Topological optimization of an offshore-wind-farm power collection system based on a hybrid optimization methodology
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Abstract
This paper proposes a hybrid optimization method to optimize the topological structure
of an offshore-wind-farm power collection system, in which the cable connection, cable selection
and substation location are optimally designed. Firstly, the optimization model was formulated,
which integrates cable investment, energy loss and line construction. Then, the Prim algorithm
was used to initialize the population. A novel hybrid optimization, named PSAO, based on the
merits of the particle swarm optimization (PSO) and aquila optimization (AO) algorithms, was
presented for topological structure optimization, in which the searching characteristics between PSO
and AO are exploited to intensify the searching capability. Lastly, the proposed PSAO method was
validated with a real case. The results showed that compared with GA, AO and PSO algorithms, the
PSAO algorithm reduced the total cost by 4.8%, 3.3% and 2.6%, respectively, while achieving better
optimization efficiency.
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offshore wind farm, topological structure of power collection system, multivariable joint optimization, particle swarm aquila optimization algorithm
Citation
Journal of Marine Science and Engineering. 2023, vol. 11, issue 2, art. no. 279.