首页|期刊导航|山东电力技术|基于改进RFM的用户需求响应潜力分级方法

基于改进RFM的用户需求响应潜力分级方法OA

A Grading Method for User Demand Response Potential Based on Improved RFM

中文摘要英文摘要

为精确评估用户需求响应潜力,并对其进行分级,提出了一种基于改进RFM模型的用户需求响应潜力分级方法.传统的使用最近一次购买时间、购买次数和购买金额(recency,frequency,monetary,RFM)的模型在客户关系管理中得到了广泛应用,但其三个维度无法直接反映用户参与需求响应的意愿.因此,本文首先对RFM模型进行改进,引入平均响应量、响应次数和响应有效性三个指标来衡量用户参与意愿.其次结合用户负荷特性,构建包含重要性、波动性、规律性和敏感性等维度指标体系.最后通过将二者加权组合,可实现对不同用户需求响应潜力大小进行分级评估.算例分析结果表明,该方法能更全面地反映用户的响应能力和意愿,为需求响应的有效实施提供了理论支持和实践参考.

To precisely evaluate and classify user demand response potential,a grading method for user demand response potential based on an improved recency,frequency,monetary(RFM)model is proposed.While the traditional RFM model has been widely applied in customer relationship management,its three dimensions do not directly reflect users'willingness to engage in demand response.Therefore,this paper first improves theRFM model by incorporating three indicators:average response value,response frequency,and response effectiveness,to measure users'willingness to participate.Additionally,combined with user load characteristics,an indicator system is constructed that encompassing dimensions such as importance,volatility,regularity,and sensitivity.Finally,by weighting and combining these two factors,the method enables the grading evaluation of different users'demand response potential.Case study results demonstrate that this method can more comprehensively reflect users'response capability and willingness,providing theoretical support and practical reference for the effective implementation of demand response..

刘涛;李鹏;卫一民;程雯;任鹏

河南九域腾龙信息工程有限公司,河南 郑州 450000河南九域腾龙信息工程有限公司,河南 郑州 450000河南九域腾龙信息工程有限公司,河南 郑州 450000河南九域腾龙信息工程有限公司,河南 郑州 450000清华大学北京信息科学与技术国家研究中心,北京 100084

信息技术与安全科学

需求响应用户参与意愿改进RFM模型负荷特性

demand responseuser participation willingnessimproved RFM modelload characteristics

《山东电力技术》 2026 (2)

89-97,9

国网河南省电力公司2024年省管产业单位科技项目(豫电科[2024]190号). State Grid Henan Electric Power Company 2024 Provincial-level Industrial Science and Technology Project([2024]190).

10.20097/j.cnki.issn1007-9904.240519

评论