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基于数据驱动的火电机组灵活性综合评价方法及应用

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主动感知火电机组的灵活供给能力对于新能源消纳及电力灵活调度有着重要意义.提出了一种基于数据驱动的火电机组灵活性综合评价方法:首先,确立了以弹性、响应性、经济性和环保性为评价指标,并明确了各指标中的评价因素;其次,利用大量的机组运行数据,通过模糊c-均值聚类算法和多项式拟合获得机组在日常运行区间各评价因素的表征值,并采用加权积分均值法实现对各评价因素的量化;最后,将熵权法和主观赋值法相结合,据此确定各评价指标的权重,进而实现对火电机组灵活性的综合评价.通过应用实例对所提方法的有效性进行了验证.
Comprehensive Evaluation Method for Thermal Power Unit Flexibility Based on Data-driven and Its Application
Sensing the flexible supply capacity of thermal power units actively is of great significance in promoting new energy consumption and enabling flexible dispatching of power grid.In this paper,a comprehensive evaluation method for thermal power unit flexibility based on data-drive was pro-posed.Firstly,flexibility,responsiveness,economy and envir-onmental protection were selected as evaluation indexes,and the evaluation factors of each index were defined.Secondly,a significant volume of operating data were utilized to obtain the characterization values of each evaluation factor within the daily operation interval of the unit through fuzzy c-means clus-tering algorithm and polynomial fitting.Meanwhile,the quant-ization of each evaluation factor was achieved by a weighted integral mean method.Finally,the entropy weight method and subjective assignment method were combined to determine the weight of each evaluation index,thereby realizing comprehens-ive evaluation of thermal power unit flexibility.An instance was taken to verify the effectiveness of the proposed method.

data-driventhermal power unitflexibilityweight coefficientcomprehensive evaluation

王志杰、陈文、朱晓星、王锡辉

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国网湖南省电力有限公司电力科学研究院,湖南省长沙市 410031

高效清洁发电技术湖南省重点实验室,湖南省长沙市 410031

湖南省湘电试验研究院有限公司,湖南省长沙市 410031

数据驱动 火电机组 灵活性 权重系数 综合评价

国网湖南省电力有限公司科技项目

5216A521N00H

2024

现代电力
华北电力大学

现代电力

CSTPCD北大核心
影响因子:0.807
ISSN:1007-2322
年,卷(期):2024.41(4)
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