Title :
Optimal coordination of Directional Overcurrent Relays using hybrid CSA-FFA method
Author :
Rajput, V.N. ; Pandya, K.S. ; Joshi, Kevin
Author_Institution :
Dept. of Electr. Eng., Charotar Univ. of Sci. & Technol., Changa, India
Abstract :
The optimal coordination of Directional Overcurrent Relays (DOCRs) is a nonlinear and non-convex optimization problem integrating large number of constraints. In this paper, the hybrid Cuckoo Search Algorithm (CSA) - Firefly Algorithm (FFA) approach is implemented to solve coordination problem of DOCRs. The Artificial Intelligence (AI) based method such as FFA searches large solution space with large deviation in results with different number of simulations. Also it is not assured that result given by FFA is global best. To solve this problem, the preliminary optimal value of Time Multiplier Setting (TMS) and pickup current (Ip) are determined using CSA. The values of these variables are used in FFA as upper bounds which reduce the solution space and give a global optimal solution with very minimum deviation. The obtained results using proposed method are compared with hybrid Genetic Algorithm-Nonlinear Programming (GA-NLP) as well as with conventional CSA and FFA methods. The outcome demonstrates that the proposed method can obtain realizable and global best solution with minimum deviation in results and improved computational efficiency for this complex problem.
Keywords :
artificial intelligence; concave programming; genetic algorithms; nonlinear programming; overcurrent protection; power engineering computing; relay protection; search problems; AI; DOCR optimal coordination; Ip; TMS; artificial intelligence; directional overcurrent relay optimal coordination; firefly algorithm; hybrid CSA-FFA method; hybrid Cuckoo Search Algorithm; hybrid GA-NLP; hybrid genetic algorithm-nonlinear programming; nonconvex optimization problem; nonlinear optimization problem; pickup current; time multiplier setting; Artificial intelligence; Birds; Computational efficiency; Fault currents; Optimization; Relays; Upper bound; Cuckoo Search Algorithm; Directional Overcurrent Relays; Firefly Algorithm; power system protection; relay coordination;
Conference_Titel :
Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), 2015 12th International Conference on
Conference_Location :
Hua Hin
DOI :
10.1109/ECTICon.2015.7207044