Intelligent substation model conversion method based on multi-dimensional similarity optimization and XSLT

SHI Hengchu; YANG Qiaowei; YOU Hao; XU Shoudong; CHEN Xiaofan; HU Xiao

doi:10.11930/j.issn.1004-9649.202510087

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Intelligent substation model conversion method based on multi-dimensional similarity optimization and XSLT

更新时间：2026-07-01

- Intelligent substation model conversion method based on multi-dimensional similarity optimization and XSLT
- Vol. 59, Issue 6, Pages: 37-47(2026)
- 作者机构：
  
  1. 云南电网有限责任公司,云南,昆明,650011
  2. 云南电网有限责任公司电力科学研究院,云南,昆明,650217
- 作者简介：
- 基金信息：
- DOI：10.11930/j.issn.1004-9649.202510087
  CLC：
- Online First：22 June 2026，
  
  Published：2026
- 稿件说明：
移动端阅览
石恒初, 杨桥伟, 游昊, 许守东, 陈晓帆, 虎啸. 基于多维相似度优化与XSLT的智能变电站模型转换方法[J]. 中国电力, 2026, 59(6): 37-47.

SHI Hengchu, YANG Qiaowei, YOU Hao, et al. Intelligent substation model conversion method based on multi-dimensional similarity optimization and XSLT[J]. 2026, 59(6): 37-47.
石恒初, 杨桥伟, 游昊, 许守东, 陈晓帆, 虎啸. 基于多维相似度优化与XSLT的智能变电站模型转换方法[J]. 中国电力, 2026, 59(6): 37-47. DOI： 10.11930/j.issn.1004-9649.202510087.

SHI Hengchu, YANG Qiaowei, YOU Hao, et al. Intelligent substation model conversion method based on multi-dimensional similarity optimization and XSLT[J]. 2026, 59(6): 37-47. DOI： 10.11930/j.issn.1004-9649.202510087.

摘要

为适应智能变电站深度建设对信息互联互通提出的更高要求，如何解决因设备厂商技术路线分化、拓扑配置差异导致的IEC 61850变电站配置描述（substation configuration description，SCD）模型异构问题，已成为当前智能变电站发展的关键瓶颈。为解决该语义冲突与转换低效难题，提出一种基于多维相似度优化与可扩展样式表语言转换（XSL transformations，XSLT）的模型转换方法。首先，通过统一建模语言（unified modeling language，UML）与网络本体语言（web ontology language，OWL）协同映射实现公共信息模型（common information model，CIM）的本体解析；进而，提出综合语法、语义与结构三维特征的节点相似度计算模型，并引入

值优化确定最优权重与匹配阈值，实现从CIM到IEC 61850模型的精准映射；最终，基于映射关系自动生成XSLT脚本，结合Dom4j工具库完成SCD文件的自动化转换与语义适配。仿真结果表明，该方法在完整保留源模型设备与拓扑信息的前提下，转换耗时仅3.2 s，效率较人工方式提升96%以上，为智能变电站多级集成与电网协同运行提供了可靠的技术支撑。

Abstract

In order to meet the higher requirements of information interconnection put forward by the in-depth construction of intelligent substations

it has become a key bottleneck in the development of intelligent substations to solve the heterogeneous problem of IEC 61850 substation configuration description (SCD) models caused by the differentiation of technical routes and topological configurations of equipment manufacturers. In order to solve the problem of semantic conflict and inefficient transformation

a model transformation method based on multi-dimensional similarity optimization and extensible style sheet language transformations (XSLT) is proposed. Firstly

the ontology parsing of the common information model (CIM) model is realized through the co-mapping of unified modeling language (UML) and web ontology language (OWL). Furthermore

a node similarity calculation model combining syntactic

semantic and structural three-dimensional features is proposed

and the

-value optimization is introduced to determine the optimal weight and matching threshold

so as to realize the accurate mapping from CIM to IEC 61850 model. Finally

the XSLT script is automatically generated based on the mapping relationship

and the automatic conversion and semantic adaptation of the SCD file are completed by combining the Dom4j tool library. The simulation results show that the proposed method takes only 3.2 seconds to convert under the premise of completely retaining the source model equipment and topology information

and the efficiency is increased by more than 96% compared with the manual method

and provide reliable technical support for the multi-level integration of intelligent substations and the coordinated operation of the power grid.

关键词

Keywords

references

1蒋达飞, 艾洪克, 孟巧, 等. 基于改进ISODATA算法的变电站负荷特性聚类[J]. 中国电力, 2026, 59 (3): 125- 133.

JIANG Dafei, AI Hongke, MENG Qiao, et al. Clustering of substation load characteristics based on improved ISODATA algorithm[J]. Electric Power, 2026, 59 (3): 125- 133.

2吴江雄, 刘千宽, 阳国燕, 等. 应用深度学习网络的变电站二次测量回路误差评估[J]. 中国电力, 2025, 58 (6): 206- 212.

WU Jiangxiong, LIU Qiankuan, YANG Guoyan, et al. Secondary measurement loop error assessment in substations with application of deep learning networks[J]. Electric Power, 2025, 58 (6): 206- 212.

3叶远波, 邵庆祝, 孙振兴, 等. 基于FSE方法的新一代智能变电站二次安措可靠性评估和执行优化策略[J]. 中国电力, 2026, 59 (2): 154- 162.

YE Yuanbo, SHAO Qingzhu, SUN Zhenxing, et al. Reliability assessment and optimal operational sequence strategy allocation for next-generation smart substation secondary system safety operations based on fuzzy synthetic evaluation[J]. Electric Power, 2026, 59 (2): 154- 162.

4叶远波, 王吉文, 孙振兴, 等. 分区协同下适应新一代智能变电站的通信链路故障定位方法[J]. 中国电力, 2025, 58 (9): 79- 87.

YE Yuanbo, WANG Jiwen, SUN Zhenxing, et al. Communication link fault localization method adapted to new smart substations under partition collaboration[J]. Electric Power, 2025, 58 (9): 79- 87.

5陈昱, 丁鸿, 崔勇, 等. 变电设备温度态势感知及辅助决策系统方案研究[J]. 发电技术, 2024, 45 (4): 744- 752.

CHEN Yu, DING Hong, CUI Yong, et al. Research on temperature situation awareness and auxiliary decision-making system scheme of substation equipment[J]. Power Generation Technology, 2024, 45 (4): 744- 752.

6王枭, 张靖, 杜肖, 等. 基于电力公用信息模型的配电网储能优化配置[J]. 南方电网技术, 2024, 18 (5): 112- 123.

WANG Xiao, ZHANG Jing, DU Xiao, et al. Optimal allocation of energy storage in distribution networks based on electric common information model[J]. Southern Power System Technology, 2024, 18 (5): 112- 123.

7忽浩然, 张孜铭, 汤伟, 等. 基于CIM/E语言的稳定控制离线策略文件自动生成和工程应用[J]. 电网与清洁能源, 2017, 33 (10): 78- 83.

HU Haoran, ZHANG Ziming, TANG Wei, et al. Offline stability control scheme generating based on CIM/E model and its engineering application[J]. Power System and Clean Energy, 2017, 33 (10): 78- 83.

8朱越, 高媛, 刘强, 等. 面向配电物联网的配电终端公共信息模型框架[J]. 供用电, 2021, 38 (7): 51- 57.

ZHU Yue, GAO Yuan, LIU Qiang, et al. The frame of distribution terminal common information model facing power distribution IoT[J]. Distribution & Utilization, 2021, 38 (7): 51- 57.

9席禹, 陈波, 袁智勇, 等. 基于IEC 61850的配电自动化终端建模与测试需求研究[J]. 电测与仪表, 2020, 57 (7): 41- 47.

XI Yu, CHEN Bo, YUAN Zhiyong, et al. Research on modeling and testing demand of distribution automation terminal based on IEC 61850[J]. Electrical Measurement & Instrumentation, 2020, 57 (7): 41- 47.

10唐广瑜, 金鑫琨. 基于全网供电拓扑模型的图模数据共享技术研究与应用[J]. 电测与仪表, 2022, 59 (6): 105- 112.

TANG Guangyu, JIN Xinkun. Research and application of graphic model data sharing technology based on power supply topology model of the whole network[J]. Electrical Measurement & Instrumentation, 2022, 59 (6): 105- 112.

11李晓露, 左璇, 刘日亮, 等. 基于形状约束语言的电网模型知识图谱验证方法[J]. 中国电力, 2022, 55 (1): 119- 125, 228.

LI Xiaolu, ZUO Xuan, LIU Riliang, et al. SHACL-based validation method of knowledge graph for power system model[J]. Electric Power, 2022, 55 (1): 119- 125, 228.

12郭燕, 董怀普, 纪陵. IEC 61850 SCL与IEC 61970 CIM模型间的无损转换技术研究[J]. 通信电源技术, 2021, 38 (19): 12- 14.

GUO Yan, DONG Huaipu, JI Ling. Research on lossless conversion technology between IEC61850 SCL and IEC61970 CIM model[J]. Telecom Power Technology, 2021, 38 (19): 12- 14.

13杨政校, 张鑫, 杜刃刃, 等. 基于信息间隙决策理论的源网荷储协调优化规划方法[J]. 浙江电力, 2025, 44 (7): 113- 125.

YANG Zhengxiao, ZHANG Xin, DU Renren, et al. A coordinated optimal planning method for generation-grid-load-storage systems based on info-gap decision theory[J]. Zhejiang Electric Power, 2025, 44 (7): 113- 125.

14周辉, 丁禹, 陈胜滔, 等. 基于集控系统间隔光字牌的改进冒泡排序法研究[J]. 湖南电力, 2025, 45 (2): 116- 121.

ZHOU Hui, DING Yu, CHEN Shengtao, et al. Research on improved bubble sorting method based on spaced alarm window in centralized control system[J]. Hunan Electric Power, 2025, 45 (2): 116- 121.

15计荣荣, 盛海华, 史建立, 等. 基于深度置信网络的智能变电站遥控障碍定位方法[J]. 浙江电力, 2024, 43 (10): 45- 52.

JI Rongrong, SHENG Haihua, SHI Jianli, et al. A remote barrier localization method for intelligent substations using deep belief net-works[J]. Zhejiang Electric Power, 2024, 43 (10): 45- 52.

16LIU S W, YANG B. Simulation of smart interactive effects of urban energy Internet considering the price factor[C]//2024 6th International Conference on Power and Energy Technology (ICPET). Beijing: IEEE, 2025: 896–901.

17曹哲, 刘东, 包海龙. 基于本体的公共信息模型更新与扩展分析[J]. 电力系统自动化, 2013, 37 (11): 71- 75.

CAO Zhe, LIU Dong, BAO Hailong. Common information model update and extension based on ontology[J]. Automation of Electric Power Systems, 2013, 37 (11): 71- 75.

18朱建全, 李颖, 谭伟. 基于特性融合的电力负荷建模[J]. 电网技术, 2015, 39 (5): 1358- 1364.

ZHU Jianquan, LI Ying, TAN Wei. Characteristic fusion based on electric load modeling[J]. Power System Technology, 2015, 39 (5): 1358- 1364.

19SONG E, HAW S C. XML-REG: transforming XML into relational using hybrid-based mapping approach[J]. IEEE Access, 2020, 8, 177623- 177639.

20ALI M, AHMAD KHAN M, UR RASOOL R. A hybrid machine learning model for efficient XML parsing[J]. IEEE Access, 2025, 13, 382- 393.

21莫文雄, 饶毅, 栾乐, 等. 基于CIM模型的配电网网架拓扑结构问题优化[J]. 电工技术, 2021 (18): 155- 159.

MO Wenxiong, RAO Yi, LUAN Le, et al. Optimization of distribution network topology based on CIM model[J]. Electric Engineering, 2021 (18): 155- 159.

22朱正谊, 方磊, 张冬冬. CIM与IEC61850 SCL融合的配电网拓扑建模方法[J]. 电工技术, 2020 (22): 87- 89.

ZHU Zhengyi, FANG Lei, ZHANG Dongdong. Distribution network topology modeling method based on the integration of CIM and IEC61850 SCL[J]. Electric Engineering, 2020 (22): 87- 89.

23杜哲, 刘东, 陆一鸣, 等. 基于本体差异化分析的信息模型映射技术[J]. 电网技术, 2015, 39 (6): 1525- 1531.

DU Zhe, LIU Dong, LU Yiming, et al. Mapping of information model based on ontological differential analysis[J]. Power System Technology, 2015, 39 (6): 1525- 1531.

24徐原, 马伟哲, 赵利刚, 等. 基于CIM模型的多粒度潮流计算数据生成方法[J]. 南方电网技术, 2022, 16 (3): 40- 47.

XU Yuan, MA Weizhe, ZHAO Ligang, et al. Multi-granularity power flow calculation data construction method based on CIM[J]. Southern Power System Technology, 2022, 16 (3): 40- 47.

25黄华, 戴江鹏, 王毅, 等. 基于图数据库的电网CIM/E模型构建及网络拓扑[J]. 电力系统自动化, 2019, 43 (22): 122- 129.

HUANG Hua, DAI Jiangpeng, WANG Yi, et al. Graph database based construction and network topology of CIM/E for power grid[J]. Automation of Electric Power Systems, 2019, 43 (22): 122- 129.

26WANG Y, LUO L, LI G. Research on intelligent organization and application of multi-source heterogeneous knowledge resources for energy internet[J]. Data Intelligence, 2023, 5 (1): 75- 99.

27谢婧. 配电网信息模型异构映射与即插即用机制研究[D]. 上海: 上海交通大学, 2018.

28何杰, 王佳蓉, 王恒恒. 基于节点语义相似度的本体映射方法[J]. 吉林大学学报(理学版), 2024, 62 (2): 399- 409.

HE Jie, WANG Jiarong, WANG Hengheng. Ontology mapping method based on node semantic similarity[J]. Journal of Jilin University (Science Edition), 2024, 62 (2): 399- 409.

29DE NIES T, BEECKS C, GODIN F, et al. A distance-based approach for semantic dissimilarity in knowledge graphs[C]//2016 IEEE Tenth International Conference on Semantic Computing (ICSC). Laguna Hills: IEEE, 2016: 254–257.

30ZHU B, LI X, SANCHO J B. A novel asymmetric semantic similarity measurement for semantic job matching[C]//2017 International Conference on Security, Pattern Analysis, and Cybernetics (SPAC). Shenzhen: IEEE, 2018: 152–157.

31ATABUZZAMAN M, SHAJALAL M, AHMED M E, et al. Leveraging grammatical roles for measuring semantic similarity between texts[J]. IEEE Access, 2021, 9, 62972- 62983.

32谭永滨, 高玲玲, 李霖, 等. 地理要素类别语义相似度动态加权计算方法[J]. 测绘学报, 2023, 52 (5): 843- 851.

TAN Yongbin, GAO Lingling, LI Lin, et al. A dynamic weighted model for semantic similarity measurement between geographic feature categories[J]. Acta Geodaetica et Cartographica Sinica, 2023, 52 (5): 843- 851.

33丁邱, 迟海洋, 严馨, 等. 基于Transformer模型的问句语义相似度计算[J]. 计算机工程与设计, 2023, 44 (3): 887- 893.

DING Qiu, CHI Haiyang, YAN Xin, et al. Semantic similarity calculation of questions based on Transformer model[J]. Computer Engineering and Design, 2023, 44 (3): 887- 893.

34刘茜茜. 本体映射中概念相似度计算方法的研究[D]. 武汉: 武汉理工大学, 2014.

LIU Xixi. Research on concept similarity calculation method in ontology mapping [D]. Wuhan: Wuhan University of Technology, 2014.

35俞伊丽, 张展耀, 接晓霞, 等. 基于知识图谱与SCD文件的智能变电站二次检修安全措施自动生成技术研究[J]. 电力系统保护与控制, 2024, 52 (2): 129- 142.

YU Yili, ZHANG Zhanyao, JIE Xiaoxia, et al. Automatic generation technology of secondary safety measures in an intelligent substation based on a knowledge graph and SCD files[J]. Power System Protection and Control, 2024, 52 (2): 129- 142.

36曹海欧, 胡晓丽, 戴威, 等. 基于数据驱动的智能站虚回路自动生成与自主校验方法[J]. 中国电力, 2025, 58 (6): 97- 104.

CAO Haiou, HU Xiaoli, DAI Wei, et al. A data-driven approach to automatic generation and autonomous verification of virtual circuits in intelligent substation[J]. Electric Power, 2025, 58 (6): 97- 104.

37何卓桁, 刘志勇, 李璐, 等. 异构文本数据转换中XML解析方法对比研究[J]. 计算机工程, 2020, 46 (7): 286- 293, 299.

HE Zhuoheng, LIU Zhiyong, LI Lu, et al. Comparative study of XML parsing methods in heterogeneous text data conversion[J]. Computer Engineering, 2020, 46 (7): 286- 293, 299.

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