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The research on energy partition of multi-energy complementary park based on the improved SMMC algorithm and AHP

机译:基于改进SMMC算法和层次分析法的多能源互补园区能源分配研究

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摘要

In view of the problem of a growing proportion of cold and hot load in multi-energy complementary park, this paper proposes a method of energy partition of multi-energy complementary park based on the improved spectral multi-manifold clustering(SMMC) algorithm and analytic hierarchy process(AHP), which considers electrical loads, heat loads and cold loads. The method includes three steps: the clustering of the integrated load curve, evaluation of energy-saving index and determination of partition. First, the three typical days of each user in summer, winter and transition season are selected, the load curves of the users are obtained by integrating electrical loads, heat loads and cold loads. Then the improved SMMC algorithm is used to cluster and evaluate the load curves, AHP is used to evaluate and quantify the energy-saving index. Finally, the self-organizing mapping(SOM) algorithm is adopted for the above two groups of quantized values, and the final partition of the park is determined according to the geographical location of each user. In this paper, a multi-energy complementary park is used as an example to verify the feasibility of the proposed method.
机译:针对多能源互补园区冷热负荷比例越来越大的问题,提出了一种基于改进谱多流形聚类算法和解析算法的多能源互补园区能量分配方法。层次过程(AHP),其中考虑了电负载,热负载和冷负载。该方法包括三个步骤:综合负荷曲线的聚类,节能指标的评估和分区的确定。首先,选择每个用户在夏季,冬季和过渡季节的三个典型日,通过综合电负载,热负载和冷负载来获得用户的负载曲线。然后采用改进的SMMC算法对负荷曲线进行聚类和评价,采用层次分析法对节能指标进行评价和量化。最后,对上述两组量化值采用自组织映射(SOM)算法,并根据每个用户的地理位置确定公园的最终分区。本文以多能量互补园区为例,验证了该方法的可行性。

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