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Many-Objective Robust Optimization for Dynamic VAR Planning to Enhance Voltage Stability of a Wind-Energy Power System

Yuan Chi, Yan Xu, Rui Zhang

2020IEEE Transactions on Power Delivery48 citationsDOIOpen Access PDF

Abstract

Growing integration of wind power and increasing use of induction motor loads dramatically affect a power system's dynamic performance. To address the challenges, this paper proposes a robust dynamic VAR planning method to enhance the voltage stability of wind energy power systems under uncertainty. Firstly, two indices are developed to evaluate the steady-state and the short-term voltage stability of the system. Then, a robustness index is proposed to quantitatively evaluate the robust optimality of the solutions, considering the uncertainties from wind power output and STATCOMs initial state before a contingency. Four objectives are optimized simultaneously: 1) total planning cost, 2) short-term voltage stability index, 3) steady-state voltage stability index, and 4) robustness of the solutions. Finally, an Adaptive Non-dominated Sorting Genetic Algorithm-III based on Latin Hypercube Sampling (A-NSGA-III-LHS)is designed to solve this many-objective optimization problem with 3 improvements over the standard NSGA-III: 1) adaptive mutation rate, 2) Differential Evolution operator, 3) Latin Hypercube Sampling based initial population generation. The proposed method is tested on the New England 39-bus system with an industry-standard complex load model, showing high robust optimality and computational efficiency over conventional methods.

Topics & Concepts

Latin hypercube samplingRobustness (evolution)Control theory (sociology)Electric power systemWind powerMathematical optimizationAC powerOptimization problemEngineeringVoltageComputer sciencePower (physics)MathematicsStatisticsElectrical engineeringArtificial intelligenceChemistryQuantum mechanicsGenePhysicsControl (management)BiochemistryMonte Carlo methodElectric Power System OptimizationOptimal Power Flow DistributionPower System Reliability and Maintenance
Many-Objective Robust Optimization for Dynamic VAR Planning to Enhance Voltage Stability of a Wind-Energy Power System | Litcius