Akademische Arbeit, 2015
70 Seiten, Note: Highly commended thesis
This research aims to improve the efficiency and effectiveness of Maintenance Scheduling (MS) in power systems by utilizing an Improved Binary Particle Swarm Optimization (IBPSO) algorithm. The goal is to reduce generator failures, extend generator lifespan, and enhance system reliability through optimal maintenance scheduling.
The main focus of this research is on the application of Improved Binary Particle Swarm Optimization (IBPSO) for solving the Maintenance Scheduling (MS) problem in power systems. Key terms include Loss of Load Probability (LOLP), levelized reserve and levelized risk methods, and the evaluation of the proposed method's effectiveness in comparison to traditional methods.
The research aims to improve Maintenance Scheduling (MS) in power systems to reduce generator failures and enhance system reliability using optimization algorithms.
IBPSO stands for Improved Binary Particle Swarm Optimization. It is used because the Maintenance Scheduling problem involves discrete decision variables that standard PSO cannot handle effectively.
These are measures of power system reliability. LOLP (Loss of Load Probability) and reserve ratio deviation are minimized to ensure a stable power supply.
The comparison reveals that the levelized risk method is superior because it accounts for random outages of generating units, unlike the deterministic levelized reserve method.
It yields better search performance, superior convergence characteristics, and overcomes the extensive computational effort required by conventional methods.
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