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可再生能源发电与并网控制教育部工程研究中心,新疆大学,新疆维吾尔自治区乌鲁木齐市 830047
闫斯哲(1997—),男,博士研究生,主要研究方向:电力系统能量管理及经济调度。E-mail:865847524@qq.com
王维庆(1959—),男,通信作者,教授,博士生导师,主要研究方向:电力系统自动化和风电机组智能控制。E-mail:wwq59@xju.edu.cn
李笑竹(1990—),女,博士研究生,主要研究方向:电力系统能量管理及经济调度。E-mail:272268272@qq.com
收稿:2021-05-08,
修回:2021-10-12,
网络出版:2021-12-21,
纸质出版:2022-05-10
移动端阅览
闫斯哲,王维庆,李笑竹等.储能-机组联合调频的动态经济环境跨区灵活性鲁棒优化调度[J].电力系统自动化,2022,46(9):61-70.
YAN Sizhe,WANG Weiqing,LI Xiaozhu,et al.Cross-regional Flexible Robust Optimal Scheduling in Dynamic Economic Environment with Joint Frequency Regulation of Energy Storage and Units[J].Automation of Electric Power Systems,2022,46(9):61-70.
闫斯哲,王维庆,李笑竹等.储能-机组联合调频的动态经济环境跨区灵活性鲁棒优化调度[J].电力系统自动化,2022,46(9):61-70. DOI: 10.7500/AEPS20210508002.
YAN Sizhe,WANG Weiqing,LI Xiaozhu,et al.Cross-regional Flexible Robust Optimal Scheduling in Dynamic Economic Environment with Joint Frequency Regulation of Energy Storage and Units[J].Automation of Electric Power Systems,2022,46(9):61-70. DOI: 10.7500/AEPS20210508002.
针对大规模可再生能源并网导致的系统惯性和频率响应能力下降、调频需求增加以及可再生能源不确定性等问题,提出一种计及源端可再生能源出力不确定性的动态经济环境跨区鲁棒优化调度模型。该模型为双层优化模型,在传统鲁棒理论中加入可再生能源的空间集群效应构建随机变量的不确定集
以弥补其过于保守的缺点。在此基础上,双层优化得到最优机组组合并满足调频需求以及火电机组的动态频率约束,通过火电机组与送端储能共同参与调频,使得跨区电力系统能够达到鲁棒性和经济性的平衡。同时针对模型特点,分别采用飞蛾扑火算法和基于滤子技术的自适应蝴蝶算法对模型进行分层求解。研究结果表明,较小的置信概率会使得系统经济效益更好,且空间约束参数对于调度结果和运行方案影响显著。
Aiming at the problems such as the decline of system inertia and frequency response capacity
the increase of frequency regulation demand and the uncertainty of renewable energy source caused by the integration of large-scale renewable energy source
a cross-regional robust optimal scheduling model in dynamic economic environment considering the uncertainty of renewable energy source output at the source end is proposed. The model is a two-level optimization model. By adding the spatial cluster effect of renewable energy source into the traditional robust theory
the uncertainty set of random variables is constructed to make up for its over-conservativeness. On this basis
the optimal unit commitment is obtained by two-level optimization and meets the frequency regulation demand and the dynamic frequency constraints of thermal power units. By the joint participation of thermal power units and sending-end energy storage in frequency regulation
the cross-regional power system can achieve the balance of robustness and economy. At the same time
according to the characteristics of the model
moth extinguishing fire algorithm and adaptive butterfly algorithm based on filter technology are used to solve the model hierarchically. The results show that a small confidence probability will make the system economic benefit better
and the spatial constraint parameters have a significant impact on the scheduling results and operation schemes.
刘振亚 , 张启平 , 董存 , 等 . 通过特高压直流实现大型能源基地风、光、火电力大规模高效率安全外送研究 [J]. 中国电机工程学报 , 2014 , 34 ( 16 ): 2513 - 2522 .
LIU Zhenya , ZHANG Qiping , DONG Cun , et al . Efficient and security transmission of wind, photovoltaic and thermal power of large-scale energy resource bases through UHVDC projects [J]. Proceedings of the CSEE , 2014 , 34 ( 16 ): 2513 - 2522 .
姜海洋 , 杜尔顺 , 朱桂萍 , 等 . 面向高比例可再生能源电力系统的季节性储能综述与展望 [J]. 电力系统自动化 , 2020 , 44 ( 19 ): 194 - 207 .
JIANG Haiyang , DU Ershun , ZHU Guiping , et al . Review and prospect of seasonal energy storage for power system with high proportion of renewable energy [J]. Automation of Electric Power Systems , 2020 , 44 ( 19 ): 194 - 207 .
吴文传 , 张伯明 , 孙宏斌 , 等 . 主动配电网能量管理与分布式资源集群控制 [J]. 电力系统自动化 , 2020 , 44 ( 9 ): 111 - 118 .
WU Wenchuan , ZHANG Boming , SUN Hongbin , et al . Energy management and distributed energy resources cluster control for active distribution networks [J]. Automation of Electric Power Systems , 2020 , 44 ( 9 ): 111 - 118 .
HE G , CHEN Q , KANG C , et al . Cooperation of wind power and battery storage to provide frequency regulation in power markets [J]. IEEE Transactions on Power Systems , 2017 , 32 ( 5 ): 3559 - 3568 .
BAO Y Q , LI Y , WANG B B , et al . Day-ahead scheduling considering demand response as a frequency control resource [J]. Energies , 2017 , 10 ( 1 ): 82 .
牟澎涛 , 赵冬梅 , 王嘉成 , 等 . 大规模风电接入对系统功角稳定影响的机理分析 [J]. 中国电机工程学报 , 2017 , 37 ( 5 ): 1324 - 1332 .
MOU Pengtao , ZHAO Dongmei , WANG Jiacheng , et al . Influence mechanism analysis of large scale wind power integration on power system angle stability [J]. Proceedings of the CSEE , 2017 , 37 ( 5 ): 1324 - 1332 .
焦春亭 , 管晓宏 , 吴江 , 等 . 考虑大规模风电跨区消纳的电力系统调度 [C]// 2014中国控制会议 , 2014年7 月 28 - 30 日,南京, 中国.
JIAO Chunting , GUAN Xiaohong , WU Jiang , et al . Consider large-scale cross-regional wind power system scheduling [C]// 2014 China Control Conference , July 28-30 , 2014 , Nanjing, China .
LI X Z , WANG W Q , WANG H Y , et al . Dynamic environmental economic dispatch of hybrid renewable energy systems based on tradable green certificates [J]. Energy , 2019 , 193 : 116699 .
李笑竹 , 王维庆 , 王海云 , 等 . 考虑源荷双侧不确定性的跨区域灵活性鲁棒优化运行策略 [J]. 高电压技术 , 2020 , 46 ( 5 ): 1548 - 1559 .
LI Xiaozhu , WANG Weiqing , WANG Haiyun , et al . Robust optimized strategy for cross-region flexibility with bilateral uncertainty of load source [J]. High Voltage Engineering , 2020 , 46 ( 5 ): 1548 - 1559 .
YUE Y , LIU T Q , HE C . Day-ahead stochastic coordinated scheduling for thermal-hydro-wind-photovoltaic systems [J]. Energy , 2019 , 187 : 115944 .
曾方迪 , 李更丰 , 别朝红 , 等 . 考虑跨区联络线交易计划的多区域互联系统分散调度方法 [J]. 电力系统自动化 , 2018 , 42 ( 16 ): 32 - 40 .
ZENG Fangdi , LI Gengfeng , BIE Zhaohong , et al . Decentralized dispatch method for multi-area interconnected power systems considering cross-area tie-line transaction strategy [J]. Automation of Electric Power Systems , 2018 , 42 ( 16 ): 32 - 40 .
韩红卫 , 涂孟夫 , 张慧玲 , 等 . 考虑跨区直流调峰的日前发电计划优化方法及分析 [J]. 电力系统自动化 , 2015 , 39 ( 16 ): 138 - 143 .
HAN Hongwei , TU Mengfu , ZHANG Huiling , et al . Day-ahead generation scheduling method considering adjustable HVDC plan and its analysis [J]. Automation of Electric Power Systems , 2015 , 39 ( 16 ): 138 - 143 .
KAZEMI M , ZAREIPOUR H . Long-term scheduling of battery storage systems in energy and regulation markets considering battery’s lifespan [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 6 ): 6840 - 6849 .
王霞 , 应黎明 , 卢少平 . 考虑动态频率约束的一次调频和二次调频联合优化模型 [J]. 电网技术 , 2020 , 44 ( 8 ): 2858 - 2867 .
WANG Xia , YING Liming , LU Shaoping . Joint optimization model for primary and secondary frequency regulation considering dynamic frequency constraint [J]. Power System Technology , 2020 , 44 ( 8 ): 2858 - 2867 .
EL-BIDAIRI K S , NGUYEN H D , MAHMOUD T S , et al . Optimal sizing of battery energy storage systems for dynamic frequency control in an islanded microgrid:a case study of flinders island, Australia [J]. Energy , 2020 , 195 : 117059 .
SERGI F , BRUNACCINI G , ALOISIO D , et al . Evaluation of a Li-Titanate battery module in primary frequency control ancillary service conditions [J]. Journal of Energy Storage , 2019 , 24 : 100805 .
ZHANG F , HU Z , XIE X , et al . Assessment of the effectiveness of energy storage resources in the frequency regulation of a single-area power system [J]. IEEE Transactions on Power Systems , 2017 , 32 ( 5 ): 3373 - 3380 .
STEIN K , TUN M , MATSUURA M , et al . Characterization of a fast battery energy storage system for primary frequency response [J]. Energies , 2018 , 11 ( 12 ): 3358 .
BASU M . Particle swarm optimization based goal-attainment method for dynamic economic emission dispatch [J]. Electric Power Components and Systems , 2006 , 34 ( 9 ): 1015 - 1025 .
BASU M . Dynamie economic emission dispatch using evolutionary programming and fuzzy satisfying method [J]. International Journal of Emerging Electric Power Systems , 2007 , 8 ( 4 ): 1 - 15 .
PANDIT N , TRIPATHI A , TAPASWI S , et al . Static/ dynamic environmental economic dispatch employing chaotic micro bacterial foraging algorithm [C]// Proceedings of the second International Conference on Swarm, Evolutionary, and Memetic Computing , December 19-21 , 2011 , Visakhapatnam, India : 585 - 592 .
李晓利 , 高金峰 . 用于配电网多目标无功优化的改进粒子群优化算法 [J]. 电力自动化设备 , 2019 , 39 ( 1 ): 112 - 117 .
LI Xiaoli , GAO Jinfeng . Improved particle swarm optimization algorithm for multi-objective reactive power optimization of distribution network [J]. Electric Power Automation Equipment , 2019 , 39 ( 1 ): 112 - 117 .
江岳春 , 曾诚玉 , 郇嘉嘉 , 等 . 基于改进NSGA-Ⅱ的综合能源多主体利益均衡优化调度 [J]. 电力自动化设备 , 2020 , 40 ( 7 ): 17 - 23 .
JIANG Yuechun , ZENG Chengyu , HUAN Jiajia , et al . Multi-agent interest balance optimization scheduling of integrated energy based on improved NSGA-Ⅱ [J]. Electric Power Automation Equipment , 2020 , 40 ( 7 ): 17 - 23 .
SINGH B , ANAND P . A novel adaptive butterfly optimization algorithm [J]. International Journal of Computational Materials Science and Engineering , 2018 , 7 ( 4 ): 1850026 .
李冀 , 张慧媛 , 程杰慧 , 等 . 基于源荷状态的跨区互联系统协调优化调度 [J]. 电力系统自动化 , 2020 , 44 ( 17 ): 26 - 33 .
LI Ji , ZHANG Huiyuan , CHENG Jiehui , et al . Coordinated and optimal scheduling of inter-regional interconnection system based on source and load status [J]. Automation of Electric Power Systems , 2020 , 44 ( 17 ): 26 - 33 .
王浩浩 , 陈嘉俊 , 朱涛 , 等 . 计及储能寿命与调频性能的风储联合投标模型及算法 [J]. 电网技术 , 2021 , 45 ( 1 ): 208 - 217 .
WANG Haohao , CHEN Jiajun , ZHU Tao , et al . Joint bidding model and algorithm of the wind-storage system considering the energy storage life and frequency regulation performance [J]. Power System Technology , 2021 , 45 ( 1 ): 208 - 217 .
杨立滨 , 曹阳 , 魏韡 , 等 . 计及风电不确定性和弃风率约束的风电场储能容量配置方法 [J]. 电力系统自动化 , 2020 , 44 ( 16 ): 45 - 52 .
YANG Libin , CAO Yang , WEI Wei , et al . Configuration method of energy storage for wind farms considering wind power uncertainty and wind curtailment constraint [J]. Automation of Electric Power Systems , 2020 , 44 ( 16 ): 45 - 52 .
周博 , 艾小猛 , 方家琨 , 等 . 计及超分辨率风电出力不确定性的连续时间鲁棒机组组合 [J]. 电工技术学报 , 2021 , 36 ( 7 ): 1456 - 1467 .
ZHOU Bo , AI Xiaomeng , FANG Jiakun , et al . Continuous-time modeling based robust unit commitment considering beyond-the-resolution wind power uncertainty [J]. Transactions of China Electrotechnical Society , 2021 , 36 ( 7 ): 1456 - 1467 .
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