Volume 48 Issue 1
Jan.  2022
Turn off MathJax
Article Contents
Abstract
References
Related Articles
LI Zhe, ZHOU Bin, LI Wenhui, et al. Construction and application of mine electromechanical equipment accident knowledge graph[J]. Industry and Mine Automation，2022，48(1)：107-110. DOI: 10.13272/j.issn.1671-251x.2021100009
Citation: LI Zhe, ZHOU Bin, LI Wenhui, et al. Construction and application of mine electromechanical equipment accident knowledge graph[J]. Industry and Mine Automation，2022，48(1)：107-110. DOI: 10.13272/j.issn.1671-251x.2021100009
shu

Construction and application of mine electromechanical equipment accident knowledge graph

  • 1.

    National Institute of Clean and Low Carbon Energy, Beijing 102209, China

  • 2.

    China Energy Investment Corporation, Beijing 100120, China

  • 3.

    China Energy Information Technology(Beijing) Co., Ltd., Beijing 100120, China

More Information
  • Received Date: October 08, 2021
  • Revised Date: January 13, 2022
  • Available Online: January 18, 2022
  • Published Date: January 19, 2022
    Abstract
  • It is difficult to judge the root cause of equipment accident from the appearance of coal mine electromechanical equipment accident and part of monitoring data, and there is a lack of effective methods to improve the efficiency of equipment accident treatment by using historical data and experience knowledge. In order to solve the above problems, the mine electromechanical equipment accident knowledge graph is constructed. Firstly, the data relationships of the four-group ontology model are designed, and the ontology and the relationship types between the ontologies are determined. Secondly, according to the designed data relationships, a combination method of machine learning and rule templates is used to extract entities, relationships and attributes from databases and texts. Finally, based on the Python language, through the py2neo library, the entities, relationships and attributes are created and stored in the Neo4j graph database with Cypher statements, so as to realize the construction and update of the knowledge graph. The application of mine electromechanical equipment accident knowledge graph in mine electromechanical equipment accident diagnosis, risk management and intelligent question and answer can enable users to effectively use related knowledge of mine electromechanical equipment accident, help equipment maintenance personnel to quickly find the accident chain, locate the cause of the accident and put forward maintenance schemes, so as to achieve the purpose of reducing the accident rate and the accident handling time.
    • FullText(HTML)
    • References (15)
  • [1]
    王国法, 刘峰, 孟祥军, 等. 煤矿智能化(初级阶段)研究与实践[J]. 煤炭科学技术,2019,47(8):1-36.

    WANG Guofa, LIU Feng, MENG Xiangjun, et al. Research and practice on intelligent coal mine construction(primary stage)[J]. Coal Science and Technology,2019,47(8):1-36.
    [2]
    王国法, 任怀伟, 庞义辉, 等. 煤矿智能化(初级阶段)技术体系研究与工程进展[J]. 煤炭科学技术,2020,48(7):1-27.

    WANG Guofa, REN Huaiwei, PANG Yihui, et al. Research and engineering progress of intelligent coal mine technical system in early stages[J]. Coal Science and Technology,2020,48(7):1-27.
    [3]
    李涛, 王次臣, 李华康. 知识图谱的发展与构建[J]. 南京理工大学学报,2017,41(1):22-34.

    LI Tao, WANG Cichen, LI Huakang. Development and construction of knowledge graph[J]. Journal of Nanjing University of Science and Technology,2017,41(1):22-34.
    [4]
    刘峤, 李杨, 段宏, 等. 知识图谱构建技术综述[J]. 计算机研究与发展,2016,53(3):582-600. DOI: 10.7544/issn1000-1239.2016.20148228

    LIU Qiao, LI Yang, DUAN Hong, et al. Knowledge graph construction techniques[J]. Journal of Computer Research and Development,2016,53(3):582-600. DOI: 10.7544/issn1000-1239.2016.20148228
    [5]
    曹现刚, 张梦园, 雷卓, 等. 煤矿装备维护知识图谱构建及应用[J]. 工矿自动化,2021,47(3):41-45.

    CAO Xiangang, ZHANG Mengyuan, LEI Zhuo, et al. Construction and application of knowledge graph for coal mine equipment maintenance[J]. Industry and Mine Automation,2021,47(3):41-45.
    [6]
    刘鹏, 叶帅, 舒雅, 等. 煤矿安全知识图谱构建及智能查询方法研究[J]. 中文信息学报,2020,34(11):49-59. DOI: 10.3969/j.issn.1003-0077.2020.11.007

    LIU Peng, YE Shuai, SHU Ya, et al. Coalmine safety: knowledge graph construction and its QA approach[J]. Journal of Chinese Information Processing,2020,34(11):49-59. DOI: 10.3969/j.issn.1003-0077.2020.11.007
    [7]
    叶帅. 基于Neo4j的煤矿领域知识图谱构建及查询方法研究[D]. 徐州: 中国矿业大学, 2019.

    YE Shuai. Research on the construction and query method of knowledge graph in coalmine based on Neo4j[D]. Xuzhou: China University of Mining and Technology, 2019.
    [8]
    魏卉子. 煤矿安全融合知识图谱构建研究[D]. 徐州: 中国矿业大学, 2020.

    WEI Huizi. Study on the construction of coal mine safety integration knowledge map[D]. Xuzhou: China University of Mining and Technology, 2020.
    [9]
    鹿晓龙. 煤矿安全知识图谱构建技术研究[D]. 徐州: 中国矿业大学, 2021.

    LU Xiaolong. Study on construction of coal mine safety knowledge graph[D]. Xuzhou: China University of Mining and Technology, 2021.
    [10]
    史秦甫, 刘秀磊, 刘旭红, 等. 煤矿安全本体研究[J]. 工矿自动化,2018,44(3):42-49.

    SHI Qinfu, LIU Xiulei, LIU Xuhong, et al. Research on coal mine safety ontology[J]. Industry and Mine Automation,2018,44(3):42-49.
    [11]
    彭彬, 杨晨, 蓝锦煌, 等. 基于知识图谱的精细化工辅助研发平台[J]. 情报工程,2017,3(1):43-55.

    PENG Bin, YANG Chen, LAN Jinhuang, et al. Knowledge graph aided research and development platform for fine chemical industry[J]. Technology Intelligence Engineering,2017,3(1):43-55.
    [12]
    KALAYCI T E, BRICELJ B, LAH M, et al. A knowledge graph-based data integration framework applied to battery data management[J]. Sustainability,2021,13(3):1583-1599. DOI: 10.3390/su13031583
    [13]
    杨雪蓉, 洪宇, 马彬, 等. 基于核心词和实体推理的事件关系识别方法[J]. 中文信息学报,2014,28(2):100-108. DOI: 10.3969/j.issn.1003-0077.2014.02.015

    YANG Xuerong, HONG Yu, MA Bin, et al. Event relation recognition by event term and entity inference[J]. Journal of Chinese Information Processing,2014,28(2):100-108. DOI: 10.3969/j.issn.1003-0077.2014.02.015
    [14]
    LUO Ling, YANG Zhihao, YANG Pei. An attention-based BiLSTM-CRF approach to document-level chemical named entity recognition[J]. Bioinformatics,2018,34(8):1381-1388. DOI: 10.1093/bioinformatics/btx761
    [15]
    林越, 王坚, 凌卫青. 基于图数据库的本体查询与推理[J]. 机电产品开发与创新,2019,32(1):16-18. DOI: 10.3969/j.issn.1002-6673.2019.01.005

    LIN Yue, WANG Jian, LING Weiqing. Ontology query and reasoning based on graph database[J]. Development & Innovation of Machinery & Electrical Products,2019,32(1):16-18. DOI: 10.3969/j.issn.1002-6673.2019.01.005
    • Related Articles

  • Related Articles

    [1]LIU Yan-ying, ZHANG Xiao, WANG Ke, FANG Kang-ning. Analysis of influencing factors on reactive compensation for active power filter[J]. Journal of Mine Automation, 2013, 39(11): 45-49. DOI: 10.7526/j.issn.1671-251X.2013.11.013
    [2]CHENG Shun-zu, GUO Xi-jin, LI Su-ying. Reactive compensation scheme of three phase unbalance based on AC chopper device[J]. Journal of Mine Automation, 2013, 39(1): 74-77.
    [3]GUO Jin-long, LV Jing-jiang, WANG Yi-lei. Research of Harmonic Elimination and Reactive Power Compensation of Mine Electricity Grid and Its Application[J]. Journal of Mine Automation, 2012, 38(11): 64-66.
    [4]LIU Dan, LI Jian, LIU Qiao-chu, WANG Yu-feng. Design of Reactive Power Compensation System Based on Phase-controlled Switching Technology[J]. Journal of Mine Automation, 2012, 38(3): 48-51.
    [5]GU Jun, WANG Qing-ling. Research of Reactive Power Compensation and Filter System Based on SVG[J]. Journal of Mine Automation, 2009, 35(12): 53-56.
    [6]SHEN Zhan-bin, PENG Qiu-hong. Design of Intelligent Reactive Power Compensator of Power Network[J]. Journal of Mine Automation, 2009, 35(12): 4-6.
    [7]DU Zhao-wen, YU Qu. Development of the Device with Intelligent Reactive Compensation and Compositive Protection of Asynchronous Motor[J]. Journal of Mine Automation, 2005, 31(1): 41-43.
    [8]SHI Xin , SUN Fang-gang . Application of TCR Dynamic Var Compensation Device in Coal Mine[J]. Journal of Mine Automation, 2003, 29(2): 14-17.
    [9]WANG Jin-quan, QIU Li-ke, SONG Feng, WANG Tai-hui, LIU Wen-wei. Reactive Compensation Device for Comprehensive Mining Working Face with High Productivity and Efficiency[J]. Journal of Mine Automation, 2002, 28(3): 1-3.
    [10]TONG De-li. Advantages and Disadvantages in Reactive Power Compensation On-Site[J]. Journal of Mine Automation, 1995, 21(4): 46-49.

Catalog

    ZHAO Han
    • 3.

      China Energy Information Technology(Beijing) Co., Ltd., Beijing 100120, China

    1. On this Site
    2. On Google Scholar
    3. On PubMed
    Get Citation
    PDF
    XML

    Article Metrics

    Article views (370) PDF downloads (82) Cited by()
    Related

    苏ICP备 05016349号-2

    Supported by: Beijing Renhe Information Technology Co., Ltd. Visits：1433538    Baidu Analytics

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return