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Reddy and Kumar
flow management, and enhanced transient stability. Availability of data
For instance, under demanding operating conditions,
the ACO-optimized FACTS controllers reduced The data supporting the findings of this study, including
the overshoot of ∆ω by approximately 12.5% and simulation results and controller parameters used in
shortened the settling time by over 60% compared the IEEE 30-Bus system model, are available from the
to conventional FACTS controllers. With renewable corresponding author upon reasonable request. Custom
energy integration, the system’s response time is further MATLAB/Simulink models and optimization methods
enhanced, and stability is maintained more effectively developed for this research may also be shared to
during fluctuations. Similarly, during light operation facilitate reproducibility and further investigation.
scenarios, δ overshoot decreased by 10%, showcasing
enhanced stability and faster response. However, the References
proposed approach has certain limitations. The ACO
algorithm requires considerable computational power, 1. Hingorani NG. Flexible AC transmission system. IEEE
Spectr. 1988;25(4):40-45.
which may pose challenges for real-time applications. In 2. Bian B, Ramey HJ, Nelson RM. Susceptance model of
addition, FACTS devices involve high installation and SVC for power flow analysis. IEEE Trans Power Syst.
operational costs, making large-scale implementation 1997;12(1):200-206.
subject to further cost-benefit analysis. Despite these 3. Hussein NAK, Basel OM. Integrating renewable energy
limitations, the model’s effectiveness was validated systems into urban planning for sustainable cities.
using the IEEE 30-bus test system – a widely recognized ESTIDAMAA. 2024; 82:15-21.
benchmark for real-world power grid simulations. doi: 10.70470/ESTIDAMAA/2024/003
FACTS controllers, such as STATCOM and UPFC, have 4. Goel S, Jena B, Sharma R. A case study on optimal tilt
been successfully deployed in large-scale wind farms and angle and spacing for rooftop solar photovoltaic system
at Bhubaneswar. J Mod Technol. 2024;121:121-131.
power grids, enhancing system stability and reliability. 5. Solanke AV, Verma SK, Kumar S, Oyinna B, Okedu KE.
The proposed ACO-FACTS framework, combined with MPPT for hybrid energy system using machine learning
renewable energy integration, offers a robust solution for techniques. J Mod Technol. 2024;121:19-37.
improving dynamic performance and mitigating stability 6. Devarapalli R, Bhattacharyya B, Sinha NK, Dey B. Amended
issues in modern power systems. Innovative financing GWO approach based on multi-machine power system
mechanisms to support large-scale deployment of stability enhancement. ISA Trans. 2021;109:152-174.
renewable integration have also been recently explored. 34 doi: 10.1016/j.isatra.2020.09.016
7. Reddy KS, Babu KR. Optimal SVC placement using
Acknowledgments fuzzy logic and PSO for improved voltage stability.
Electr Power Syst Res. 2008;78(5):837-844.
8. Metavural S, Mehmattum O. A full power injection
None. model for UPFC with modified Jacobian elements. Int J
Electr Power Energy Syst. 2010;32(3):229-238.
Funding 9. Chengaiah M, Marutheswar K. Power flow control using
unified power flow controller (UPFC). J Electr Eng
None. Technol. 2011;5(2):256-262.
10. Kumar A, Nagaraju K. Minimization of transmission
Conflict of interest network losses using UPFC in power flow studies. Int J
Power Energy Syst. 2012;29(3):189-196.
The authors declare no competing interests. 11. Vanitha R, Sudhakaran R. Differential evolution algorithm
for UPFC optimal placement and loss reduction. Energy
Author contributions Procedia. 2012;14:1791-1796.
12. Del Valle Y, Venayagamoorthy GK, Mohagheghi S,
Conceptualization: Vemireddy Suryanarayana Reddy Hernandez J, Harley RG. Particle swarm optimization:
Basic concepts, variants and applications in power
Formal analysis: All authors systems. IEEE Trans Evol Comput. 2008;12(2):171-195.
Investigation: Vemireddy Suryanarayana Reddy doi: 10.1109/TEVC.2007.896686
Methodology: Vemireddy Suryanarayana Reddy 13. Sreedivya KM, Jeyanthy PA, Devaraj D. Improved
Writing – original draft: All authors design of interval type-2 fuzzy based wide area power
Writing – review & editing: All authors system stabilizer for inter-area oscillation damping.
Volume 22 Issue 2 (2025) 166 doi: 10.36922/ajwep.8393