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A Generalized Framework for Optimal Sizing of Distributed Energy Resources in Micro-Grids Using an Indicator-Based Swarm Approach

机译:使用基于指标的群体方法优化微电网中分布式能源资源规模的通用框架

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In this paper, a generalized double-shell framework for the optimal design of systems managed optimally according to different criteria is developed. Optimal design is traditionally carried out by means of minimum capital and management cost formulations and does not typically consider optimized operation. In this paper, the optimized multiobjective management is explicitly considered into the design formulation. The quality of each design solution is indeed defined by the evaluation of operational costs and capital costs. Besides, the assessment of the operational costs term is deduced by means of the solution of a multiobjective optimization problem. Each design solution is evaluated using the outcomes of a multiobjective optimization run: a Pareto hyper-surface in the n-dimensional space of the operational objectives. In the literature, commonly the evaluation of each design solution is carried out based on an approximate evaluation of the operational costs, not considering the real multiobjective optimized management. In this paper, such assessment is carried out using a suitable convergence indicator typically used for multiobjective optimization algorithms. The application is devoted to the problem of optimal sizing of distributed energy resources in medium voltage or low voltage microgrids. For this problem, the identification of the multiple operational impacts comes along with the solution of the optimal unit commitment of distributed generators. After the introductory section, the problem formulation is presented and an interesting application of the considered approach to the design of distributed energy sources in a microgrid is shown.
机译:本文提出了一种通用的双壳框架,用于根据不同标准对系统进行优化管理。传统上,最佳设计是通过最低资本和管理成本的方式进行的,通常不考虑优化运营。在本文中,将优化的多目标管理明确考虑到设计公式中。实际上,每个设计解决方案的质量都是通过评估运营成本和资本成本来定义的。此外,还通过求解多目标优化问题来推导对运营成本项的评估。使用多目标优化运行的结果对每个设计解决方案进行评估:操作目标的n维空间中的帕累托超曲面。在文献中,通常对每个设计解决方案的评估都是基于对运营成本的近似评估,而不是考虑真正的多目标优化管理。在本文中,使用通常用于多目标优化算法的合适收敛指标进行这种评估。该应用致力于解决中压或低压微电网中分布式能源的最佳尺寸问题。对于此问题,对多种运行影响的识别伴随着分布式发电机最佳机组承诺的解决方案。在引言部分之后,提出了问题的表述,并展示了所考虑的方法在微电网中分布式能源设计中的有趣应用。

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