Advance Search
Yin TongzhouTang Zhiwei Yang Jianjian Wu Miao, . Study on failure diagnosis of cutting unit in roadheader based on BP network of multi sensor[J]. COAL SCIENCE AND TECHNOLOGY, 2016, (9).
Citation: Yin TongzhouTang Zhiwei Yang Jianjian Wu Miao, . Study on failure diagnosis of cutting unit in roadheader based on BP network of multi sensor[J]. COAL SCIENCE AND TECHNOLOGY, 2016, (9).

Study on failure diagnosis of cutting unit in roadheader based on BP network of multi sensor

More Information
  • Available Online: April 02, 2023
  • Published Date: September 24, 2016
  • in orderto improve the falure diagnosis eficiency and accuracy of the cuting unit in the roadheader:the paper provided the falure dlagnosis method ofthe cutting unt in the roatheader based on the BP neural network of the mui sensor information and the falure diagnosis was conduced on the cutng unit of the EB.160 nmode roadheader.The method combined with the acaptive leamning rate method and the aditional momentum method was applied to soive the slow convarcence rate of the previous algorithm and the local mininmum problem existed in the BP neural network.The muti sensors were appied ocollect the state sgrals of the cuting .nit in the roacheader.Vith the data analysis conducted on the status signal ofthe cuting unti n the roadheade,muiti roups of the feauwre vectors werecalected an te feature database of the cutting unit in the roadheader was established.The BP neural network was applied to the training of the sample data.The case analysisresut.showed that the method could effectivlly monitor and diagnose the heath status of the cutting unit in the roadheader and the diagnosis precision an accuracy were hgh.
  • Related Articles

    [1]XING Xiuju, WU Zhengfei, JIANG Qiping, ZHANG Yirui. Study on sealing effect of 3D transient electromagnetic method in-advancedetecting exploration drilling borehole[J]. COAL SCIENCE AND TECHNOLOGY, 2019, (5).
    [2]LIU Jiajia, JIA Gaini, WANG Dan, MA Quan. Study on optimization of gas drainage parameters with borehole drilled along seam based on coupling of multi physical field[J]. COAL SCIENCE AND TECHNOLOGY, 2018, (7).
    [3]Li Sheng Bi Huijie Fan Chaojun Luo Mingkun Lan Tianwei, . Simulation study of gas drainage with borehole passed through strata based on fluid-solid coupling[J]. COAL SCIENCE AND TECHNOLOGY, 2017, (5).
    [4]Lei Fengli. Study on long borehole drilling equipment and drilling technique of soft outburst seam[J]. COAL SCIENCE AND TECHNOLOGY, 2017, (4).
    [5]Yan Baoyong. Study on drilling technique of high level directional long borehole[J]. COAL SCIENCE AND TECHNOLOGY, 2016, (4).
    [6]LI Quan-xin. Drilling Technology of Directional Drilled Borehole for Advance Grouting Reinforcement of Seam Floor[J]. COAL SCIENCE AND TECHNOLOGY, 2014, (1).
    [7]Application of Directional Long Borehole Drilling Technology in Steep Inclined Seam[J]. COAL SCIENCE AND TECHNOLOGY, 2012, (10).
    [8]Research and Application of Borehole Extrusion Prevention Device for Borehole Drilling of Gas Drainage[J]. COAL SCIENCE AND TECHNOLOGY, 2011, (12).
    [9]Exploration of Gas Geological Abnormal Based on Gas Drainage Borehole[J]. COAL SCIENCE AND TECHNOLOGY, 2011, (2).

Catalog

    Article views (402) PDF downloads (290) Cited by()
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return