Sensitivity analysis of hybrid microgrids with application to deployed military units

Daniel Reich, S. Sanchez
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引用次数: 1

Abstract

We introduce a framework for applying sensitivity analysis to a set of potential hybrid microgrid design options, from which a decision maker can select the most preferred one. In contrast to optimization‐centric models that define an objective and produce a single solution, our goal is to empower the decision maker by providing both a range of options and accessible information that enables the decision maker to easily assess their relative upsides and downsides. Moreover, our decoupled approach allows our framework to be paired with any existing model capable of generating a set of potential hybrid microgrid designs. We introduce metrics for computing risk, stemming from power deficits, over a variety of scenarios relating to weather conditions, power demand fluctuations, and extended time horizons. These factors which are inherently uncertain are all important in military operational contexts. By introducing a design of experiments method for sensitivity analysis, we are able to implement parallel processing and maintain computational tractability.
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混合微电网在部署部队中的应用敏感性分析
我们引入了一个框架,将敏感性分析应用于一组潜在的混合微电网设计方案,决策者可以从中选择最喜欢的一个。与以优化为中心的模型(定义目标并产生单一解决方案)相反,我们的目标是通过提供一系列选项和可访问的信息,使决策者能够轻松评估其相对优势和劣势,从而赋予决策者权力。此外,我们的解耦方法允许我们的框架与任何能够生成一组潜在混合微电网设计的现有模型配对。我们介绍了在与天气条件、电力需求波动和延长的时间范围有关的各种情况下,由电力短缺引起的计算风险的度量。这些本质上不确定的因素在军事行动环境中都很重要。通过引入灵敏度分析的实验方法设计,可以实现并行处理并保持计算的可追溯性。
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