期刊文献+

轧钢加热炉故障检测与诊断方法研究 被引量:2

RESEARCH ON TROUBLE SHOOTING AND DIAGNOSIS OF REHEATING FURNACE OF A HOT ROLLING MILL
下载PDF
导出
摘要 基于多元统计投影技术 (如主元分析、PCA) ,连续生产过程故障检测与诊断研究已经得到了学术界和工业界的广泛重视。针对轧钢加热炉这类典型的工业生产过程 ,运用多元统计投影技术进行了故障检测与诊断的研究。在建立过程主元模型的基础上 ,对单故障源和多故障源两类问题进行了研究。结果表明 。 The trouble shooting and diagnosis based upon multivariate statistical projection methods (such as principal component analysis, PCA) have attracted more and more interest academically and industrially. In this paper, PCA and statistical control chart have been used to detect process operating faults on an industrial rolling mill reheating furnace. The diagnosing results to single (fuel gas pipe control valve failure or furnace temperature sensor failure alone) and multiple faults (control valve failure and temperature sensor failure simultaneously) were presented based on establishing the operating PCA model. The simulation indicates that the method is effective.
作者 梁军
机构地区 浙江大学
出处 《钢铁》 CAS CSCD 北大核心 2003年第9期56-61,共6页 Iron and Steel
基金 国家 8 63计划资助项目 ( 863 -5 11-92 0 -0 11和 2 0 0 1AA4112 3 0 )
关键词 轧钢加热炉 故障诊断 多元统计投影 主元分析 统计过程控制 故障检测 reheating furnace, trouble shooting and diagnosis, multivariate statistical projection method, principal component analysis, statistical process control
  • 相关文献

参考文献9

  • 1梁军.大型板坯加热炉中钢坯温度分布的软测量研究及实现[J].仪器仪表学报,1999,20(1):81-83. 被引量:16
  • 2梁军,吕勇哉.轧钢加热炉混合智能控制系统[J].钢铁,1996,31(S1):113-117. 被引量:6
  • 3梁军.轧钢加热炉计算机集成控制系统的研究及实现[J].钢铁,1998,33(8):50-53. 被引量:6
  • 4Wise B M, Gallagher N B. The Process Chemometrics Approach to Process Monitoring and Fault Detection.Journal of Process Control,1996, 6: 329-348.
  • 5Raich A, Cinar A. Statistical Process Monitoring and Disturbance Diagnosis in Multivariable Continuous Process. AIChE Journal, 1996,42: 995-1009.
  • 6Doymaz F J,Romagnoli A,Polazoglu A. A Strategy for Detection and Isolation of Sensor Failures and Process Upsets. Chemo metrics and Intelligent Laboratory Systems, 2001,55 : 109-123.
  • 7Becraft W R, Lee P. An Integrated Neural Network / Expert Systems Approach for Fault Diagnosis.Computers and Chemical Eng , 1993,17 (10) : 1001- 1014.
  • 8Isermann R. Fault Diagnosis of Machines via Parameter Estimation and Knowledge Processing- Tutorial Paper. Automatica, 1993,29(4): 815-835.
  • 9Frank P M. Fault Diagnosis in Dynamic Systems Using Analytical and Knowledge-based Redundancy- A Survey and Some New Results. Automatic, 1990,26(3): 459-474.

二级参考文献14

  • 1梁军,杨永耀,吕勇哉.DMES:一个实时控制专家系统[J].信息与控制,1993,22(2):65-70. 被引量:7
  • 2杨永耀,吕勇哉.板坯加热炉的递阶计算机控制[J].自动化学报,1989,15(4):303-310. 被引量:7
  • 3杨永耀 周晓昕.连续加热炉计算机控制系统[J].冶金自动化,1987,(6).
  • 4杨永耀 吕永哉.钢坯加热炉计算机控制动态数学模型的开发[J].自动化学报,1987,13(4):257-264.
  • 5梁军,钢铁,1996年,31卷,增刊,113页
  • 6刘志达,光明日报,1996年
  • 7梁军,博士学位论文,1993年
  • 8杨永耀,冶金自动化,1987年,11卷,6期,9页
  • 9杨永耀,自动化学报,1987年,13卷,4期,257页
  • 10吕勇哉,Comput Ind,1983年,4期,1页

共引文献22

同被引文献22

  • 1侯胜利,胡金海,李应红.基于混沌变量的航空发动机性能监控与故障诊断[J].航空动力学报,2005,20(2):314-317. 被引量:10
  • 2刘金浩,王豫,董亮,羊新胜,齐立祯,张锋.WO_3基功能材料的研究进展[J].中国钨业,2005,20(5):17-21. 被引量:16
  • 3王旭辉,黄圣国,舒平.基于最小二乘支持向量机的航空发动机故障远程诊断[J].机械科学与技术,2007,26(5):595-599. 被引量:13
  • 4谢寿生.[D].西安:西北工业大学,1998.
  • 5Akbaryan F, Bishnoi P R. Fault diagnosis of multivariate systems using pattern recognition and multisensor data analysis technique [J]. Computers and Chemical Engineering, 2001,25:1313 - 1339.
  • 6Baich A, Cinar A. Statistical process monitoring and disturbance diagnosis in multivariable continuous process[J]. MChE Journal, 1996,42:995 - 1009 .
  • 7Doymaz F J, etal. A strategy for detection and isolation of sensor failures and process upsets[ J]. Chemometrics and Intelligent Laboratory Systems, 2001,55(1 ) :109-123.
  • 8Lee J M, Yoo C K, Choi S W, et al. Nonlinear process monitoring using kernel principal component analysis[J]. Chemical Engineering Science, 2004, 59(1 ): 223-234.
  • 9Tax D M J, Duin R P W. Support vector domain description[J]. Pattern recognition letters, 1999, 20(11) : 1191 -1199.
  • 10Tax D M J, Duin R P W. Support vector data description [ J ]. Machine learning, 2004, 54 ( 1 ) : 45 - 66.

引证文献2

二级引证文献19

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部