stabilization of Constant Power Load in DC Microgrid , 2019, IEEE Transactions on Smart Grid.

[19]  Ebrahim Farjah,et al.  Fast Discrimination of Transformer Magnetizing Current From Internal Faults: An Extended Kalman Filter-Based Approach , 2018, IEEE Transactions on Power Delivery.