Application of a support vector machine algorithm to the safety precaution technique of medium-low pressure gas regulators

被引:11
作者
Hao, Xuejun [1 ]
An, Xaioran [1 ]
Wu, Bo [2 ]
He, Shaoping [2 ]
机构
[1] BeijingUniv Civil Engn & Architecture, Beijing 100044, Peoples R China
[2] Beijing Gas Grp Co Ltd, Beijing 100035, Peoples R China
关键词
gas regular; fault diagnosis; safety precaution; SVM; parameter optimization;
D O I
10.1007/s11630-018-0986-3
中图分类号
O414.1 [热力学];
学科分类号
摘要
In the gas pipeline system, safe operation of a gas regulator determines the stability of the fuel gas supply, and the medium-low pressure gas regulator of the safety precaution system is not perfect at the present stage in the Beijing Gas Group; therefore, safety precaution technique optimization has important social and economic significance. In this paper, according to the running status of the medium-low pressure gas regulator in the SCADA system, a new method for gas regulator safety precaution based on the support vector machine (SVM) is presented. This method takes the gas regulator outlet pressure data as input variables of the SVM model, the fault categories and degree as output variables, which will effectively enhance the precaution accuracy as well as save significant manpower and material resources.
引用
收藏
页码:74 / 77
页数:4
相关论文
共 7 条
  • [1] [Anonymous], 2012, APPL SCI TECHNOL
  • [2] Using the EMD Method to Determine Fault Criterion for Medium-low Pressure Gas Regulators
    Hao Xuejun
    Liu Qiang
    Yang Guobin
    Du Yi
    [J]. JOURNAL OF THERMAL SCIENCE, 2015, 24 (06) : 557 - 561
  • [3] Cross-validation with active pattern selection for neural-network classifiers
    Leisch, F
    Jain, LC
    Hornik, K
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1998, 9 (01): : 35 - 41
  • [4] [刘立兵 Liu Libin], 2010, [计算机仿真, Computer Simulation], V27, P303
  • [5] Liu X., 2007, J. Southwest Jiaotong Univ, V2, P21
  • [6] Yin JL, 2012, ELECT MEASUREMENT IN, V49, P11
  • [7] [刘希亮 Zhao Xuesheng], 2012, [煤炭学报, Journal of China Coal Society], V37, P1999