PL EN


Preferencje help
Widoczny [Schowaj] Abstrakt
Liczba wyników
Powiadomienia systemowe
  • Sesja wygasła!
  • Sesja wygasła!
Tytuł artykułu

Technical-economic indices for optimal integration of photovoltaic distributed generation units using hybrid PSO-WOA technique

Wybrane pełne teksty z tego czasopisma
Identyfikatory
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
This paper proposes to hybridize the Whale Optimizer (WOA) and Particle Swarm Optimization (PSO) algorithms to achieve optimal integration of Distributed Generator (DG) based photovoltaic sources in the search for optimal allocation. Optimal integration reduces the Active Power Loss (APL) index and enhances the Total Voltage Variation (TVV) index and the Total Operating Cost (TOC) index. The proposed hybrid PSO-WOA algorithm is validated on standard IEEE 33-bus and 69-bus Electrical Distribution Systems (EDS). Numerical and graphical comparative studies were conducted to benchmark the hybrid approach results against those obtained using other powerful algorithms and techniques existing in the literature. Active and reactive branch currents are calculated and plotted to show how the DG affects current flows in the EDS. To make the results more realistic, linear load level variation is considered, with the loads varying from 60% to 120% of the rated loading level.
Rocznik
Strony
25--36
Opis fizyczny
Bibliogr. 37 poz., rys., tab., wykr.
Twórcy
  • Department of Electrotechnic, Mentouri University of Constantine 1, Constantine, Algeria
  • Department of Electrical Engineering, University of Batna 2, Batna, Algeria
  • Department of Electrotechnic, Mentouri University of Constantine 1, Constantine, Algeria
  • Department of Electrical Engineering, University of Mostaganem, Mostaganem, Algeria
Bibliografia
  • [1] Z. Ullah, S. Wang, J. Radosavljevic´, A Novel Method Based on PPSO for Optimal Placement and Sizing of Distributed Generation, IEEJ Transactions on Electrical and Electronic Engineering 14 (12) (2019) 1754-1763.
  • [2] A. Bayat, A. Bagheri, Optimal active and reactive power allocation in distribution networks using a novel heuristic approach, Applied Energy 233-234 (2019) 71-85.
  • [3] Mohamed Imran A, Kowsalya M, Optimal size and siting of multiple distributed generators in distribution system using bacterial foraging optimization, Swarm and Evolutionary Computation 15 (2014) 58-65.
  • [4] E. S. Oda, A. A. Abdelsalam, M. N. Abdel-Wahab, M. M. El-Saadawi, Distributed generations planning using flower pollination algorithm for enhancing distribution system voltage stability, Ain Shams Engineering Journal 8 (4) (2017) 593-603.
  • [5] K. Mahesh, P. Nallagownden, I. Elamvazuthi, Advanced Pareto Front Non-Dominated Sorting Multi-Objective Particle Swarm Optimization for Optimal Placement and Sizing of Distributed Generation, Energies 9 (12) (2016) 982.
  • [6] S. Sultana, P. K. Roy, Krill herd algorithm for optimal location of dis- tributed generator in radial distribution system, Applied Soft Computing 40 (2016) 391-404.
  • [7] D. Rama Prabha, T. Jayabarathi, Optimal placement and sizing of multiple distributed generating units in distribution networks by invasive weed optimization algorithm, Ain Shams Engineering Journal 7 (2) (2016) 683-694.
  • [8] M. J. Hadidian-Moghaddam, S. Arabi-Nowdeh, M. Bigdeli, D. Azizian, A multi-objective optimal sizing and siting of distributed generation using ant lion optimization technique, Ain Shams Engineering Journal 9 (4) (2018) 2101-2109.
  • [9] S. Ganguly, D. Samajpati, Distributed generation allocation with on-load tap changer on radial distribution networks using adaptive genetic algorithm, Applied Soft Computing 59 (2017) 45-67.
  • [10] T. P. Nguyen, D. N. Vo, T. T. Tran, Optimal Number, Location, and Size of Distributed Generators in Distribution Systems by Symbiotic Organism Search Based Method, Advances in Electrical and Electronic Engineering 15 (5) (2018) 724-735.
  • [11] G. Deb, K. Chakraborty, S. Deb, Spider monkey optimization technique-based allocation of distributed generation for demand side management, International Transactions on Electrical Energy Systems 29 (5) (2019) e12009.
  • [12] M. Sabri, A. Ghallaj, H. Sheikhbaglou, D. Nazarpour, Optimal Multi-Indices Application of Distributed Generations in Radial Distribuion Networks Based on Moth-Flame Optimizer, Russian Electrical Engineering 90 (3) (2019) 277-284.
  • [13] Z. Abdmouleh, A. Gastli, L. Ben-Brahim, M. Haouari, N. A. Al-Emadi, Review of optimization techniques applied for the integration of distributed generation from renewable energy sources, Renewable Energy 113 (2017) 266-280
  • [14] K. Muthukumar, S. Jayalalitha, Optimal placement and sizing of distributed generators and shunt capacitors for power loss minimization in radial distribution networks using hybrid heuristic search optimization technique, International Journal of Electrical Power & Energy Systems 78 (2016) 299-319.
  • [15] S. Kansal, V. Kumar, B. Tyagi, Hybrid approach for optimal placement of multiple DGs of multiple types in distribution networks, International Journal of Electrical Power & Energy Systems 75 (2016) 226-235.
  • [16] R. Bala, S. Ghosh, Optimal position and rating of DG in distribution networks by ABC-CS from load flow solutions illustrated by fuzzy- PSO, Neural Computing and Applications 31 (2) (2019) 489-507.
  • [17] Ahmed Ali, Sanjeevikumar Padmanaban, Bhekisipho Twala, Tshilidzi Marwala, Electric Power Grids Distribution Generation System for Optimal Location and Sizing-A Case Study Investigation by Various Optimization Algorithms, Energies 10 (7) (2017) 960.
  • [18] M. Abd El-salam, E. Beshr, M. Eteiba, A New Hybrid Technique for Minimizing Power Losses in a Distribution System by Optimal Sizing and Siting of Distributed Generators with Network Reconfiguration, Energies 11 (12) (2018) 3351.
  • [19] A. El-Fergany, Multi-objective Allocation of Multi-type Distributed Generators along Distribution Networks Using Backtracking Search Algorithm and Fuzzy Expert Rules, Electric Power Components and Systems 44 (3) (2016) 252-267.
  • [20] K. R. Radha Krishna, T. Ananthapadmanabha, Optimal allocation of DG units for voltage stability enhancement and power loss minimization in radial distribution system 9 (6), (2018) 35-46
  • [21] A. Rajendran, K. Narayanan, Optimal multiple installation of DG and capacitor for energy loss reduction and loadability enhancement in the radial distribution network using the hybrid WIPSO-GSA algorithm, International Journal of Ambient Energy 41 (2) (2020) 129-141.
  • [22] K. M. S. Alzaidi, O. Bayat, O. N. Uçan, Multiple DGs for Reducing Total Power Losses in Radial Distribution Systems Using Hybrid WOA-SSA Algorithm, International Journal of Photoenergy 2019 (2019) 1-20.
  • [23] D. F. Farzana, K. Mahadevan, Performance comparison using firefly and PSO algorithms on congestion management of deregulated power market involving renewable energy sources, Soft Computing 24 (2) (2020) 1473-1482.
  • [24] S. S. Kola, J. T, Optimal Allocation of Wind and Solar based Distributed Generation in a Radial Distribution System, International Journal of Renewable Energy Research 9 (1) (2019) 73-85.
  • [25] P. Samal, S. Ganguly, S. Mohanty, A fuzzy pragmatic DE-CSA hybrid approach for unbalanced radial distribution system planning with distributed generation, Soft Computing 23 (23) (2019) 12317-12330.
  • [26] S. Arabi Nowdeh, I. F. Davoudkhani, M. Hadidian Moghaddam, E. S. Najmi, A. Abdelaziz, A. Ahmadi, S. Razavi, F. Gandoman, Fuzzy multi-objective placement of renewable energy sources in distribution system with objective of loss reduction and reliability improvement using a novel hybrid method, Applied Soft Computing 77 (2019) 761-779.
  • [27] M. A. Tolba, A. A. Zaki Diab, A. S. Vanin, V. N. Tulsky, A. Y. Abdelaziz, Integration of Renewable Distributed Generation in Distribution Net- works Including a Practical Case Study Based on a Hybrid PSOGSA Optimization Algorithm, Electric Power Components and Systems 46 (19-20) (2018) 2103-2116.
  • [28] T. Sattarpour, D. Nazarpour, S. Golshannavaz, P. Siano, A multi- objective hybrid GA and TOPSIS approach for sizing and siting of DG and RTU in smart distribution grids, Journal of Ambient Intelligence and Humanized Computing 9 (1) (2018) 105-122.
  • [29] I. N. Trivedi, P. Jangir, A. Kumar, N. Jangir, R. Totlani, A Novel Hybrid PSO-WOA Algorithm for Global Numerical Functions Optimization, in: S. K. Bhatia, K. K. Mishra, S. Tiwari, V. K. Singh (Eds.), Advances in Computer and Computational Sciences, Vol. 554, Springer Singapore, Singapore, 2018, pp. 53-60.
  • [30] S. Settoul, R. Chenni, M. Zellagui, H. Nouri, Optimal Integration of Renewable Distributed Generation Using the Whale Optimization Algorithm for Techno-Economic Analysis, in: S. Bououden, M. Chadli, S. Ziani, I. Zelinka (Eds.), Proceedings of the 4th International Con- ference on Electrical Engineering and Control Applications, Vol. 682, Springer Singapore, 2021, pp. 513-532.
  • [31] M. Zellagui, A. Lasmari, S. Settoul, C. Z. El-Bayeh, R. Chenni, Assessment Integration of Hybrid PV-DSTATCOM-BES-DG System in EDS under Uncertainties Using Chaotic Adaptive Inertia Weight PSO Algorithms, in: 2021 12th International Symposium on Advanced Topics in Electrical Engineering (ATEE), IEEE, Bucharest, Romania, 2021, pp. 1-8.
  • [32] N. Belbachir, M. Zellagui, S. Settoul, C. Z. El-Bayeh, B. Bekkouche, Simultaneous optimal integration of photovoltaic distributed generation and battery energy storage system in active distribution network using chaotic grey wolf optimization, Electrical Engineering & Electromechanics (3) (2021) 52-61.
  • [33] M. Zellagui, A. Lasmari, S. Settoul, C. Z. El-Bayeh, R. Chenni, N. Belbachir, Arithmetic Optimization Algorithm for Optimal Installation of DSTATCOM into Distribution System based on Various Voltage Stability Indices, in: 2021 9th International Conference on Modern Power Systems (MPS), IEEE, Cluj-Napoca, Romania, 2021, pp. 1-6.
  • [34] S. Settoul, R. Chenni, H. A. Hasan, M. Zellagui, M. N. Kraimia, MFO Algorithm for Optimal Location and Sizing of Multiple Photovoltaic Distributed Generations Units for Loss Reduction in Distribution Systems, in: 2019 7th International Renewable and Sustainable Energy Conference (IRSEC), IEEE, Agadir, Morocco, 2019, pp. 1-6.
  • [35] N. Belbachir, M. Zellagui, A. Lasmari, C. Z. El-Bayeh, B. Bekkouche, Optimal integration of photovoltaic distributed generation in electrical distribution network using hybrid modified PSO algorithms, Indonesian Journal of Electrical Engineering and Computer Science 24 (1) (2021) 50-60.
  • [36] N. Belbachir, M. Zellagui, S. Settoul, C. Z. El-Bayeh, Multi-Objective Optimal Renewable Distributed Generator Integration in Distribution Systems Using Grasshopper optimization Algorithm Considering Overcurrent Relay Indices, in: 2021 9th International Conference on Modern Power Systems (MPS), IEEE, Cluj-Napoca, Romania, 2021, pp. 1-6.
  • [37] W. Jun, W. Xinran, D. Bart, S. Chao, Z. Wei, A Novel Method for Islanding in Active Distribution Network Considering Distributed Generation. Journal of Power Technologies 101 (1) (2021) 11-21
Uwagi
PL
Opracowanie rekordu ze środków MEiN, umowa nr SONP/SP/546092/2022 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2022-2023).
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-dfb7c401-5b94-47e2-94f1-21c1e1a18bfc
JavaScript jest wyłączony w Twojej przeglądarce internetowej. Włącz go, a następnie odśwież stronę, aby móc w pełni z niej korzystać.