电测与仪表2026，Vol.63Issue(6)：41-51,11.DOI:10.19753／j.issn1001-1390.2026.06.005
碳中和需求下新型电力系统工业用户可调节潜力量化评估方法
Quantitative evaluation method for adjustable potential of industrial users in novel power system under carbon neutrality demand
摘要
Abstract
Constructing a novel power system is an important measure to safeguard national energy security and a-chieve the goals of carbon peaking and carbon neutrality.However,with the substantial increase in uncertainties on both the power generation and load sides,the traditional balance mode where power generation follows load fluctua-tions can hardly meet the operational requirements of the novel power system.It is therefore imperative to fully tap into the flexibility potential of various adjustable resources on the load side,so as to address the dilemmas of insuffi-cient regulation capacity and supply-demand imbalance in novel power system.To this end,this paper proposes a quantitative evaluation method for the adjustable potential of industrial users oriented to the novel power system.The improved complete ensemble empirical mode decomposition with adaptive noise is adopted to decompose indus-trial loads.And then,considering multi-dimensional influencing factors such as temperature,humidity,electricity price and order demand,a dataset for analyzing the adjustable potential of industrial users is constructed.The New-ton-Raphson algorithm is used to optimize the parameters of the bidirectional long short-term memory network for each component,combined with the attention mechanism,thus realizing the quantitative evaluation of the adjusta-ble potential of industrial users on the response day.A case study based on actual data verifies that the proposed method can overcome the problems of high discreteness and volatility of industrial user loads,and improve the accu-racy of quantitative evaluation of adjustable potential.关键词
新型电力系统/改进经验模态分解/可调节潜力/双向长短期记忆网络/注意力机制Key words
novel power system/improved empirical mode decomposition/adjustable potential/bidirectional long short-term memory network/attention mechanism分类
信息技术与安全科学引用本文复制引用
姚宏民,张敏,樊瑞,高乐,张世锋,王腾鑫..碳中和需求下新型电力系统工业用户可调节潜力量化评估方法[J].电测与仪表,2026,63(6):41-51,11.基金项目
国网山西省电力有限公司科技项目(520530240009) （520530240009）
