Title :
Oppositional Biogeography-Based Optimization for multi-objective Economic Emission Load Dispatch
Author :
Bhattacharya, Aniruddha ; Chattopadhyay, Pranab Kumar
Author_Institution :
Jadavpur Univ., Kolkata, India
Abstract :
This Paper presents an Oppositional Biogeography-Based Optimization algorithm to solve complex Economic Emission Load Dispatch (EELD) problems of thermal power systems. Emission of NOx and SOx are considered for case studies. The proposed method is a modification over Biogeography-Based Optimization technique, designed to accelerate its convergence rate and to improve the quality of solution. This method combines opposition-based learning scheme along-with migration concept of BBO. Instead of ordinary random numbers, quasi-reflected numbers have been employed in this work for initialization of population and also for a new operation, namely, generation jumping. The proposed algorithm has been applied for solving multi-objective EELD problems in a 3 Generator system with NOX, SOX emission and in a 6 Generator system with both valve-point loading and NOX emission. The superiority of the proposed method over other alternatives has been demonstrated. Considering the solution quality the proposed method seems to be a promising alternative to solve these problems.
Keywords :
AC generators; air pollution control; learning (artificial intelligence); nitrogen compounds; optimisation; power generation dispatch; power generation economics; sulphur compounds; thermal power stations; NOx; NOx emission; SOx; SOx emission; generation jumping; generator system; multiobjective EELD problems; multiobjective economic emission load dispatch; opposition-based learning scheme; oppositional biogeography-based optimization algorithm; ordinary random numbers; quasi-reflected numbers; thermal power systems; Conferences; Economics; Fuels; Generators; Heuristic algorithms; Mathematical model; Optimization; Biogeography-Based Optimization; Economic Emission Load Dispatch; Opposite numbers; Opposition-based learning; Quasi-reflected numbers;
Conference_Titel :
India Conference (INDICON), 2010 Annual IEEE
Conference_Location :
Kolkata
Print_ISBN :
978-1-4244-9072-1
DOI :
10.1109/INDCON.2010.5712607