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首页> 外文期刊>Sustainable Energy, IEEE Transactions on >Impacts of Operational Variability and Uncertainty on Distributed Generation Investment Planning: A Comprehensive Sensitivity Analysis
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Impacts of Operational Variability and Uncertainty on Distributed Generation Investment Planning: A Comprehensive Sensitivity Analysis

机译:操作变异性和不确定性对分布式发电投资计划的影响:综合敏感性分析

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摘要

This paper presents a comprehensive sensitivity analysis to identify the uncertain parameters which significantly influence the decision-making process in distributed generation (DG) investments and quantify their degree of influence. To perform the analysis, a DG investment planning model is formulated as a novel multistage and multiscenario optimization problem. Moreover, to ensure tractability and make use of exact solution methods, the entire problem is kept as a mixed-integer linear programming optimization. A real-world distribution network system is used to carry out the analysis. The results of the analysis generally show that uncertainty as well as operational variability of the considered parameters have meaningful impacts on investment decisions of DG. The degree of influence varies from one parameter to another. But, in general, ignoring or inadequately considering uncertainty and variability in model parameters has a quantifiable cost. Hence, the analysis made in this paper can be very useful to identify the most relevant model parameters that need special attention in planning practices.
机译:本文提出了一项全面的敏感性分析,以识别对分布式发电(DG)投资的决策过程有重大影响的不确定参数,并量化其影响程度。为了进行分析,DG投资计划模型被公式化为一个新颖的多阶段多场景优化问题。此外,为了确保易处理性并使用精确的求解方法,整个问题都保留为混合整数线性规划优化。使用现实世界的配电网络系统进行分析。分析结果通常表明,所考虑参数的不确定性和操作变异性对DG的投资决策具有有意义的影响。影响程度从一个参数到另一个参数变化。但是,总的来说,忽略或不充分考虑模型参数的不确定性和可变性具有可量化的成本。因此,本文的分析对于确定在规划实践中需要特别注意的最相关的模型参数非常有用。

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