Optimal Energy Storage Allocation for Mitigating the Unbalance in Active Distribution Network via Uncertainty Quantification

Voltage unbalance (VU) in an active distribution network (ADN) could result in increased network losses and even system instability. The additional uncertainties embedded in ADN might lead to serious VU problems with the proliferation of single-phase distributed energy resources (DERs). This paper proposes a two-stage uncertainty quantification and unbalance mitigation (UQUM) framework to cope with the corresponding VU problems and quantify and mitigate the impacts of variable DERs on VU. In Stage one, the global sensitivity analysis based on the Rosenblatt transformation (RT-based GSA) method is proposed to quantify the impacts of nonlinearly correlated DERs with tail dependence on VU. The RT-GSA method can identify critical DERs with significant impacts on VU. In Stage two, the joint allocations of fixed and mobile energy storage devices (ESDs) are considered in which an optimal mitigation strategy is proposed to alleviate VU and effectively compensate the critical DER fluctuations (identified in Stage one). Based on the given DER data and the available ESD capacity, the effectiveness of the proposed UQUM framework is verified in a 123-bus three-phase unbalanced ADN and the corresponding results are discussed.

[1]  Sergejus Martinenas,et al.  Management of Power Quality Issues in Low Voltage Networks Using Electric Vehicles: Experimental Validation , 2017, IEEE Transactions on Power Delivery.

[2]  Tsai-Hsiang Chen,et al.  Optimal phase arrangement of distribution transformers connected to a primary feeder for system unbalance improvement and loss reduction using a genetic algorithm , 1999, Proceedings of the 21st International Conference on Power Industry Computer Applications. Connecting Utilities. PICA 99. To the Millennium and Beyond (Cat. No.99CH36351).

[3]  Mohammad Shahidehpour,et al.  Quantitative Evaluations of Uncertainties in Multivariate Operations of Microgrids , 2020, IEEE Transactions on Smart Grid.

[4]  J. V. Milanovic,et al.  Probabilistic Estimation of Voltage Unbalance in MV Distribution Networks With Unbalanced Load , 2015, IEEE Transactions on Power Delivery.

[5]  Zheng Yan,et al.  Smart contract architecture for decentralized energy trading and management based on blockchains , 2020 .

[6]  Hai Li,et al.  Linear three-phase power flow for unbalanced active distribution networks with PV nodes , 2017 .

[7]  Abdullah Abusorrah,et al.  Privacy-Preserving Distributed Control Strategy for Optimal Economic Operation in Islanded Reconfigurable Microgrids , 2020, IEEE Transactions on Power Systems.

[8]  Zheng Yan,et al.  Probabilistic power flow analysis of microgrid with renewable energy , 2020 .

[9]  Mohammad Shahidehpour,et al.  Maximum Loadability of Islanded Microgrids With Renewable Energy Generation , 2019, IEEE Transactions on Smart Grid.

[10]  Jovica V. Milanović,et al.  Priority Ranking of Critical Uncertainties Affecting Small-Disturbance Stability Using Sensitivity Analysis Techniques , 2017, IEEE Transactions on Power Systems.

[11]  Saeed Lotfifard,et al.  Spatiotemporal modeling of wind generation for optimal energy storage sizing , 2015, 2015 IEEE Power & Energy Society General Meeting.

[12]  Johan Driesen,et al.  Load Balancing With EV Chargers and PV Inverters in Unbalanced Distribution Grids , 2015, IEEE Transactions on Sustainable Energy.

[13]  Kashem M. Muttaqi,et al.  Community Energy Storage for Neutral Voltage Rise Mitigation in Four-Wire Multigrounded LV Feeders With Unbalanced Solar PV Allocation , 2015, IEEE Transactions on Smart Grid.

[14]  Jovica V. Milanovic,et al.  Assessing the Applicability of Uncertainty Importance Measures for Power System Studies , 2016, IEEE Transactions on Power Systems.

[15]  Phuong H. Nguyen,et al.  Variance-Based Global Sensitivity Analysis for Power Systems , 2018, IEEE Transactions on Power Systems.

[16]  Giambattista Gruosso,et al.  Joined Probabilistic Load Flow and Sensitivity Analysis of Distribution Networks Based on Polynomial Chaos Method , 2020, IEEE Transactions on Power Systems.

[17]  Abdullah Abusorrah,et al.  Unification Scheme for Managing Master Controller Failures in Networked Microgrids , 2020, IEEE Transactions on Power Systems.

[18]  J. V. Milanovic,et al.  Statistical Estimation of the Source and Level of Voltage Unbalance in Distribution Networks , 2012, IEEE Transactions on Power Delivery.

[19]  L. Pierrat,et al.  A Method Integrating Deterministic and Stochastic Approaches for the Simulation of Voltage Unbalance in Electric Power Distribution Systems , 2001, IEEE Power Engineering Review.

[20]  Young-Jin Kim,et al.  Development and Analysis of a Sensitivity Matrix of a Three-Phase Voltage Unbalance Factor , 2018, IEEE Transactions on Power Systems.

[21]  Mohsen Hamzeh,et al.  Harmonic and Negative-Sequence Current Control in an Islanded Multi-Bus MV Microgrid , 2014, IEEE Transactions on Smart Grid.

[22]  Abdullah Abusorrah,et al.  A Cyber-Attack Resilient Distributed Control Strategy in Islanded Microgrids , 2020, IEEE Transactions on Smart Grid.

[23]  R. Lebrun,et al.  An innovating analysis of the Nataf transformation from the copula viewpoint , 2009 .

[24]  E. Torre,et al.  A general framework for data-driven uncertainty quantification under complex input dependencies using vine copulas , 2017, Probabilistic Engineering Mechanics.

[25]  Arindam Ghosh,et al.  Voltage unbalance reduction in low voltage feeders by dynamic switching of residential customers among three phases , 2013, 2013 IEEE Power & Energy Society General Meeting.

[26]  Mohammad Shahidehpour,et al.  Power System Voltage Stability Evaluation Considering Renewable Energy With Correlated Variabilities , 2018, IEEE Transactions on Power Systems.

[27]  Abdullah Abusorrah,et al.  Distributed Secondary Control for Islanded Microgrids With Mobile Emergency Resources , 2020, IEEE Transactions on Power Systems.

[28]  K. M. Muttaqi,et al.  Alleviation of Neutral-to-Ground Potential Rise Under Unbalanced Allocation of Rooftop PV Using Distributed Energy Storage , 2015, IEEE Transactions on Sustainable Energy.

[29]  Josep M. Guerrero,et al.  Voltage Quality Improvement in Low Voltage Distribution Networks Using Reactive Power Capability of Single-Phase PV Inverters , 2019, IEEE Transactions on Smart Grid.

[30]  Abdullah Abusorrah,et al.  Optimal Consensus-Based Distributed Control Strategy for Coordinated Operation of Networked Microgrids , 2020, IEEE Transactions on Power Systems.

[31]  Goran Strbac,et al.  C-Vine Copula Mixture Model for Clustering of Residential Electrical Load Pattern Data , 2017, IEEE Transactions on Power Systems.

[32]  Lei Wu,et al.  Coordinated Optimal Network Reconfiguration and Voltage Regulator/DER Control for Unbalanced Distribution Systems , 2019, IEEE Transactions on Smart Grid.

[33]  Mehdi Savaghebi,et al.  Secondary Control Scheme for Voltage Unbalance Compensation in an Islanded Droop-Controlled Microgrid , 2012, IEEE Transactions on Smart Grid.

[34]  Yun Seng Lim,et al.  Energy Storage System for Mitigating Voltage Unbalance on Low-Voltage Networks With Photovoltaic Systems , 2012, IEEE Transactions on Power Delivery.