Title :
Solving fuzzy combined-emission dispatch by using differential evolution immunized Ant Colony Optimization technique
Author :
Rahmat, N.A. ; Musirin, I. ; Abidin, Ahmad Farid ; Jumaat, S.A. ; Wan Abdul Munim, W.N.
Author_Institution :
Centre of Power Eng. Studies (CEPES), Univ. Teknol. MARA, Shah Alam, Malaysia
Abstract :
Emission dispatch deals with the process of determining the emission level produced by thermal power plants. Since the concerns toward environmental health paramount, emission dispatch has become a crucial consideration during energy dispatch planning. Different fuel types produce different types of pollutant and thus the total emission level may vary. However, the fluctuation of future load demand and fuel cost causes emission dispatch problems in dynamic system. Therefore, this paper proposes the implementation of fuzzy logic in solving the combined emission dispatch and termed as Fuzzy Combined-Emission Dispatch (FCED). A newly developed optimization technique termed as Differential Evolution Immunized Ant Colony Optimization (DEIANT) technique is employed to optimize FCED. DEIANT is compared with Evolutionary Programming (EP) and Ant Colony Optimization (ACO) techniques in order to evaluate its performance. Results indicate that the proposed FCED technique outperformed EP and PSO in terms of achieving lower minimal emission level and reduce operating cost.
Keywords :
air pollution; ant colony optimisation; fuzzy logic; fuzzy set theory; power generation dispatch; power generation planning; thermal power stations; DEIANT technique; EP; FCED; differential evolution immunized ant colony optimization technique; energy dispatch planning; evolutionary programming; fuzzy combined-emission dispatch; fuzzy logic; thermal power plants; Economics; Equations; Fuels; Fuzzy logic; Mathematical model; Optimization; Uncertainty; Differential Evolution Immunized Ant Colony Optimization Technique (DEIANT); Fuzzy Combined-Emission Dispatch (FCED);
Conference_Titel :
Applied Electrical Engineering and Computing Technologies (AEECT), 2013 IEEE Jordan Conference on
Conference_Location :
Amman
Print_ISBN :
978-1-4799-2305-2
DOI :
10.1109/AEECT.2013.6716456