Title :
Optimum Coordination of overcurrent relays using CMA-ES algorithm
Author :
Singh, Monika ; Panigrahi, B.K. ; Mukherjee, Rohan
Author_Institution :
Electr. Eng. Dept., Indian Inst. of Technol., Delhi, New Delhi, India
Abstract :
Coordination of directional overcurrent relays in a meshed power system is a challenging task for the protection engineers. In the earlier days it was done manually. Linear and non-linear programming optimizing techniques were very frequently used for Coordination of overcurrent relays. Presently, artificial intelligence (AI) techniques are applied for optimal co-ordination of directional overcurrent relays (DOCR). This paper discusses application of Covariance Matrix Adaptation Evolution Strategy (CMA-ES) for optimal coordination of DOCR relays in a looped power system. Combination of primary and backup relay is chosen by using Far vector of LINKNET structure, to avoid mis-coordination of relays. Coordination of DOCR is tested for IEEE 30 bus distribution systems using CMA-ES. The objective function (OF) is formulated to minimize the operating time between backup and primary relays (coordination time interval). Results are compared with the optimized values of Time dial setting (TDS) and Plug setting (PS) values obtained from modified differential evolution algorithm. The proposed algorithm (CMA-ES) gives optimal coordination margin between 0.3 to 0.8 second and no miscoordination between primary and backup pairs.
Keywords :
artificial intelligence; covariance matrices; evolutionary computation; linear programming; nonlinear programming; overcurrent protection; power distribution protection; power engineering computing; relay protection; AI techniques; CMA-ES algorithm; DOCR relays; IEEE 30 bus distribution systems; LINKNET structure; OF; PS values; TDS; artificial intelligence techniques; backup relay; covariance matrix adaptation evolution strategy; differential evolution algorithm; directional overcurrent relays; linear programming optimizing techniques; looped power system; meshed power system; nonlinear programming optimizing techniques; objective function; optimum coordination; plug setting values; power system protection; primary relay; time dial setting; Artificial intelligence; Covariance matrices; Linear programming; Optimization; Plugs; Relays; Vectors; CMA-ES; Distribution system; directional overcurrent relay; optimal relay coordination;
Conference_Titel :
Power Electronics, Drives and Energy Systems (PEDES), 2012 IEEE International Conference on
Conference_Location :
Bengaluru
Print_ISBN :
978-1-4673-4506-4
DOI :
10.1109/PEDES.2012.6484275