基于平均场微分博弈均衡的煤-电市场价格联动机理分析OA
Coal-electricity Price Interaction Mechanism Analysis Based on Mean-field Differential Game Equilibrium
在全国统一大市场的建设背景下,煤电机组需全面参与电煤、电力市场化交易运行.数量众多的煤电机组建立煤-电市场价格的联动特性,对市场运行产生重要影响.该文以多主体非合作博弈视角对上述问题开展研究.首先,构建煤电机组的运行模型及其参与电煤、电力市场化交易的决策模型,构成多主体微分博弈问题;其次,基于平均场理论,实现大规模博弈问题的有效降维;在此基础上,将平均场微分博弈问题转化为min-max鞍点问题,采用近端原始-对偶梯度下降算法实现解析化迭代求解.该文结合我国西北地区实际案例,探究电煤平稳供应和电煤供给短缺两种情况下的煤-电价格联动特性.结果表明,煤电企业的电煤库存具备抑制电煤、电力市场价格尖峰的作用;电煤供应短缺所引发的电力供应不足时期存在扩散效应,该效应是煤电企业逐利性的"窝煤"策略所引起的.最后,基于前述现象提出针对性的电煤、电力市场化建设的运营、监管机制建议.
Under the construction of a unified national market,coal-fired generation units are required to fully participate in the coal and electricity market.Massive coal-fired generation units can establish an interaction between coal and electricity prices,significantly shaping how the market operates.This paper investigates this issue from the perspective of non-cooperative game.Firstly,the operational model of coal-fired generation units and their decision model for participating in coal and electricity markets are proposed to construct the non-cooperative differential game.Secondly,based on the mean-field theory,the dimensionality of the large-scale game is effectively reduced.Then,the mean-field differential game problem is transformed into a min-max saddle point problem,and the proximal primal-dual gradient descent algorithm is used to generate analytical iterations.Drawing on a Northwest China case study,this paper explores the interaction between coal and electricity prices under two scenarios:the stable coal supply and the coal supply shortage.The study reveals:the coal inventory of coal-fired enterprises can effectively suppress price peaks in the coal and electricity markets;during periods of insufficient power supply caused by coal shortages,profit-driven stockpiling by coal-fired enterprises creates a spillover effect.Finally,this paper proposes operational and regulatory suggestions for the coal and electricity markets based on these phenomena.
孙啸天;谢海鹏;刘诗雨;何佳蒙;肖云鹏;别朝红
电工材料电气绝缘全国重点实验室(西安交通大学电气工程学院),陕西省西安市 710049电工材料电气绝缘全国重点实验室(西安交通大学电气工程学院),陕西省西安市 710049国家电网有限公司西北分部,陕西省 西安市 710048电工材料电气绝缘全国重点实验室(西安交通大学电气工程学院),陕西省西安市 710049电工材料电气绝缘全国重点实验室(西安交通大学电气工程学院),陕西省西安市 710049电工材料电气绝缘全国重点实验室(西安交通大学电气工程学院),陕西省西安市 710049
信息技术与安全科学
煤-电价格联动煤电机组微分博弈平均场博弈均衡分析
coal-electricity price interactioncoal-fired generation unitdifferential gamemean-field gameequilibrium analysis
《中国电机工程学报》 2026 (1)
74-86,中插6,14
国家自然科学基金项目(青年科学基金项目)(523B2077).Project Supported by National Natural Science Foundation of China(Young Scientistic Program)(523B2077).
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