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基于实测数据因果推断的燃煤机组低碳经济运行评估决策

房庆熙 李红霞 黄杰 金竞琦 赖业宁 马雪

全球能源互联网2024,Vol.7Issue(3):292-302,11.
全球能源互联网2024,Vol.7Issue(3):292-302,11.DOI:10.19705/j.cnki.issn2096-5125.2024.03.006

基于实测数据因果推断的燃煤机组低碳经济运行评估决策

Assessment and Decision Making for the Low Carbon Economic Operation of Coal-fired Units Based on Measured-data-driven Causal Inference

房庆熙 1李红霞 2黄杰 1金竞琦 1赖业宁 1马雪2

作者信息

  • 1. 南瑞集团有限公司(国网电力科学研究院有限公司),江苏省 南京市 211106
  • 2. 国网青海省电力公司经济技术研究院,青海省 西宁市 810008
  • 折叠

摘要

Abstract

As the first industry to participate in the national carbon market,thermal power companies need to fulfill their compliance obligations according to market rules.The power supply carbon emission intensity and power supply of these companies jointly influence their compliance requirements in the carbon market.With the development of the new type power systems,coal-fired units will take on more system regulation responsibilities,and their power supply carbon emission intensity will be increasingly affected by their operational conditions.In light of the current situation of thermal power companies,this paper proposes a low carbon economic operation assessment and decision making for coal-fired units based on measured-data-driven causal inference method.By depicting the causal graph among variables using prior knowledge,a generalized propensity score matching model is constructed to assess the impact functions of power supply on carbon emission intensity and coal consumption of power supply.This assists in decision making for low carbon operation of coal-fired units.The case study results verify the feasibility and effectiveness of the proposed method,providing an efficient and convenient approach for the assessment and decision making of low carbon economic operation of coal-fired units.

关键词

燃煤机组/因果推断/广义倾向得分匹配/碳排放/发电成本

Key words

coal-fired unit/causal inference/generalized propensity score matching/carbon emission/power generation cost

分类

信息技术与安全科学

引用本文复制引用

房庆熙,李红霞,黄杰,金竞琦,赖业宁,马雪..基于实测数据因果推断的燃煤机组低碳经济运行评估决策[J].全球能源互联网,2024,7(3):292-302,11.

基金项目

国家电网有限公司科技项目(5100-202134560A-0-5-SF).Science and Technology Foundation of SGCC(5100-202134560A-0-5-SF). (5100-202134560A-0-5-SF)

全球能源互联网

OA北大核心CSTPCD

2096-5125

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