
1. 交直流智能配电网湖北省工程中心
2. 武汉大学电气与自动化学院
3. 国网能源研究院有限公司
4. 国网安徽省电力有限公司滁州供电公司
Published:2025
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温裕鑫, 范培潇, 杨军, et al. 基于改进DDPG的含PCH综合能源系统低碳经济运行策略[J]. 2025, 8(5): 552-564.
温裕鑫, 范培潇, 杨军, et al. 基于改进DDPG的含PCH综合能源系统低碳经济运行策略[J]. 2025, 8(5): 552-564. DOI: 10.19705/j.cnki.issn2096-5125.20240258.
为了使综合能源系统更好地适应源荷不确定性并提高其低碳经济运行能力,提出了基于改进深度强化学习算法的考虑电转气-碳捕集-氢燃料电池 (PCH) 联合模型与改进碳交易机制的综合能源低碳经济运行策略。首先,构建了具有固碳能力的PCH联合模型,并引入氢能分配率以实现减碳能力与能源高效供应;其次,为了促进综合能源系统调度策略的低碳性,提出了改进阶梯型碳交易机制,以线性化的方式代替传统阶梯型碳交易机制中的定值设置;进而,应用混合噪声机制对深度强化学习算法进行了改进,使其能够更好地适应于低碳综合能源系统中源荷不确定性;最后,算例结果验证了所提策略的有效性与适应性,以及PCH联合模型与改进碳交易机制对综合能源系统低碳性的积极作用。
Peixiao Fan,Jun Yang,Song Ke,Yuxin Wen,Xuecheng Liu,Leyan Ding,Tahmeed Ullah.A multilayer voltage intelligent control strategy for distribution networks with V2G and power energy Production-Consumption units[J].International Journal of Electrical Power and Energy Systems,2024.
Li Long Xie,Yonghui Li,Peixiao Fan,Li Wan,Kanjun Zhang,Jun Yang.Research on load frequency control of multi‐microgrids in an isolated system based on the multi‐agent soft actor‐critic algorithm[J].IET Renewable Power Generation,2023.
Fan Peixiao,Ke Song,Yang Jun,Li Rui,Li Yonghui,Yang Shaobo,Liang Jifeng,Fan Hui,Li Tiecheng.A load frequency coordinated control strategy for multimicrogrids with V2G based on improved MA-DDPG[J].International Journal of Electrical Power and Energy Systems,2023.
Zhu Xu,Yang Jun,Zhan Xiangpeng,Sun Yuanzhang,Zhang Yuwei.Cloud-edge collaborative distributed optimal dispatching strategy for an electric-gas integrated energy system considering carbon emission reductions[J].International Journal of Electrical Power and Energy Systems,2022.
Liu Zheyuan,Xing Haijun,Luo Yangfan,Ye Yujing,Shi Yusong.Low-Carbon Economic Dispatch of an Integrated Energy System Based on Carbon Emission Flow Theory[J].Journal of Electrical Engineering & Technology,2022.
Huang Yujing,Wang Yudong,Liu Nian.Low-carbon economic dispatch and energy sharing method of multiple Integrated Energy Systems from the perspective of System of Systems[J].Energy,2022.
original> .Energy Trading and Management Strategies in a Regional Integrated Energy System with Multiple Energy Carriers and Renewable-Energy Generation[J].Journal of Energy Engineering,2021.
Hooman Khaloie,Amir Abdollahi,Miadreza Shafie-khah,Amjad Anvari-Moghaddam,Sayyad Nojavan,Pierluigi Siano,João P.S. Catalão.Coordinated wind-thermal-energy storage offering strategy in energy and spinning reserve markets using a multi-stage model[J].Applied Energy,2020.
Linquan Bai,Fangxing Li,Hantao Cui,Tao Jiang,Hongbin Sun,Jinxiang Zhu.Interval optimization based operating strategy for gas-electricity integrated energy systems considering demand response and wind uncertainty[J].Applied Energy,2016.
Jianzhong Xu,Jun Sui,Bingyu Li,Minlin Yang.Research, development and the prospect of combined cooling, heating, and power systems[J].Energy,2010.
曾珠梅,孙建梅.计及电-气-热需求响应的区域综合能源系统运行优化[J].电力工程技术,2024(05).
张浩,陆海,罗恩博,李远,陈淑敏,王达达.考虑资源灵活性的多区域综合能源系统协同调度[J].电网与清洁能源,2024(09).
江城,王浩,徐辰冠,张帅泽,王培汀,周天烁,王丹.考虑互联协同的分布式能源站低碳多目标选址规划研究[J].全球能源互联网,2024(03).
赵佩尧,李正烁,高晗,杨畅.电-气-热综合能源系统协同调度优化研究综述[J].山东电力技术,2024(04).
李剑峰,姜涛,窦文雷,李庸睿,宋卓然,王长江.电-热-氢综合能源系统鲁棒区间优化调度[J].电力工程技术,2024(02).
盖超,张凯,陈佳,迟翔文,刘毅.考虑需求响应的典型场景综合能源系统规划研究[J].山东电力技术,2023(11).
Yuxian Zhang,Yi Han,Deyang Liu,Xiao Dong.Low-carbon Economic Dispatch of Electricity-Heat-Gas Integrated Energy Systems Based on Deep Reinforcement Learning[J].Journal of Modern Power Systems and Clean Energy,2023(06).
王钰,郝毅,王磊,党旭鑫,蒋立媛,张育炜,肖迁.基于改进粒子群算法的多能微网多目标优化调度[J].电测与仪表,2023(11).
南斌,姜春娣,董树锋,徐成司.计及源荷不确定性的综合能源系统日前-日内协调优化调度[J].电网技术,2023(09).
王俐英,林嘉琳,董厚琦,曾鸣,王雨晴.计及阶梯式碳交易的综合能源系统优化调度[J].系统仿真学报,2022(07).
李鹏,杨莘博,魏澄宙,张艺涵,田春筝,王世谦,薛帆,谭忠富.计及能源政策的园区综合能源系统鲁棒随机优化模型[J].中国电力,2022(11).
田壁源,何峰,常喜强,刘博文,张新燕.计及综合需求响应的电热气互联能源系统环保经济优化调度[J].电力需求侧管理,2021(01).
董文杰,李俊格,田志强,孙英英,曾顺奇,艾芊.考虑精细模型的电-气综合能源系统优化运行方法[J].电测与仪表,2022(11).
蔡杰,张世旭,廖爽,杨明,李姚旺,苗世洪.考虑AA-CAES装置热电联储/供特性的微型综合能源系统优化运行策略[J].高电压技术,2020(02).
陶静,徐武,李逸琳,霍艺文,张恩睦.基于多目标算法的冷热电联供型综合能源系统运行优化[J].科学技术与工程,2019(33).
高山,邹子卿,刘宇.考虑多类型需求响应负荷的热电联供系统协调优化运行[J].电力建设,2019(10).
黄宗宏,曹雨晨,胡志冰,陈星屹,宫建锋,葛鹏江,张鹏.基于改进遗传算法的工业园区综合能源系统能量管理方法[J].电力建设,2019(08).
顾海飞,喻洁,李扬,张汉林,郑杨.环境约束下含多能园区的新型城镇双层组合优化经济调度[J].中国电机工程学报,2020(08).
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