Assessment of dynamic patterns of energy consumption in region using fuzzy logic

I. Ratmanová, E.E. Bulatova
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Abstract

Currently, energy efficiency indicators of regional infrastructure are presented as a rule in a quantitative form. However, decision makers need an assessment in a readable form to see the transition from a few quantitative values to a qualitative one that allows us in general to assess the dynamic patterns of energy consumption in the region. In this regard, the development of a method to assess the efficiency of energy consumption with linguistic recognition of the results obtained seems to be very relevant. The analysis is based on the retrospective values of indicators of the fuel and energy balances of the regions. The consolidated balance sheet includes about 500 indicator values for all used fuel and energy resources per year. To assess the multifactorial system under consideration, it is advisable to use the well-known matrix aggregation scheme, where the rows are the factors, and the columns are their qualitative levels. A standard five-level fuzzy 01-classifier is used as a scale for the transition from quantitative values of balance sheet indicators to qualitative values. A method is proposed to assess the dynamic pattern of energy consumption by means of linguistic recognition of a certain set of relative indicators of fuel and energy balances. Evaluation of the results in several regions using actual retrospective data has showed the relevance and reliability of the results obtained. At the same time, the results have been checked by methods of analysis and visualization of multidimensional data, as well as by experts. It has been established that the proposed approach to assess the efficiency of the use of fuel and energy resources can be used in the region policy of energy saving to improve the efficiency of decision-making.
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基于模糊逻辑的区域能源消费动态格局评价
目前,区域基础设施能源效率指标是作为一种规律以定量形式呈现的。然而,决策者需要一份可读形式的评估报告,以便看到从几个定量值到定性值的转变,从而使我们能够总体上评估该地区能源消费的动态模式。在这方面,发展一种评估能源消耗效率的方法,并对所获得的结果进行语言识别似乎是非常相关的。该分析是根据各地区燃料和能源平衡指标的回顾性值进行的。合并资产负债表包括每年所有使用的燃料和能源的约500个指标值。为了评估所考虑的多因子系统,建议使用众所周知的矩阵聚合方案,其中行是因素,列是它们的定性水平。使用标准的五级模糊01分类器作为资产负债表指标从定量值向定性值过渡的尺度。提出了一种通过对燃料和能量平衡的一组相关指标的语言识别来评估能源消耗动态格局的方法。使用实际回顾性数据对几个地区的结果进行评估,显示了所获得结果的相关性和可靠性。同时,通过多维数据的分析和可视化方法以及专家对结果进行了验证。研究结果表明,所提出的燃料和能源利用效率评价方法可用于区域节能政策,提高决策效率。
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