A Robust Adaptive Overcurrent Relay Coordination Scheme for Wind-Farm-Integrated Power Systems Based on Forecasting the Wind Dynamics for Smart Energy Systems

• Published in: Applied sciences 2020-09, Vol.10 (18), p.6318
• Main Authors: Rizwan, Mian, Hong, Lucheng, Waseem, Muhammad, Ahmad, Shafiq, Sharaf, Mohamed, Shafiq, Muhammad
• Format: Article
• Language: English
• Subjects: adaptive neural network-based fuzzy inference system (ANFIS); Adaptive systems; Algorithms; Alternative energy sources; Coordination; Decomposition; Distributed generation; Electrical transmission; Forecasting; Fuzzy logic; Genetic algorithms; Linear programming; Noise; Optimization; Optimization algorithms; Optimization techniques; Overcurrent; protection coordination; Renewable energy sources; seasonal autoregression integrated moving average (SARIMA); Short circuit currents; Short-circuit current; smart energy systems; Stochasticity; Substations; Turbines; Turbogenerators; wind dynamics; Wind power; Wind speed; wind-speed forecasting
• ISSN: 2076-3417; 2076-3417
• DOI: 10.3390/app10186318

Conventional protection schemes in the distribution system are liable to suffer from high penetration of renewable energy source-based distributed generation (RES-DG). The characteristics of RES-DG, such as wind turbine generators (WTGs), are stochastic due to the intermittent behavior of wind dynamics (WD). It can fluctuate the fault current level, which in turn creates the overcurrent relay coordination (ORC) problem. In this paper, the effects of WD such as wind speed and direction on the short-circuit current contribution from a WTG is investigated, and a robust adaptive overcurrent relay coordination scheme is proposed by forecasting the WD. The seasonal autoregression integrated moving average (SARIMA) and artificial neuro-fuzzy inference system (ANFIS) are implemented for forecasting periodic and nonperiodic WD, respectively, and the fault current level is calculated in advance. Furthermore, the ORC problem is optimized using hybrid Harris hawks optimization and linear programming (HHO–LP) to minimize the operating times of relays. The proposed algorithm is tested on the modified IEEE-8 bus system with wind farms, and the overcurrent relay (OCR) miscoordination caused by WD is eliminated. To further prove the effectiveness of the algorithm, it is also tested in a typical wind-farm-integrated substation. Compared to conventional protection schemes, the results of the proposed scheme were found to be promising in fault isolation with a remarkable reduction in the total operation time of relays and zero miscoordination.