MA Hongwei, WU Shaojie, CAO Xiangang, XU Boyuan, ZHANG Xinyua. Big data cleaning modeling of operation status of coal mine fully—mechanized coal mining equipment[J]. Journal of Mine Automation, 2018, 44(11): 80-83. DOI: 10.13272/j.issn.1671—251x.2018040090
Citation: MA Hongwei, WU Shaojie, CAO Xiangang, XU Boyuan, ZHANG Xinyua. Big data cleaning modeling of operation status of coal mine fully—mechanized coal mining equipment[J]. Journal of Mine Automation, 2018, 44(11): 80-83. DOI: 10.13272/j.issn.1671—251x.2018040090

Big data cleaning modeling of operation status of coal mine fully—mechanized coal mining equipment

More Information
  • In view of problems of large amount of data and noise and missing values existed in data of operation status of coal mine fully—mechanized coal mining equipment, a big data cleaning model of operation status of coal mine fully—mechanized coal mining equipment based on MapReduce was established. The model is composed of dual MapReduce. Noise points and missing values in data are corrected and multiple cleaned data files are output through the first MapReduce. The multiple cleaned data files are sorted according to collection time and date and combined into a single data file through the second MapReduce. The experimental results show that the model can effectively eliminate noise data and complement missing data with good data cleaning effect.
  • Related Articles

    [1]YANG Chunyu, YUAN Xiaoguang. Anomaly detection method of inspection video for coal mine underground roadway deformatio[J]. Journal of Mine Automation, 2021, 47(2): 13-17. DOI: 10.13272/j.issn.1671-251x.17702
    [2]XU Xiaoben, HU Zuxiang, XING Lifen, HAO Xue. Similar simulation of overburden displacement characteristics of fully mechanized mining face[J]. Journal of Mine Automation, 2020, 46(1): 85-89. DOI: 10.13272/j.issn.1671-251x.2019080047
    [3]ZHANG Shaohua. Field measurement of the influence of coal face mining on adjacent main roadway deformatio[J]. Journal of Mine Automation, 2019, 45(10): 33-37. DOI: 10.13272/j.issn.1671-251x.2019050025
    [4]YE Meitu, LIANG Yiwei, WANG Kun. Research on laser measuring device of surface displacements of mine roadway[J]. Journal of Mine Automation, 2018, 44(7): 84-87. DOI: 10.13272/j.issn.1671-251x.2017120086
    [5]ZOU Mengqi, LIU Chusheng, WU Jida. Analysis of stress and fatigue of eccentric shaft of unilateral driven swing scree[J]. Journal of Mine Automation, 2017, 43(5): 58-61. DOI: 10.13272/j.issn.1671-251x.2017.05.014
    [6]WANG Wen-hui. Analysis of belt disalignment of belt conveyor and its processing method[J]. Journal of Mine Automation, 2013, 39(4): 109-112.
    [7]GUO Yi-dan, SONG Shu-zhong, MA Jian-wei, ZHU Jin-hong. Analysis and Simulation of IGBT Power Consume Based on PSpice[J]. Journal of Mine Automation, 2009, 35(10): 53-56.
    [8]JIANG Xiu-zhu~, FENG Dong-qin~, XU Zhao~. Analysis of Real-time Performance of EPA and Its Calculatio[J]. Journal of Mine Automation, 2009, 35(4): 39-43.
    [10]Li Cheng-qun , Xu Wen-jun , Meng Qing-yu , Huang Ping . Comprehensive Auto Measuring Apparatus for Vertical Shaft Deformatio[J]. Journal of Mine Automation, 1999, 25(5): 35-37.
  • Cited by

    Periodical cited type(7)

    1. 董昊福, 李超, 张玮, 殷凌霄, 刘扬, 王凤超, 钮月. 综放工作面采动过程顶煤变形与支护. 科学技术与工程. 2025(17)
    2. 杨帆,华任,黄志祥,樊小柯,邓海顺. 液压支架升降自旋转机构力学分析与优化. 矿山机械. 2024(11): 7-13 .
    3. 杨洁. 两柱掩护式液压支架力学性能及适应性分析. 机械管理开发. 2022(04): 79-80+83 .
    4. 朱红波. 两柱掩护式放顶煤液压支架连杆强度计算分析. 煤矿机械. 2021(04): 22-25 .
    5. 王启鑫. 两柱掩护式放顶煤液压支架力学性能分析. 机械管理开发. 2021(08): 116-117+130 .
    6. 赵锐. 液压支架内加载试验力分析及直接测力装置研究. 煤炭工程. 2020(08): 173-177 .
    7. 侯丽嫚. 矿用液压支架底座在工程使用中的结构性能的研究. 机械管理开发. 2019(12): 64-65+116 .

    Other cited types(2)

Catalog

    ZHANG Xinyua

    1. On this Site
    2. On Google Scholar
    3. On PubMed

    Article Metrics

    Article views (108) PDF downloads (19) Cited by(9)
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return