Article(id=1321485234051330062, tenantId=1146029695717560320, journalId=1146031654075715584, issueId=1321485129009189764, articleNumber=null, orderNo=null, doi=10.13234/j.issn.2095-2805.2025.4.274, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1654358400000, receivedDateStr=2022-06-05, revisedDate=1660838400000, revisedDateStr=2022-08-19, acceptedDate=1662393600000, acceptedDateStr=2022-09-06, onlineDate=1792996231805, onlineDateStr=2026-10-26, pubDate=1753804800000, pubDateStr=2025-07-30, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1792996231805, onlineIssueDateStr=2026-10-26, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1792996231805, creator=13701087609, updateTime=1792996231805, updator=13701087609, issue=Issue{id=1321485129009189764, tenantId=1146029695717560320, journalId=1146031654075715584, year='2025', volume='23', issue='4', pageStart='1', pageEnd='368', issueExtLink='null', onlineDate='null', pubDate='1753804800000', pubDateStr='2025-07-30', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1792996206762, creator='13701087609', updateTime=1792996850840, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1321487830518444549, tenantId=1146029695717560320, journalId=1146031654075715584, issueId=1321485129009189764, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1321487830518444550, tenantId=1146029695717560320, journalId=1146031654075715584, issueId=1321485129009189764, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=274, endPage=285, ext={EN=ArticleExt(id=1321485234277822479, articleId=1321485234051330062, tenantId=1146029695717560320, journalId=1146031654075715584, language=EN, title=Combined Frequency Modulation Strategy for Thermal Power and Energy Storage Based on SSA-VMD and Double-layer Fuzzy Control, columnId=1152281491788100462, journalTitle=Journal of Power Supply, columnName=Battery and Energy Storage, runingTitle=null, highlight=null, articleAbstract=

The massive grid connection of renewable energy brings a series of problems to the power grid, such as an insufficient frequency modulation capacity of thermal power units and a poor frequency modulation effect. Aimed at these problems, a combined frequency modulation strategy for thermal power and energy storage based on a battery energy storage system is proposed. First, the frequency modulation signal of area control error (ACE) is decomposed using variational mode decomposition (VMD). Combined with the load forecast data in the future, the number of decomposition modes K and penalty factor α in the VMD algorithm are optimized by the sparrow search algorithm (SSA). The high-frequency signal is assigned to the energy storage system, while the low-frequency signal is assigned to the thermal power units. Second, a double-layer fuzzy controller is designed, in which the fuzzy control in the first layer takes the high-frequency signal of area control error and its changing rate as input to improve the system’s dynamic frequency modulation performance, and the fuzzy control in the second layer takes into account the influence of state-of-charge to prevent the energy storage from encountering problems such as over-charging and over-discharging. Finally, the effectiveness of the proposed control strategy is verified by simulation analysis.

, authors=Huiqun YU1, 2, Tao LIN1, 2, Mingxin QI1, 2, authorsList=Huiqun YU, Tao LIN, Mingxin QI, authorCompany=null, correspAuthors=Tao LIN, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1321485234814693394, articleId=1321485234051330062, tenantId=1146029695717560320, journalId=1146031654075715584, language=CN, title=基于SSA-VMD和双层模糊控制的火储联合调频策略, columnId=1149830274575463188, journalTitle=电源学报, columnName=电池与储能, runingTitle=null, highlight=null, articleAbstract=

可再生能源的大量并网给电网带来火电机组调频容量不足、调频效果不佳等一系列问题。为此,基于电池储能系统提出1种火储联合调频策略。首先,利用变分模态分解VMD(variational mode decomposition)对区域控制误差ACE(area control error)调频信号进行分解;结合未来负荷预测数据,通过麻雀搜索算法SSA(sparrow search algorithm)滚动优化VMD算法中的分解模态数K和惩罚因子α;将高频信号分配给储能系统,低频信号分配给火电机组。其次,设计双层模糊控制器,第1层模糊控制将区域控制误差高频信号及其变化率作为输入量,改善系统的动态调频性能;第2层模糊控制考虑荷电状态的影响,防止储能产生过充、过放的问题。最后通过仿真分析验证所提控制策略的有效性。

, authors=于会群1, 2, 林涛1, 2, 戚明鑫1, 2, authorsList=于会群, 林涛, 戚明鑫, authorCompany=null, correspAuthors=林涛, authorNote=

于会群(1978— ),女,博士,副教授。研究方向:微电网控制技术。E-mail:。

戚明鑫(1998— ),男,硕士研究生。研究方向:电网储能调频技术。E-mail:。

, correspAuthorsNote=
林涛(1997— ),男,通信作者,硕士研究生。研究方向:电网储能调频技术。E-mail:。
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于会群(1978— ),女,博士,副教授。研究方向:微电网控制技术。E-mail:。

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戚明鑫(1998— ),男,硕士研究生。研究方向:电网储能调频技术。E-mail:。

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基于SSA-VMD和双层模糊控制的火储联合调频策略
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于会群 1, 2 , 林涛 1, 2 , 戚明鑫 1, 2
电源学报 | 电池与储能 2025,23(4): 274-285
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电源学报 |电池与储能 2025 , 23 (4) : 274 -285
基于SSA-VMD和双层模糊控制的火储联合调频策略
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于会群1, 2 , 林涛1, 2 , 戚明鑫1, 2
作者信息
  • 1.上海电力大学自动化工程学院,上海 200090
  • 2.上海发电过程智能管控工程技术研究中心,上海 200090
通讯作者:
林涛(1997— ),男,通信作者,硕士研究生。研究方向:电网储能调频技术。E-mail:。
作者简介:

于会群(1978— ),女,博士,副教授。研究方向:微电网控制技术。E-mail:。

戚明鑫(1998— ),男,硕士研究生。研究方向:电网储能调频技术。E-mail:。

Combined Frequency Modulation Strategy for Thermal Power and Energy Storage Based on SSA-VMD and Double-layer Fuzzy Control
Huiqun YU1, 2 , Tao LIN1, 2 , Mingxin QI1, 2
Affiliations
  • 1.School of Automation Engineering, Shanghai University of Electric Power, Shanghai 200090, China
  • 2.Shanghai Engineering Research Center of Intelligent Management and Control for Power Generation Process, Shanghai 200090, China
出版时间: 2025-07-30 doi: 10.13234/j.issn.2095-2805.2025.4.274
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可再生能源的大量并网给电网带来火电机组调频容量不足、调频效果不佳等一系列问题。为此,基于电池储能系统提出1种火储联合调频策略。首先,利用变分模态分解VMD(variational mode decomposition)对区域控制误差ACE(area control error)调频信号进行分解;结合未来负荷预测数据,通过麻雀搜索算法SSA(sparrow search algorithm)滚动优化VMD算法中的分解模态数K和惩罚因子α;将高频信号分配给储能系统,低频信号分配给火电机组。其次,设计双层模糊控制器,第1层模糊控制将区域控制误差高频信号及其变化率作为输入量,改善系统的动态调频性能;第2层模糊控制考虑荷电状态的影响,防止储能产生过充、过放的问题。最后通过仿真分析验证所提控制策略的有效性。

电池储能  /  调频  /  变分模态分解  /  麻雀搜索算法  /  双层模糊控制

The massive grid connection of renewable energy brings a series of problems to the power grid, such as an insufficient frequency modulation capacity of thermal power units and a poor frequency modulation effect. Aimed at these problems, a combined frequency modulation strategy for thermal power and energy storage based on a battery energy storage system is proposed. First, the frequency modulation signal of area control error (ACE) is decomposed using variational mode decomposition (VMD). Combined with the load forecast data in the future, the number of decomposition modes K and penalty factor α in the VMD algorithm are optimized by the sparrow search algorithm (SSA). The high-frequency signal is assigned to the energy storage system, while the low-frequency signal is assigned to the thermal power units. Second, a double-layer fuzzy controller is designed, in which the fuzzy control in the first layer takes the high-frequency signal of area control error and its changing rate as input to improve the system’s dynamic frequency modulation performance, and the fuzzy control in the second layer takes into account the influence of state-of-charge to prevent the energy storage from encountering problems such as over-charging and over-discharging. Finally, the effectiveness of the proposed control strategy is verified by simulation analysis.

Battery energy storage  /  frequency modulation  /  variational mode decomposition (VMD)  /  sparrow search algorithm (SSA)  /  double-layer fuzzy control
于会群, 林涛, 戚明鑫. 基于SSA-VMD和双层模糊控制的火储联合调频策略. 电源学报, 2025 , 23 (4) : 274 -285 . DOI: 10.13234/j.issn.2095-2805.2025.4.274
Huiqun YU, Tao LIN, Mingxin QI. Combined Frequency Modulation Strategy for Thermal Power and Energy Storage Based on SSA-VMD and Double-layer Fuzzy Control[J]. Journal of Power Supply, 2025 , 23 (4) : 274 -285 . DOI: 10.13234/j.issn.2095-2805.2025.4.274
  • 上海市“科技创新行动计划”地方院校建设资助项目(20020500500)
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2025年第23卷第4期
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doi: 10.13234/j.issn.2095-2805.2025.4.274
  • 接收时间:2022-06-05
  • 首发时间:2026-10-26
  • 出版时间:2025-07-30
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  • 收稿日期:2022-06-05
  • 修回日期:2022-08-19
  • 录用日期:2022-09-06
基金
Shanghai "Science and Technology Innovation Action Plan" Special Project for Capacity Building of Local Institutions(20020500500)
上海市“科技创新行动计划”地方院校建设资助项目(20020500500)
作者信息
    1.上海电力大学自动化工程学院,上海 200090
    2.上海发电过程智能管控工程技术研究中心,上海 200090

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林涛(1997— ),男,通信作者,硕士研究生。研究方向:电网储能调频技术。E-mail:。
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2种不同金属材料的力学参数
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species
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total species (%)
属
Genus
种数
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species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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