CFP last date
28 April 2025
Call for Paper
May Edition
JAAI solicits high quality original research papers for the upcoming May edition of the journal. The last date of research paper submission is 28 April 2025

Submit your paper
Know more
The week's pick
Responsive image
Optimal Distributed Generator Sizing and Placement by Modified Particle Swarm Optimization (MPOS) Algorithm for Minimization of Distribution Power Loss

Anshu Sharma Rajesh Kumar Rai Ghizal Ansari
Reseach Article

Optimal Distributed Generator Sizing and Placement by Modified Particle Swarm Optimization (MPOS) Algorithm for Minimization of Distribution Power Loss

by Anshu Sharma, Rajesh Kumar Rai, Ghizal Ansari
journal cover thumbnail

Journal of Advanced Artificial Intelligence
Foundation of Computer Science (FCS), NY, USA
Volume 1 - Number 6
Year of Publication: 2025
Authors: Anshu Sharma, Rajesh Kumar Rai, Ghizal Ansari
10.5120/jaai202429

Anshu Sharma, Rajesh Kumar Rai, Ghizal Ansari . Optimal Distributed Generator Sizing and Placement by Modified Particle Swarm Optimization (MPOS) Algorithm for Minimization of Distribution Power Loss. Journal of Advanced Artificial Intelligence. 1, 6 ( Mar 2025), 22-27. DOI=10.5120/jaai202429

@article{ 10.5120/jaai202429,
author = { Anshu Sharma, Rajesh Kumar Rai, Ghizal Ansari },
title = { Optimal Distributed Generator Sizing and Placement by Modified Particle Swarm Optimization (MPOS) Algorithm for Minimization of Distribution Power Loss },
journal = { Journal of Advanced Artificial Intelligence },
issue_date = { Mar 2025 },
volume = { 1 },
number = { 6 },
month = { Mar },
year = { 2025 },
pages = { 22-27 },
numpages = {9},
url = { https://jaaionline.phdfocus.com/archives/volume1/number6/optimal-distributed-generator-sizing-and-placement-by-modified-particle-swarm-optimization-mpos-algorithm-for-minimization-of-distribution-power-loss/ },
doi = { 10.5120/jaai202429 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2025-04-01T01:51:21+05:30
%A Anshu Sharma
%A Rajesh Kumar Rai
%A Ghizal Ansari
%T Optimal Distributed Generator Sizing and Placement by Modified Particle Swarm Optimization (MPOS) Algorithm for Minimization of Distribution Power Loss
%J Journal of Advanced Artificial Intelligence
%V 1
%N 6
%P 22-27
%D 2025
%I Foundation of Computer Science (FCS), NY, USA
Abstract

We address the critical issue of optimal sizing and placement of distributed generators (DGs) in distribution systems to minimize power loss. the study focuses on leveraging the innovative MPSO algorithm to achieve optimal solutions. The integration of DGs into distribution systems is a key strategy, and the research explores the intricate aspects of determining the appropriate size and strategic placement of DGs to mitigate power losses effectively. We propose the Modified Particle Swarm Optimization (MPSO) algorithm as the primary tool to address this optimization problem. Drawing inspiration from bird foraging behaviour, MPSO is highlighted for its efficiency in local optimal searching. The study emphasizes the algorithm's capability to outperform traditional approaches, such as GWO and MINLP, through empirical comparisons.

References
  1. Agajie, Takele Ferede, Ayodeji Olalekan Salau, Engidaw Abel Hailu, Meenakshi Sood, and Shruti Jain. "Optimal sizing and siting of distributed generators for minimization of power losses and voltage deviation." In 2019 5th International Conference on Signal Processing, Computing and Control (ISPCC), pp. 292-297. IEEE, 2019.
  2. Sridhar, J. P., and R. Prakash. "Multi-objective whale optimization based minimization of loss, maximization of voltage stability considering cost of DG for optimal sizing and placement of DG." International Journal of Electrical and Computer Engineering (IJECE) 9, no. 12 (2019): 835-839.
  3. Ullah, Zia, Shaorong Wang, and Jordan Radosavljević. "A novel method based on PPSO for optimal placement and sizing of distributed generation." IEEJ Transactions on Electrical and Electronic Engineering 14, no. 12 (2019): 1754-1763.
  4. Galgali, Varsha S., M. Ramachandran, and G. A. Vaidya. "Multi-objective optimal sizing of distributed generation by application of Taguchi desirability function analysis." SN Applied Sciences 1 (2019): 1- 14.
  5. Onlam, Arun, Daranpob Yodphet, Rongrit Chatthaworn, Chayada Surawanitkun, Apirat Siritaratiwat, and Pirat Khunkitti. "Power loss minimization and voltage stability improvement in electrical distribution system via network reconfiguration and distributed generation placement using novel adaptive shuffled frogs leaping algorithm." Energies 12, no. 3 (2019): 553.
  6. Kamel, Salah, Ali Selim, Francisco Jurado, Juan Yu, Kaigui Xie, and Changqing Yu. "Multi-objective whale optimization algorithm for optimal integration of multiple DGs into distribution systems." In 2019 IEEE Innovative Smart Grid Technologies-Asia (ISGT Asia), pp. 1312- 1317. IEEE, 2019.
  7. Pandey, Anand Kumar, and Sheeraz Kirmani. "Multi- objective optimal location and sizing of hybrid photovoltaic system in distribution systems using crow search algorithm." International Journal of Renewable Energy Research 9, no. 4 (2019): 1681-1693.
  8. Daneshvar, Mohammadreza, Mehdi Abapour, Behnam Mohammadi-ivatloo, and Somayeh Asadi. "Impact of optimal DG placement and sizing on power reliability and voltage profile of radial distribution networks." Majlesi Journal of Electrical Engineering 13, no. 2 (2019): 91-102.
  9. Salkuti, Surender Reddy. "Optimal location and sizing of DG and D-STATCOM in distribution networks." Indonesian Journal of Electrical Engineering and Computer Science 16, no. 3 (2019): 1107- 1114.
  10. Lin, Kyaw Myo, Pyone Lai Swe, and Khine Zin Oo. "Optimal Distributed Generator Sizing and Placement by Analytical Method and PSO Algorithm Considering Optimal Reactive Power Dispatch." International Journal of Electronics and Communication Engineering 13, no. 1 (2019): 13-20.
  11. Settoul, Samir, Rachid Chenni, Heba Ahmed Hasan, Mohamed Zellagui, and Mohamed Nassim 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), pp. 1-6. IEEE, 2019.
  12. Maurya, Harsh, Vivek Kumar Bohra, Nidhi Singh Pal, and Vikas Singh Bhadoria. "Effect of inertia weight of PSO on optimal placement of DG." In IOP Conference Series: Materials Science and Engineering, vol. 594, no. 1, p. 012011. IOP Publishing, 2019.
  13. Hakimi, Seyed Mehdi, Arezoo Hasankhani, Miadreza Shafie‐khah, and João PS Catalão. "Optimal sizing and siting of smart microgrid components under high renewables penetration considering demand response." IET Renewable power generation 13, no. 10 (2019): 1809-1822.
  14. [Khasanov, Mansur, Salah Kamel, and Hussein Abdel- Mawgoud. "Minimizing power loss and improving voltage stability in distribution system through optimal allocation of distributed generation using electrostatic discharge algorithm." In 2019 21st International Middle East Power Systems Conference (MEPCON), pp. 354-359. IEEE, 2019.
  15. Battapothula, Gurappa, Chandrasekhar Yammani, and Sydulu Maheswarapu. "Multi-objective simultaneous optimal planning of electrical vehicle fast charging stations and DGs in distribution system." Journal of Modern Power Systems and Clean Energy 7, no. 4 (2019): 923-934.
  16. Kamel, Salah, Ayman Awad, Hussein Abdel-Mawgoud, and Francisco Jurado. "Optimal DG allocation for enhancing voltage stability and minimizing power loss using hybrid gray wolf optimizer." Turkish Journal of Electrical Engineering and Computer Sciences 27, no. 4 (2019): 2947- 2961.
  17. Sayed, Elhosseny M., Noha H. Elamary, and Rania A. Swief. "Optimal Sizing and Placement of Distributed Generation (DG) Using Particle Swarm Optimization." In Journal of Physics: Conference Series, vol. 2128, no. 1, p. 012023. IOP Publishing, 2021.
  18. Essa, Mohammed B., Lubna A. Alnabi, and Abbas K. Dhaher. "Distribution power loss minimization via optimal sizing and placement of shunt capacitor and distributed generator with network reconfiguration." TELKOMNIKA (Telecommunication Computing Electronics and Control) 19, no. 3 (2021): 1039-1049.
  19. Karunarathne, Eshan, Jagadeesh Pasupuleti, Janaka Ekanayake, and Dilini Almeida. "Network loss reduction and voltage improvement by optimal placement and sizing of distributed generators with active and reactive power njection using fine-tuned PSO." Indonesian Journal of Electrical Engineering and Computer Science 21, no. 2 (2021): 647-656.
  20. Chithra Devi, S. A., K. Yamuna, and M. Sornalatha. "Multi-objective optimization of optimal placement and sizing of multiple DG placements in radial distribution system using stud krill herd algorithm." Neural Computing and Applications 33 (2021): 13619-13634.
  21. Rajesh, P., and Francis H. Shajin. "Optimal allocation of EV charging spots and capacitors in distribution network improving voltage and power loss by Quantum-Behaved and Gaussian Mutational Dragonfly Algorithm (QGDA)." Electric Power Systems Research 194 (2021): 107049.
  22. Khan, Muhammad Haris, Abasin Ulasyar, Abraiz Khattak, Haris Sheh Zad, Mohammad Alsharef, Ahmad Aziz Alahmadi, and Nasim Ullah. "Optimal Sizing and Allocation of Distributed Generation in the Radial Power Distribution System Using Honey Badger Algorithm." Energies 15, no. 16 (2022): 5891.
  23. Derakhshan, G., H. Shahsavari, and A. Safari. "Co- Evolutionary Multi-Swarm PSO Based Optimal Placement of Miscellaneous DGs in a Real Electricity Grids Regarding Uncertainties." Journal of Operation and Automation in Power Engineering 10, no. 1 (2022): 71-79.
  24. Hassan, Abdurrahman Shuaibu, Yanxia Sun, and Zenghui Wang. "Water, Energy and Food Algorithm with Optimal Allocation and Sizing of Renewable Distributed Generation for Power Loss Minimization in Distribution Systems (WEF)." Energies 15, no. 6 (2022): 2242.
  25. Kallon, Mohamed Amidu, George Nyauma Nyakoe, and Christopher M. Muriithi. "Development of DSTATCOM optimal sizing and location technique based on IA-GA for power loss reduction and voltage profile enhancement in an RDN." (2022).
  26. Werkie, Yalew Gebru, and Habtemariam Aberie Kefale. "Optimal allocation of multiple distributed generation units in power distribution networks for voltage profile improvement and power losses minimization." Cogent Engineering 9, no. 1 (2022): 2091668.
  27. Abbas, Mohamed, Mohammed A. Alshehri, and Abdulwasa Bakr Barnawi. "Potential Contribution of the Grey Wolf Optimization Algorithm in Reducing Active Power Losses in Electrical Power Systems." Applied Sciences 12, no. 12 (2022): 6177.
  28. Montoya, Oscar Danilo, and Walter Gil-González. "A MIQP model for optimal location and sizing of dispatchable DGs in DC networks
  29. Cetin, Numan, Mustafa Mosbah, Salem Arif, and Rabie Zine. "Improvement of Voltage Profile by Optimal Integration of PV-DG in Distribution Power System." Algerian Journal of Signals and Systems 6, no. 4 (2021): 199-205.
  30. Rosales-Muñoz, Andrés Alfonso, Luis Fernando Grisales- Noreña, Jhon Montano, Oscar Danilo Montoya, and Alberto-Jesus Perea-Moreno. "Application of the multiverse optimization method to solve the optimal power flow problem in direct current electrical networks." Sustainability 13, no. 16 (2021): 8703.
  31. R Nasser, Mustafa, Inaam I Ali, and Mohammed H Alkhafaji. "Optimal Placement and Size of Distributed Generators Based on Autoadd and PSO to Improve Voltage Profile and Minimize Power Losses." Engineering and Technology Journal 39, no. 3 (2021): 453-464.
Index Terms

Computer Science
Information Sciences

Keywords

Power System distributed Generations (DGs) Swam intelligence MPSO Loss minimization.

Powered by PhDFocusTM