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Year 2019, Volume 48 , Issue 5, Pages 1570 - 1589 2019-10-08

Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems

Muhammad SULAİMAN [1] , Masihullah MASİHULLAH [2] , Zubair HUSSAİN [3] , Sohail AHMAD [4] , Wali Khan MASHWANİ [5] , Muhammad Asif JAN [6] , Rashida Adeeb KHANUM [7]

Abstract

The costs of different fuels are increasing gradually, for operation of power production units. Thus new optimization techniques are needed to tackle the complex problems of Economic Load Dispatch (ELD). Metaheuristics are very helpful for policy and decision makers in achieving the best results by minimizing the cost function. In this paper, we have updated the Grasshopper Optimization Algorithm (GOA) with a better initialization strategy to balance the search capability of GOA. The new algorithm is named as Improved Grasshopper Algorithm (IGOA). GOA is inspired by the swarms of grasshopper and mimics their biological behavior. Furthermore, IGOA is used to solve the ELD problems by tacking four case studies from literature. The objective in these problems is to find best decision variables for dispatching the available power with lowest cost, better efficiency and more reliability. To validate the efficiency of our proposed algorithm, we have tested it by solving 4 case studies of ELD with 1263MW, 600MW, 800MW and 2500MW demands respectively. IGOA is better in terms of convergence rate and quality of solutions obtained for the problems considered in literature for other metaheuristics.

Keywords

constrained optimization, metaheuristics, improved grasshopper optimization algorithm (IGOA), economic load dispatch

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Details

Primary Language en
Subjects Statistics and Probability
Journal Section Statistics
Authors

Orcid: 0000-0002-4040-6211
Author: Muhammad SULAİMAN (Primary Author)

Orcid: 0000-0002-5354-0639
Author: Masihullah MASİHULLAH

Orcid: 0000-0003-4815-6744
Author: Zubair HUSSAİN

Orcid: 0000-0003-3147-9109
Author: Sohail AHMAD

Orcid: 0000-0002-5081-741X
Author: Wali Khan MASHWANİ

Orcid: 0000-0002-2733-5439
Author: Muhammad Asif JAN

Orcid: 0000-0002-5255-5580
Author: Rashida Adeeb KHANUM

Dates

Publication Date : October 8, 2019

Cite

Bibtex @research article { hujms629976, journal = {Hacettepe Journal of Mathematics and Statistics}, issn = {2651-477X}, eissn = {2651-477X}, address = {}, publisher = {Hacettepe University}, year = {2019}, volume = {48}, pages = {1570 - 1589}, doi = {10.15672/hujms.507579}, title = {Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems}, key = {cite}, author = {Sulai̇man, Muhammad and Masi̇hullah, Masihullah and Hussai̇n, Zubair and Ahmad, Sohail and Mashwani̇, Wali Khan and Jan, Muhammad Asif and Khanum, Rashida Adeeb} }
APA Sulai̇man, M , Masi̇hullah, M , Hussai̇n, Z , Ahmad, S , Mashwani̇, W , Jan, M , Khanum, R . (2019). Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems . Hacettepe Journal of Mathematics and Statistics , 48 (5) , 1570-1589 . DOI: 10.15672/hujms.507579
MLA Sulai̇man, M , Masi̇hullah, M , Hussai̇n, Z , Ahmad, S , Mashwani̇, W , Jan, M , Khanum, R . "Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems" . Hacettepe Journal of Mathematics and Statistics 48 (2019 ): 1570-1589 <https://dergipark.org.tr/en/pub/hujms/issue/49321/629976>
Chicago Sulai̇man, M , Masi̇hullah, M , Hussai̇n, Z , Ahmad, S , Mashwani̇, W , Jan, M , Khanum, R . "Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems". Hacettepe Journal of Mathematics and Statistics 48 (2019 ): 1570-1589
RIS TY - JOUR T1 - Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems AU - Muhammad Sulai̇man , Masihullah Masi̇hullah , Zubair Hussai̇n , Sohail Ahmad , Wali Khan Mashwani̇ , Muhammad Asif Jan , Rashida Adeeb Khanum Y1 - 2019 PY - 2019 N1 - doi: 10.15672/hujms.507579 DO - 10.15672/hujms.507579 T2 - Hacettepe Journal of Mathematics and Statistics JF - Journal JO - JOR SP - 1570 EP - 1589 VL - 48 IS - 5 SN - 2651-477X-2651-477X M3 - doi: 10.15672/hujms.507579 UR - https://doi.org/10.15672/hujms.507579 Y2 - 2019 ER -
EndNote %0 Hacettepe Journal of Mathematics and Statistics Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems %A Muhammad Sulai̇man , Masihullah Masi̇hullah , Zubair Hussai̇n , Sohail Ahmad , Wali Khan Mashwani̇ , Muhammad Asif Jan , Rashida Adeeb Khanum %T Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems %D 2019 %J Hacettepe Journal of Mathematics and Statistics %P 2651-477X-2651-477X %V 48 %N 5 %R doi: 10.15672/hujms.507579 %U 10.15672/hujms.507579
ISNAD Sulai̇man, Muhammad , Masi̇hullah, Masihullah , Hussai̇n, Zubair , Ahmad, Sohail , Mashwani̇, Wali Khan , Jan, Muhammad Asif , Khanum, Rashida Adeeb . "Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems". Hacettepe Journal of Mathematics and Statistics 48 / 5 (October 2019): 1570-1589 . https://doi.org/10.15672/hujms.507579
AMA Sulai̇man M , Masi̇hullah M , Hussai̇n Z , Ahmad S , Mashwani̇ W , Jan M , Khanum R . Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems. Hacettepe Journal of Mathematics and Statistics. 2019; 48(5): 1570-1589.
Vancouver Sulai̇man M , Masi̇hullah M , Hussai̇n Z , Ahmad S , Mashwani̇ W , Jan M , Khanum R . Implementation of improved grasshopper optimization algorithm to solve economic load dispatch problems. Hacettepe Journal of Mathematics and Statistics. 2019; 48(5): 1570-1589.
Authors of the Article
Muhammad SULAİMAN [1]
Masihullah MASİHULLAH [2]
Zubair HUSSAİN [3]
Sohail AHMAD [4]
Wali Khan MASHWANİ [5]
Muhammad Asif JAN [6]
Rashida Adeeb KHANUM [7]
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