Integration of Solar PV With Low-Voltage Weak Grid System: Using Normalized Laplacian Kernel Adaptive Kalman Filter and Learning Based InC Algorithm

This paper proposes a novel normalized Laplacian kernel adaptive Kalman filter (NLKAKF) based control technique and learning based incremental conductance (LIC) maximum power point tracking (MPPT) algorithm, for low-voltage weak grid-integrated solar photovoltaic (PV) system. Here, a two-stage topology of three-phase grid integrated solar PV system is implemented, where the loads are connected at the point of common coupling. Proposed LIC is the improved form of incremental conductance (InC) algorithm, where inherent problems of traditional InC technique, such as steady-state oscillation, slow dynamic responses, and fixed step size issues, are successfully mitigated. The prime objective of proposed NLKAKF control is to meet the active power requirement of the loads from generated solar PV power, and after feeding load, excess power is fed to the grid. However, when generated PV power is less than the required load power, then NLKAKF control meets the load by taking extra required power from the grid. During this process, power quality is improved at the grid. The controller action provides reactive power compensation, power factor correction, and harmonics filtering and mitigation of other power quality issues. Moreover, when the solar irradiation is zero than voltage source converter acts as a distribution static compensator (DSTATCOM), which enhances the utilization factor of the system. The proposed techniques are modeled and their performances are verified experimentally on a developed prototype, in solar insolation variation conditions, unbalanced loading, as well as in different grid disturbances such as overvoltage, undervoltage, phase imbalance, harmonics distortion in the grid voltage, etc.

[1]  Alexander J. Smola,et al.  Kernels and Regularization on Graphs , 2003, COLT.

[2]  Malabika Basu,et al.  Enhanced Network Voltage Management Techniques Under the Proliferation of Rooftop Solar PV Installation in Low-Voltage Distribution Network , 2017, IEEE Journal of Emerging and Selected Topics in Power Electronics.

[3]  Azzedine Zerguine,et al.  LMS-LMF adaptive scheme for echo cancellation , 1996 .

[4]  Bidyadhar Subudhi,et al.  Performance Enhancement of Shunt Active Power Filter Using a Kalman Filter-Based ${{{\rm H}}_\infty }$ Control Strategy , 2017, IEEE Transactions on Power Electronics.

[5]  Ramon Guzman,et al.  An Adaptive Prefiltering Method to Improve the Speed/Accuracy Tradeoff of Voltage Sequence Detection Methods Under Adverse Grid Conditions , 2014, IEEE Transactions on Industrial Electronics.

[6]  Guan-Chyun Hsieh,et al.  Photovoltaic Power-Increment-Aided Incremental-Conductance MPPT With Two-Phased Tracking , 2013, IEEE Transactions on Power Electronics.

[7]  J. Van den Keybus,et al.  Distributed control of renewable generation units with integrated active filter , 2004, IEEE Transactions on Power Electronics.

[8]  Wang Ping,et al.  An improved MPPT algorithm based on traditional incremental conductance method , 2011, 2011 4th International Conference on Power Electronics Systems and Applications.

[9]  Hany M. Hasanien,et al.  A Set-Membership Affine Projection Algorithm-Based Adaptive-Controlled SMES Units for Wind Farms Output Power Smoothing , 2014, IEEE Transactions on Sustainable Energy.

[10]  Chulwoo Kim,et al.  An Energy-Efficient Fast Maximum Power Point Tracking Circuit in an 800-μW Photovoltaic Energy Harvester , 2013, IEEE Transactions on Power Electronics.

[11]  Nishant Kumar,et al.  Integration of Solar PV With Low-Voltage Weak Grid System: Using Maximize-M Kalman Filter and Self-Tuned P&O Algorithm , 2019, IEEE Transactions on Industrial Electronics.

[12]  Luigi Costanzo,et al.  DMPPT PV System: Modeling and Control Techniques , 2018 .

[13]  Robert C. N. Pilawa-Podgurski,et al.  Dithering Digital Ripple Correlation Control for Photovoltaic Maximum Power Point Tracking , 2015, IEEE Transactions on Power Electronics.

[14]  Mohammad Ebrahimi,et al.  Fast and Robust Single-Phase $DQ$ Current Controller for Smart Inverter Applications , 2016, IEEE Transactions on Power Electronics.

[15]  Matthew W. Dunnigan,et al.  Development and Comparison of an Improved Incremental Conductance Algorithm for Tracking the MPP of a Solar PV Panel , 2016, IEEE Transactions on Sustainable Energy.

[16]  Luigi Costanzo,et al.  On the Link between the Operating Point and the Temperature Distribution in PV Arrays Working under Mismatching Conditions , 2018, International Journal of Photoenergy.

[17]  S Ahmed,et al.  High-Performance Adaptive Perturb and Observe MPPT Technique for Photovoltaic-Based Microgrids , 2011, IEEE Transactions on Power Electronics.

[18]  Luigi Costanzo,et al.  Modified TEODI MPPT Technique: Theoretical Analysis and Experimental Validation in Uniform and Mismatching Conditions , 2017, IEEE Journal of Photovoltaics.

[19]  Rakesh Maurya,et al.  Nonlinear Adaptive Volterra Filter for Control of Distribution Static Compensator , 2017, IEEE Journal of Emerging and Selected Topics in Power Electronics.

[20]  Shuai Jiang,et al.  Grid-Connected Boost-Half-Bridge Photovoltaic Microinverter System Using Repetitive Current Control and Maximum Power Point Tracking , 2012, IEEE Transactions on Power Electronics.

[21]  Nishant Kumar,et al.  LLMLF-Based Control Approach and LPO MPPT Technique for Improving Performance of a Multifunctional Three-Phase Two-Stage Grid Integrated PV System , 2020, IEEE Transactions on Sustainable Energy.

[22]  Alfred Rufer,et al.  Decoupled dq-Current Control of Grid-Tied Voltage Source Converters Using Nonparametric Models , 2013, IEEE Transactions on Industrial Electronics.

[23]  K.M. Smedley,et al.  A cost-effective single-stage inverter with maximum power point tracking , 2004, IEEE Transactions on Power Electronics.

[24]  B.P. McGrath,et al.  Power converter line synchronization using a discrete Fourier transform (DFT) based on a variable sample rate , 2005, IEEE Transactions on Power Electronics.

[25]  Reza Ahmadi,et al.  Model predictive control of dual-mode operations Z-source inverter: Islanded and grid-connected , 2017, 2017 IEEE Energy Conversion Congress and Exposition (ECCE).

[26]  Francisco D. Freijedo,et al.  Transient response evaluation of stationary-frame resonant current controllers for grid-connected applications , 2014 .

[27]  Enrico Dallago,et al.  Direct MPPT Algorithm for PV Sources With Only Voltage Measurements , 2015, IEEE Transactions on Power Electronics.

[28]  Nishant Kumar,et al.  Leaky-Least-Logarithmic-Absolute-Difference-Based Control Algorithm and Learning-Based InC MPPT Technique for Grid-Integrated PV System , 2019, IEEE Transactions on Industrial Electronics.

[29]  Nishant Kumar,et al.  Framework of Gradient Descent Least Squares Regression-Based NN Structure for Power Quality Improvement in PV-Integrated Low-Voltage Weak Grid System , 2019, IEEE Transactions on Industrial Electronics.

[30]  Venkata Dinavahi,et al.  Extended Kalman Filter-Based Parallel Dynamic State Estimation , 2016, IEEE Transactions on Smart Grid.

[31]  Hao Tian,et al.  Adaptive DC-Link Voltage Control of Two-Stage Photovoltaic Inverter During Low Voltage Ride-Through Operation , 2016, IEEE Transactions on Power Electronics.