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考虑综合需求响应的电-气综合能源系统低碳经济运行研究OA

Low-carbon economic operation research of electricity-gas integrated energy system considering integrated demand response

中文摘要英文摘要

面向碳中和战略目标,多能耦合协同驱动下综合能源系统(integrated energy system,IES)的低碳运行优化成为能源转型的关键路径.针对多能耦合协同运行框架,提出了一种考虑负荷需求响应的多时间尺度多维优化调度策略.首先,构建了燃气轮机-碳捕集与存储-电转气(gas turbine-carbon capture and storage-power to gas,GT-CCS-P2G)多层次耦合架构,并基于此构建了考虑综合需求响应的电-气综合能源系统(integrated electricity-gas system,IEGS).其次,将电网和气网分别构建为一个智能体,并将IEGS调度方案转化为一个马尔科夫博弈过程.最后,通过基于通信机制的多智能体柔性动作-评价(communication mechanism-enabled multi-agent soft actor-critic,CM-MASAC)方法获得了最终调度决策.通过多种算法对比分析,探讨所提算法的先进性及综合需求响应与GT-CCS-P2G相结合的有效性.实验结果表明,所提方法相较于对比方法,最大降低10.29%运行成本和16.07%碳排放量.

To achieve the strategic goal of carbon neutrality,optimizing the low-carbon operation of integrated energy systems(IES)through multi-energy coupling and synergy has emerged as a critical pathway for energy transition.Within the framework of multi-energy coupling and cooperative operation,a muti-dimensional optimal scheduling strategy incorporating multi-timescale analysis and load de-mand response is proposed.First,a multi-level coupled architecture for gas turbine-carbon capture and storage-power to gas(GT-CCS-P2G)is constructed,and an integrated electricity-gas system(IEGS)considering comprehensive demand response is structured based on this architecture.Followed by the construction of the power grid and gas network as separate agents,and the conversion of the IEGS sched-uling scheme into a Markov game process.Finally,the optimal scheduling strategy is obtained by the communication mechanism-enabled multi-agent soft actor-critic(CM-MASAC)method.Comparative analysis with multiple algorithms demonstrates both the superiority of the proposed method and the synergistic effectiveness of combining load demand response with GT-CCS-P2G technology.Experimental results indicate that this approach achieves optimal performance,reducing 10.29%operating costs and 16.07%carbon emissions compared to benchmark methods.

沈阳;穆桂英;胡强;党伟;杨旭;徐芹芹

国网新疆电力有限公司 阿克苏供电公司,新疆 阿克苏 843000国网新疆电力有限公司 阿克苏供电公司,新疆 阿克苏 843000国网新疆电力有限公司 阿克苏供电公司,新疆 阿克苏 843000国网新疆电力有限公司 阿克苏供电公司,新疆 阿克苏 843000国网新疆电力有限公司 阿克苏供电公司,新疆 阿克苏 843000国网新疆电力有限公司 阿克苏供电公司,新疆 阿克苏 843000

信息技术与安全科学

燃气轮机-碳捕集与存储-电转气综合需求响应马尔科夫博弈过程多智能体柔性动作-评价

GT-CCS-P2Gintegrated demand responseMarkov game processCM-MASAC

《电力需求侧管理》 2026 (1)

33-40,8

新疆维吾尔自治区重大专项"数字电力系统关键技术研发"(2022A01007)

10.3969/j.issn.1009-1831.2026.01.005

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