Title :
Solving the multiobjective environmental/economic dispatch problem with prohibited operating zones using NSGA-II
Author :
King, Robert T F Ah ; Rughooputh, Harry C S ; Deb, Kalyanmoy
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. of Mauritius, Mauritius
Abstract :
A thermal or hydro generating unit may have prohibited operating zones due to physical limitations of power plant components caused, for example, by vibrations in a shaft bearing which are amplified in a certain operating region. In this case, the unit can only operate above or below the prohibited operating zone. The effect of prohibited operating zones on the multiobjective environmental/economic dispatch problem is investigated in this paper. The IEEE 30-bus system with transmission losses has been considered with prohibited operating zones and simulation performed using the elitist Nondominated Sorting Genetic Algorithm (NSGA-II) for two constraint handling methods, namely penalty parameterless and decoder-based approaches. Simulation results show that both methods can equally handle this particular scenario in the environmental/economic dispatch problem. Different number of prohibited operating zones was considered for the six generators in the system yielding discontinuous and non-convex non-dominated fronts.
Keywords :
environmental factors; genetic algorithms; power generation dispatch; power generation economics; IEEE 30-bus system; NSGA-II; constraint handling methods; decoder-based approach; hydrogenerating unit; multiobjective environmental-economic dispatch problem; nondominated sorting genetic algorithm; penalty parameterless approach; power plant components; prohibited operating zones; shaft bearing; thermal unit; transmission losses; vibrations; Economics; Fuels; Generators; Optimization; Power generation; Power systems; Propagation losses;
Conference_Titel :
Communications, Computers and Signal Processing (PacRim), 2011 IEEE Pacific Rim Conference on
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4577-0252-5
Electronic_ISBN :
1555-5798
DOI :
10.1109/PACRIM.2011.6032909