
1. 中国电力工程顾问集团有限公司
2. 中国能源建设集团天津电力设计院有限公司
纸质出版:2025
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刘晓鸥, 刘剑, 李学斌, 等. 面向“无废城市”的多能源系统协调优化模型[J]. 电力勘测设计, 2025,209(7):12-21.
刘晓鸥, 刘剑, 李学斌, 等. 面向“无废城市”的多能源系统协调优化模型[J]. 电力勘测设计, 2025,209(7):12-21. DOI: 10.13500/j.dlkcsj.issn1671-9913.2025.07.002.
随着我国可再生能源渗透率快速提高,城市多能源网调节能力不断减弱,制约了大规模耗能与供能型垃圾废物设施的处理能力与运行效率。针对上述问题,本文提出面向“无废城市”的多能源系统协调优化方法。首先,建立多时间尺度的废物处理设施模型以及多源能量调节系统模型。然后,提出“无废城市”多能源系统(zero-waste city multi-energy system,ZWC-MES)拓扑结构模型。在此基础上,建立了ZWC-MES多目标协调优化模型,并利用深度强化学习中的Q学习的拓展方法进行求解。本文所提出的优化方法能够协同调度高比例可再生能源与城市多种类负荷,满足ZWC-MES经济性、废物减量和环境质量提升的综合需求,描述ZWC-MES在废物处理与多能源系统协调优化的复杂过程。最后,通过以东北某城市实际多能源运行数据进行仿真分析,结果表明本文提出“无废城市”多能源系统可有效提高能源主干网调节能力与废物处理效率,降低城市污染,实现大规模城市废物的快速减量和资源化利用。
With the rapid increase of renewable energy penetration in China
the regulation capacity of urban multi-energy networks has been continuously weakened
which restricts the processing capacity and operational efficiency of large-scale energy-consuming and energy-supplying waste treatment facilities.To address these challenges
this paper proposes a coordinated optimization method for multi-energy systems oriented towards“zero-waste city” development.Firstly
multi-temporal scale models for waste treatment facilities and multi-source energy regulation systems are established.Subsequently
a topological structure model for the zero-waste city multi-energy system (ZWC-MES) is proposed.Building upon this foundation
a multi-objective coordinated optimization model for ZWC-MES is developed and solved using the deep Q-Network algorithm from deep reinforcement learning.The proposed optimization method enables coordinated dispatch of high-penetration renewable energy and diversified urban loads
satisfying comprehensive requirements including economic efficiency
waste reduction
and environmental quality improvement in ZWC-MES
while effectively describing the complex coordination process between waste treatment and multi-energy system optimization.Finally
simulation analysis was conducted using actual multi energy operation data from a city in northeast China.The results showed that the proposed waste free city multi energy system can effectively improve the energy backbone network regulation capability and waste treatment efficiency
reduce urban pollution
and achieve rapid reduction and resource utilization of large-scale urban waste.
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