Solving Single- and Multi-Objective Optimal Reactive Power Dispatch Problems Using an Improved Salp Swarm Algorithm
The optimal reactive power dispatch (ORPD) problem represents a fundamental concern in the efficient and reliable operation of power systems, based on the proper coordination of numerous devices. Therefore, the ORPD calculation is an elaborate nonlinear optimization problem that requires highly perf...
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doaj-646fb3b48008433f862c07fa16515c722021-02-25T00:00:18ZengMDPI AGEnergies1996-10732021-02-01141222122210.3390/en14051222Solving Single- and Multi-Objective Optimal Reactive Power Dispatch Problems Using an Improved Salp Swarm AlgorithmAndrei M. Tudose0Irina I. Picioroaga1Dorian O. Sidea2Constantin Bulac3Department of Electrical Power Systems, University “Politehnica” of Bucharest, 060042 Bucharest, RomaniaDepartment of Electrical Power Systems, University “Politehnica” of Bucharest, 060042 Bucharest, RomaniaDepartment of Electrical Power Systems, University “Politehnica” of Bucharest, 060042 Bucharest, RomaniaDepartment of Electrical Power Systems, University “Politehnica” of Bucharest, 060042 Bucharest, RomaniaThe optimal reactive power dispatch (ORPD) problem represents a fundamental concern in the efficient and reliable operation of power systems, based on the proper coordination of numerous devices. Therefore, the ORPD calculation is an elaborate nonlinear optimization problem that requires highly performing computational algorithms to identify the optimal solution. In this paper, the potential of metaheuristic methods is explored for solving complex optimization problems specific to power systems. In this regard, an improved salp swarm algorithm is proposed to solve the ORPD problem for the IEEE-14 and IEEE-30 bus systems, by approaching the reactive power planning as both a single- and a multi- objective problem and aiming at minimizing the real power losses and the bus voltage deviations. Multiple comparison studies are conducted based on the obtained results to assess the proposed approach performance with respect to other state-of-the-art techniques. In all cases, the results demonstrate the potential of the developed method and reflect its effectiveness in solving challenging problems.https://www.mdpi.com/1996-1073/14/5/1222optimal reactive power dispatchpower loss minimizationvoltage deviationsalp swarm algorithmcurrent mismatch Newton-Raphson |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Andrei M. Tudose Irina I. Picioroaga Dorian O. Sidea Constantin Bulac |
spellingShingle |
Andrei M. Tudose Irina I. Picioroaga Dorian O. Sidea Constantin Bulac Solving Single- and Multi-Objective Optimal Reactive Power Dispatch Problems Using an Improved Salp Swarm Algorithm Energies optimal reactive power dispatch power loss minimization voltage deviation salp swarm algorithm current mismatch Newton-Raphson |
author_facet |
Andrei M. Tudose Irina I. Picioroaga Dorian O. Sidea Constantin Bulac |
author_sort |
Andrei M. Tudose |
title |
Solving Single- and Multi-Objective Optimal Reactive Power Dispatch Problems Using an Improved Salp Swarm Algorithm |
title_short |
Solving Single- and Multi-Objective Optimal Reactive Power Dispatch Problems Using an Improved Salp Swarm Algorithm |
title_full |
Solving Single- and Multi-Objective Optimal Reactive Power Dispatch Problems Using an Improved Salp Swarm Algorithm |
title_fullStr |
Solving Single- and Multi-Objective Optimal Reactive Power Dispatch Problems Using an Improved Salp Swarm Algorithm |
title_full_unstemmed |
Solving Single- and Multi-Objective Optimal Reactive Power Dispatch Problems Using an Improved Salp Swarm Algorithm |
title_sort |
solving single- and multi-objective optimal reactive power dispatch problems using an improved salp swarm algorithm |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2021-02-01 |
description |
The optimal reactive power dispatch (ORPD) problem represents a fundamental concern in the efficient and reliable operation of power systems, based on the proper coordination of numerous devices. Therefore, the ORPD calculation is an elaborate nonlinear optimization problem that requires highly performing computational algorithms to identify the optimal solution. In this paper, the potential of metaheuristic methods is explored for solving complex optimization problems specific to power systems. In this regard, an improved salp swarm algorithm is proposed to solve the ORPD problem for the IEEE-14 and IEEE-30 bus systems, by approaching the reactive power planning as both a single- and a multi- objective problem and aiming at minimizing the real power losses and the bus voltage deviations. Multiple comparison studies are conducted based on the obtained results to assess the proposed approach performance with respect to other state-of-the-art techniques. In all cases, the results demonstrate the potential of the developed method and reflect its effectiveness in solving challenging problems. |
topic |
optimal reactive power dispatch power loss minimization voltage deviation salp swarm algorithm current mismatch Newton-Raphson |
url |
https://www.mdpi.com/1996-1073/14/5/1222 |
work_keys_str_mv |
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