A Novel Nature Inspired Meta-Heuristic Optimization Approach of GWO Optimizer for Optimal Reactive Power Dispatch Problems

作者: Raheela Jamal , Baohui Men , Noor Habib Khan

DOI: 10.1109/ACCESS.2020.3031640

关键词:

摘要: In this paper, a novel nature inspired meta heuristic optimization approach of Grey Wolf Optimization (GWO) algorithm is employed to solved the optimal reactive power dispatch (ORPD) problems. Essentially, it sub and non-linear problem flow (OPF) in which control parameters networks are optimized. The wolf optimizer from grey wolves’ leadership hunting behaviors solve ORPD For which, tested on two test cases IEEE30 standards specially, for 13 19 variables order get three fitness objectives instance; transmission line losses ( $\text{P}_{\mathrm {losses}}$ , MW), voltage deviation (VD), stability index (VSI) cost energy ($). During computing all objectives, minimum values possibly achieved by finest settings variables. simulation results compared with other artificial intelligence methods previous literature ensure superior performance GWO problem. consistency will further be validated through detailed statistical analysis including histogram illustrations, boxplots, empirical CDF plot, probability plot during each independent trial.

参考文章(42)
A. Khorsandi, A. Alimardani, B. Vahidi, S.H. Hosseinian, Hybrid shuffled frog leaping algorithm and Nelder-Mead simplex search for optimal reactive power dispatch Iet Generation Transmission & Distribution. ,vol. 5, pp. 249- 256 ,(2011) , 10.1049/IET-GTD.2010.0256
A Jr Santos, GRM Da Costa, Optimal-power-flow solution by Newton's method applied to an augmented Lagrangian function IEE Proceedings - Generation, Transmission and Distribution. ,vol. 142, pp. 33- 36 ,(1995) , 10.1049/IP-GTD:19951586
Abbas Rabiee, Maziar Vanouni, Mostafa Parniani, Optimal reactive power dispatch for improving voltage stability margin using a local voltage stability index Energy Conversion and Management. ,vol. 59, pp. 66- 73 ,(2012) , 10.1016/J.ENCONMAN.2012.02.017
M. Mansour, T. Abdel-rahman, Non-Linear Var Optimization Using Decomposition And Coordination IEEE Power & Energy Magazine. ,vol. 103, pp. 246- 255 ,(1984) , 10.1109/TPAS.1984.318223
D.S. Kirschen, H.P. Van Meeteren, MW/voltage control in a linear programming based optimal power flow IEEE Transactions on Power Systems. ,vol. 3, pp. 481- 489 ,(1988) , 10.1109/59.192899
Abhishek Rajan, T. Malakar, Optimal reactive power dispatch using hybrid Nelder–Mead simplex based firefly algorithm International Journal of Electrical Power & Energy Systems. ,vol. 66, pp. 9- 24 ,(2015) , 10.1016/J.IJEPES.2014.10.041
Rudra Pratap Singh, V Mukherjee, SP Ghoshal, None, Optimal reactive power dispatch by particle swarm optimization with an aging leader and challengers soft computing. ,vol. 29, pp. 298- 309 ,(2015) , 10.1016/J.ASOC.2015.01.006
Mojtaba Ghasemi, Sahand Ghavidel, Mohammad Mehdi Ghanbarian, Amir Habibi, A new hybrid algorithm for optimal reactive power dispatch problem with discrete and continuous control variables soft computing. ,vol. 22, pp. 126- 140 ,(2014) , 10.1016/J.ASOC.2014.05.006
Binod Shaw, V. Mukherjee, S.P. Ghoshal, Solution of reactive power dispatch of power systems by an opposition-based gravitational search algorithm International Journal of Electrical Power & Energy Systems. ,vol. 55, pp. 29- 40 ,(2014) , 10.1016/J.IJEPES.2013.08.010