Abstract
Combined economic emission dispatch (CEED) is a multi-objective optimization problem that deals with the minimization of total fuel cost and total emission of hazardous gases in thermal power generation system, while satisfying all equal and inequality constraints. In this research, quantum-behaved bat algorithm (QBA) is proposed and applied to solve non-linear multi-objective CEED problem. Valve-point effect is considered along with CEED as a practical constraint of power generation system. QBA is applied to 10-unit power generation system and compared separately as single objective economic and emission dispatch problems as well as multi-objective CEED problem with other existing methods like ABC_PSO, DE, NSGA-II, SPEA-2 and SA. The obtained results and comparison of results demonstrate the power of QBA in terms of solution quality, convergence characteristics and computational efficiency.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Hemamalini, S., Simon, S.P.: Emission constrained economic dispatch with valve-point effect using Maclaurin series-based Lagrangian method. Int. J. Power Energy Convers. 3, 1–18 (2012)
Abo-Al-Ez, K.M., Fathy, A., El-Saadawi, M.M.: Comparative study for combined economic and emission dispatch problem considering valve point effect. J. Electr. Eng. 16, 343–355 (2016)
Mandal, K.K., Chakraborty, N.: Effect of control parameters on differential evolution based combined economic emission dispatch with valve-point loading and transmission loss. Int. J. Emerg. Electric Power Syst. 9, 1–18 (2008)
Rajkumar, M., Mahadevan, K., Kannan, S., Baskar, S.: Combined economic and emission dispatch with valve-point loading of thermal generators using modified NSGA-II. J. Electr. Eng. Technol. 8, 490–498 (2013)
Meher, K.C., Swain, R.K., Chanda, C.K.: Modified GSO for combined economic emission load dispatch with valve-point effects. In: 2014 International Conference on Advances in Electronics, Computers and Communications, ICAECC 2014 (2014)
Ravi, C.N., Selvakumar, G.: Solving combined economic emission dispatch with valve point loading problem using firefly algorithm. Int. J. Appl. Eng. Res. 10, 4111–4121 (2015)
Song, H.M., Sulaiman, M.H., Mohamed, M.R.: An application of flower pollination algorithm to solve combined economic emission dispatch by considering valve-point loading effect. Int. Rev. Model. Simul. 8, 427–435 (2015)
Pham, L.H., Ho, T.H., Nguyen, T.T., Vo, D.N.: Modified bat algorithm for combined economic and emission dispatch problem. In: Duy, V.H., Dao, T.T., Kim, S.B., Tien, N.T., Zelinka, I. (eds.) AETA 2016: Recent Advances in Electrical Engineering and Related Sciences: Theory and Application, pp. 589–597. Springer International Publishing, Cham (2017)
Mahdi, F.P., Vasant, P., Kallimani, V., Watada, J., Fai, P.Y.S., Abdullah-Al-Wadud, M.: A holistic review on optimization strategies for combined economic emission dispatch problem. Renew. Sustain. Energy Rev. (2017). doi:10.1016/j.rser.2017.06.111
Arunachalam, S., Saranya, R., Sangeetha, N.: Hybrid artificial bee colony algorithm and simulated annealing algorithm for combined economic and emission dispatch including valve point effect. In: Panigrahi, B.K., Suganthan, P.N., Das, S., Dash, S.S. (eds.) Swarm, Evolutionary, and Memetic Computing, Pt I, vol. 8297, pp. 354–365. Springer, Berlin (2013)
Manteaw, E.D., Odero, N.A.: Combined economic and emission dispatch solution using ABC_PSO hybrid algorithm with valve point loading effect. Int. J. Sci. Res. Publ. 2, 1–9 (2012)
Mahdi, F.P., Vasant, P., Kallimani, V., Abdullah-Al-Wadud, M.: A review on economic emission dispatch problems using quantum computational intelligence. In: AIP Conference Proceedings, p. 020002 (2016)
Meng, X.-B., Gao, X., Liu, Y., Zhang, H.: A novel bat algorithm with habitat selection and doppler effect in echoes for optimization. Expert Syst. Appl. 42, 6350–6364 (2015)
Basu, M.: Economic environmental dispatch using multi-objective differential evolution. Appl. Soft Comput. 11, 2845–2853 (2011)
Ziane, I., Benhamida, F., Graa, A.: Economic/emission dispatch problem with valve-point effect. Rev. Roum. des Sci. Tech.-Serie Electrotechnique et Energetique 61, 269–272 (2016)
Acknowledgments
This research work is financially sponsored Centre of Graduate Studies (CGS) with the support of the Department of Fundamental & Applied Sciences, Universiti Teknologi PETRONAS.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer International Publishing AG
About this paper
Cite this paper
Mahdi, F.P., Vasant, P., Abdullah-Al-Wadud, M., Watada, J., Kallimani, V. (2018). Quantum-Behaved Bat Algorithm for Combined Economic Emission Dispatch Problem with Valve-Point Effect. In: Duy, V., Dao, T., Zelinka, I., Kim, S., Phuong, T. (eds) AETA 2017 - Recent Advances in Electrical Engineering and Related Sciences: Theory and Application. AETA 2017. Lecture Notes in Electrical Engineering, vol 465. Springer, Cham. https://doi.org/10.1007/978-3-319-69814-4_89
Download citation
DOI: https://doi.org/10.1007/978-3-319-69814-4_89
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-69813-7
Online ISBN: 978-3-319-69814-4
eBook Packages: EngineeringEngineering (R0)