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Flexible here-and-now decisions for two-stage multi-objective optimization: method and application to energy system design selection

机译:在这里灵活 - 现在的两级多目标优化决策:用于能源系统设计选择的方法和应用

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摘要

The synthesis of energy systems is a two-stage optimization problem where design decisions have to be implemented here-and-now (first stage), while for the operation of installed components, we can wait-and-see (second stage). To identify a sustainable design, we need to account for both economical and environmental criteria leading to multi-objective optimization problems. However, multi-objective optimization does not lead to one optimal design but to multiple Pareto-efficient design options in general. Thus, the decision maker usually has to decide manually which design should finally be implemented. In this paper, we propose the flexible here-and-now decision (flex-hand) approach for automatic identification of one single design for multi-objective optimization. The approach minimizes the distance of the Pareto front based on one fixed design to the Pareto front allowing multiple designs. Uncertainty regarding parameters of future operations can be easily included through a robust extension of the flex-hand approach. Results of a real-world case study show that the obtained design is highly flexible to adapt operation to the considered objective functions. Thus, the design provides an energy system with the ability to adapt to a changing focus in decision criteria, e.g., due to changing political aims.
机译:能量系统的合成是一种两级优化问题,这里必须在此处实现设计决策 - 现在(第一阶段),而对于已安装组件的操作,我们可以等待和见(第二阶段)。为了确定可持续设计,我们需要考虑经济和环境标准,导致多目标优化问题。然而,多目标优化不会导致一个最佳设计,而是通用多个静态有效的设计选项。因此,决策者通常必须手动决定最终实施哪种设计。在本文中,我们提出了这种柔性的 - 现在的决定(Flex-Hand)方法,用于自动识别一个单一设计,用于多目标优化。该方法将基于一个固定设计的Pareto前沿的距离最小化到帕累托前面,允许多种设计。通过强大的弯曲手方法的强大扩展,可以轻松地包括对未来操作参数的不确定性。实际案例研究结果表明,所获得的设计具有高度灵活性,可适用于所考虑的目标功能。因此,该设计提供了一种能量系统,其能够适应决策标准的变化焦点,例如,由于不断变化的政治目标。

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