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Hybrid Simulated Annealing–Tabu Search Method for Optimal Sizing of Autonomous Power Systems With Renewables

机译:具有可再生能源的自治电力系统最优容量的混合模拟退火-Tabu搜索方法

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摘要

Small autonomous power systems (SAPS) that include renewable energy sources are a promising option for isolated power generation at remote locations. The optimal sizing problem of SAPS is a challenging combinatorial optimization problem, and its solution may prove a very time-consuming process. This paper initially investigates the performance of two popular metaheuristic methods, namely, simulated annealing (SA) and tabu search (TS), for the solution of SAPS optimal sizing problem. Moreover, this paper proposes a hybrid SA-TS method that combines the advantages of each one of the above-mentioned metaheuristic methods. The proposed method has been successfully applied to design an SAPS in Chania region, Greece. In the study, the objective function is the minimization of SAPS cost of energy ( ??? /kWh), and the design variables are: 1) wind turbines size, 2) photovoltaics size, 3) diesel generator size, 4) biodiesel generator size, 5) fuel cells size, 6) batteries size, 7) converter size, and 8) dispatch strategy. The performance of the proposed hybrid optimization methodology is studied for a large number of alternative scenarios via sensitivity analysis, and the conclusion is that the proposed hybrid SA-TS improves the obtained solutions, in terms of quality and convergence, compared to the solutions provided by individual SA or individual TS methods.
机译:包含可再生能源的小型自主电源系统(SAPS)是偏远地区隔离发电的有前途的选择。 SAPS的最佳规模问题是一个极具挑战性的组合优化问题,其解决方案可能会证明非常耗时。本文首先研究了两种流行的元启发式方法的性能,即模拟退火(SA)和禁忌搜索(TS),用于解决SAPS最佳尺寸问题。此外,本文提出了一种混合SA-TS方法,该方法结合了上述每种元启发式方法的优点。所提出的方法已成功应用于希腊哈尼亚地区的SAPS设计。在研究中,目标函数是最小化SAPS能源成本(??? / kWh),设计变量为:1)风力发电机的尺寸,2)光伏的尺寸,3)柴油发电机的尺寸,4)生物柴油发电机的尺寸尺寸,5)燃料电池尺寸,6)电池尺寸,7)转换器尺寸和8)调度策略。通过敏感性分析,研究了所提出的混合优化方法的性能,适用于大量替代方案,结论是,与SA所提供的解决方案相比,所提出的混合SA-TS在质量和收敛性方面均改善了所获得的解决方案单独的SA或单独的TS方法。

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