Title :
Type 2 fuzzy adaptive binary particle swarm optimization for optimal placement and sizing of distributed generation
Author :
Soeprijanto, Adi ; Abdillah, Muhammad
Author_Institution :
Dept. of Electr. Eng., Inst. Teknol. Sepuluh Nopember, Surabaya, Indonesia
Abstract :
This paper proposes a new method for optimizing the placement and size of distributed generation (DG) using type-2 fuzzy adaptive binary particle swarm optimization with single mutation operator, called T2FABPSOM. The objective function of the proposed method to minimize active power losses in transmission line with the bus voltage system constraints is allowed. Type-2 fuzzy logic system (type-2 FLS) is used for tuning the inertia weight w, the learning factors c1 and c2 parameters of particle swarm optimization to control the particle velocity. Single mutation also used in the proposed method as a combination to improve and strengthen the ability of particle to search for candidate solutions globally and avoid convergence to local optima. To evaluate the performance of the proposed method, the method is applied on IEEE 30 bus system. The proposed method compared with the binary PSO (BPSO) and fuzzy adaptive binary PSO (FABPSO). The simulation results indicated that the proposed method can determine the size and location of the optimal DG with a total active power losses are minimum compared to other methods.
Keywords :
distributed power generation; fuzzy logic; particle swarm optimisation; FABPSO; IEEE 30 bus system; T2FABPSOM; active power losses; distributed generation sizing; fuzzy adaptive binary PSO; optimal placement; type 2 fuzzy adaptive binary particle swarm optimization; type-2 fuzzy logic system; Distributed power generation; Equations; Optimization; Particle swarm optimization; Power transmission lines; Propagation losses; Reactive power; binary pso; distributed generation; t2fabpso; type-2 fls;
Conference_Titel :
Instrumentation, Communications, Information Technology, and Biomedical Engineering (ICICI-BME), 2011 2nd International Conference on
Conference_Location :
Bandung
Print_ISBN :
978-1-4577-1167-1
DOI :
10.1109/ICICI-BME.2011.6108646