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An integrated approach using active power loss sensitivity index and modified ant lion optimization algorithm for DG
P Rajakumar1, P M Balasubramaniam2, Mohammed Hasan Aldulaimi3
1Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Chennai, Tamil Nadu, India.
This study introduces an integrated approach using analytical and metaheuristic algorithms to optimize distributed generation (DG) placement and sizing in power grids. The method effectively reduces power loss and voltage deviation, outperforming other optimization techniques.
Area of Science:
- Electrical Engineering
- Power Systems Engineering
- Optimization Techniques
Background:
- Distribution power networks (DPNs) face significant power losses and voltage deviations due to high demand.
- Voltage deviations beyond limits can lead to voltage instability issues in DPNs.
- Minimizing power loss is crucial for the economic operation of electric grids.
Purpose of the Study:
- To propose an integrated optimization approach for minimizing power loss and voltage deviation in DPNs.
- To optimize the placement and sizing of multiple distributed generation (DG) units.
- To enhance the efficiency and stability of DPNs through strategic DG integration.
Main Methods:
- An integrated approach combining an analytical method (Active Power Loss Sensitivity index) and a metaheuristic algorithm (Modified Ant Lion Optimization).
- The Modified Ant Lion Optimization (MALO) algorithm incorporates Lévy flights for improved exploration.
- Optimization of multiple photovoltaic (PV) and wind turbine (WT) units for multi-objective functions.
Main Results:
- Significant reduction in total active power loss across IEEE 69-bus, 85-bus, and 118-bus radial DPNs with PV and WT allocations.
- Substantial minimization of voltage deviation in the tested DPNs following DG integration.
- The proposed APLS-MALO integrated approach demonstrated superior performance compared to ALO, BAT, and ABC algorithms.
Conclusions:
- The integrated APLS-MALO approach effectively minimizes power loss and voltage deviation in DPNs.
- The MALO algorithm, enhanced with Lévy flights, provides near-optimal solutions for DG placement and sizing.
- The study validates the proposed method's superiority through statistical metrics and comparative analysis.
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