This paper presents a new evolutionary method called in Harvest Season Artificial Bee Colony (HSABC) algorithm for solving constrained problems of Combined Economic and Emission Dispatch (CEED). The IEEE-30 bus system is adopted as a sample system for determining the best solutions of the CEED problems considering operational constraints. Running outs of designed programs for the HSABC show that applications of various compromised factors have different implications on the CEED’s results, that minimum cost computations are started at different values, and that increasing load demands have affected costs, pollutant emissions and generated powers.
KeywordsBeesCostEconomicEmissionHarvestMinimum
H. Chahkandi Nejad, 1R. Jahani, 1M. Mohammad Abadi, “GAPSO-based Economic Load Dispatch of Power System”, Australian Journal of Basic and Applied Sciences, Vol. 5, No.7, 2011, pp. 606-611.
M. A. Abido, “Multiobjective Evolutionary Algorithms for Electric Power Dispatch Problem,” IEEE Transactions on Evolutionary Computation, Vol. 10, No. 3, 2006, pp. 315-329. doi:10.1109/TEVC.2005.857073
S. Sayah, K. Zehar, “Economic Load Dispatch with Security Constraints of the Algerian Power System Using Successive Linear Programming Method,” Leonardo Journal of Science, No. 9, 2006, pp. 73-86.
Y. Z. Cheng, W. P. Xiao, W.-J. Lee and M. Yang, “A New Approach for Missions and Security Constrained Economic Dispatch”, Proc. NAPS, IEEE Conference Publication, Starkville USA, 4-6 Oct 2009, pp. 1-5.
M. A. Abido, “Enviranmental/economic Power Dispatch Using Multiobjective Evolutionary Algorithm,” IEEE Transactions Power Systems, Vol. 18, No. 4, 2003, pp. 1529-1537. doi:10.1109/TPWRS.2003.818693
F. S. Abu-Mouti and M. E. El-Hawary, “Optimal Distributed Generation Allocation and Sizing in Distribution System via Artificial Bee Colony Algorithm,” IEEE Journal & Magazines, Vol. 26, No. 4, 2011, pp. 2090-2101.
A. A. El-Keib, H. Ma and J. L. Hart, “Environmentally Constrained ED Using the Lagrangian Relaxation Method”, IEEE Trans. Power Systems, Vol. 9, Issue. 4, 1994, pp. 1723-1729. doi:10.1109/59.331423
K. Sathish Kumar, V. Tamilselvan, N. Murali, R. Rajaram, N. Shanmuga Sundaram and T. Jayabarathi, “Economic Load Dispatch with Emission Constraints Using Various PSO Algorithm,” WSEAS Transaction on Power System, Vol. 3, No. 9, 2008, pp. 598-607.
R. Gopalakrishnan and A. Krishnan, “A Novel Combined Economic and Emission Dispatch Problem Solving Technique Using Non-dominated Ranked Genetic Algorithm,” European Journal of Scientific Research, Vol. 64, No. 1, 2011, pp. 141-151.
Y. Fu, M. Shahidehpour, Z. Y. Li : “AC Contingency Dispatch Based on Security Constrained Unit Commitment”, IEEE Transactions on Power Systems, Vol. 21, pp. 897-908 (2006). doi:10.1109/TPWRS.2006.873407
Yong Fu, Moham-mad Shahidehpour, Zuyi Li, “Security Constrained unit Commitment with AC Constraints,” IEEE Transactions Power Systems, Vol. 20, No. 3, 2005, pp. 1538-1550. doi:10.1109/TPWRS.2005.854375
B. H. Chowdhury and S. Rahman, “A Review of Recent Advances in Economic Dispatch,” IEEE Transactions on Power Systems, Vol. 5, No. 4, 1990, pp. 1248-1259. doi:10.1109/59.99376
A. Farag, S. Al-Baiyat and T. C. Cheng, “Economic Load Dispatch Multiobjective Optimization Procedures Using Linear Programming Techniques,” IEEE Transactions Power Systems, Vol. 10, No. 2, 1995, pp. 731-738. doi:10.1109/59.387910
M. Garg and S. Kumar, “A Survey on Environmental Economic Load Dispatch Using Lagrange Multiplier Method,” International Journal of Electronics & Communication Technology, Vol. 3, No. 1, 2012, pp. 43-46.
S. Subramanian and S. Ganesa, “A Simplified Approach for ED with Piecewise Quadratic Cost Functions,” International Journal of Computer and Electrical Engineering, Vol. 2, No. 5, 2010, pp. 793-798.
I. G. Damausis, A. G. Bakirtzis and P. S. Dokopoulos, “Network Constrained Economic Dispatch Using Real Coded Genetic Algorithm,” IEEE Transaction Power Systems, Vol. 18, No. 1, 2003, pp. 198-205. doi:10.1109/TPWRS.2002.807115
M. A. Aziz, J. I. Musirin and T. K. A. Rahman, “Solving dynamic ED using evolutionary programming”, Proc. First International Power and Energy Conference, Putra Jaya, 28-29 Nov 2006, pp. 144-149.
T. Yalcinoz and M. J. Short, “Large-scale ED using an improved hopfield neural network”, IEE Proc. Gener. Transm. Distrib, Vol. 144, Issue. 22, 1997, pp. 181-185. doi:10.1049/ip-gtd:19970866
Y. Abdelaziz, S. F. Mekhamer, M. A. L. Badr, and M. Z. Kamh, “ED using an enhanced hopfield neural network”, Electric Power Components and Systems, Vol. 36, No. 7, 2008, pp. 719-732. doi:10.1080/15325000701881969
Z.-L. Gaing, “Particle Swarm Optimization to Solving the ED Considering the Generator Constraints,” IEEE Transactions Power Systems, Vol. 18, No. 3, 2003, pp.1187-1195.doi:10.1109/TPWRS.2003.814889
D. Karaboga, “An Idea Based on Honey Bee Swarm for Numerical Optimization”, Technical Report-TR06, Erciyes University, Turkey, 2005.
M. Subotic, “Artificial Bee Colony Algorithm for Constrained Optimization Problems Modified with Multiple Onlookers,” International Journal and Mathematical Models and Methods in Applied Sciences, Vol. 6, No. 2, 2012, pp.314-322.
N. Stanarevic, M. Tuba and N. Bacanin, “Modified Artificial Bee Colony Algorithm for Constrained Problems Optimization”, International Journal of Mathematical Models and Methods in Applied Science, Vol. 5, No. 3, 2011, pp. 644-651.
E. M. Montes, M. D. Araoz and O. C. Dominges, “Smart Flight and Dynamic Tolerances in the Artificial Bee Colony for Constrained Optimization,” Proc. IEEE Congress on Evolutionary Computation CEC , Barcelona, 18-23 July 2010, pp. 1-8. doi:10.1109/CEC.2010.5586099
D. Karaboga and B. Basturk, “A Powerful and Efficient Algorithm for Numerical Function Optimization: ABCAlgorithm,” Journal of Global Optimization, Vol. 39, No. 0925-5001, 2007, pp. 459-471.
C. C. Columbus and S. P. Simon, “A Parallel ABC for Security Constrained Economic Dispatch Using Shared Memory Mmodel,” Proc. 2012 EPSCICON IEEE Conference Publication, Thrissur Kerala, 3-6 Jan 2012, pp. 1-6.
A. N. Afandi and H. Miyauchi, “Multiple Food Sources for Composing Harvest Season Artificial Bee Colony Algorithm on Economic Dispatch Problem,” Proc. The 2013 Annual Meeting of the IEEJ, Nagoya, 20-22 March 2013, No. 6-008, pp. 11-12.
H. Saadad, “Electric Power System,” Mc. Graw Hill, New York, 1999.
H. Shayeghi and A. Ghasemi, “Application of MOFSO for Economic Load Dispatch Solution with Transmission Losses,” IJTPE Journal, Vol. 4, No. 1, 2012, pp. 27-34.