Fault detection of excavator’s hydraulic system based on dynamic principal component analysis

来源 :Journal of Central South University of Technology | 被引量 : 0次 | 上传用户:luke_lemon
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
In order to improve reliability of the excavator’s hydraulic system, a fault detection approach based on dynamic principal component analysis(PCA) was proposed. Dynamic PCA is an extension of PCA, which can effectively extract the dynamic relations among process variables. With this approach, normal samples were used as training data to develop a dynamic PCA model in the first step. Secondly, the dynamic PCA model decomposed the testing data into projections to the principal component subspace(PCS) and residual subspace(RS). Thirdly, T2 statistic and Q statistic performed as indexes of fault detection in PCS and RS, respectively. Several simulated faults were introduced to validate the approach. The results show that the dynamic PCA model developed is able to detect overall faults by using T2 statistic and Q statistic. By simulation analysis, the proposed approach achieves an accuracy of 95% for 20 test sample sets, which shows that the fault detection approach can be effectively applied to the excavator’s hydraulic system. In order to improve reliability of the excavator’s hydraulic system, a fault detection approach based on dynamic principal component analysis (PCA) was proposed. Dynamic PCA is an extension of PCA, which can effectively extract the dynamic relations among process variables. With this approach, normal, samples used as training data to develop a dynamic PCA model in the first step. secondly, the dynamic PCA model decomposed the testing data into projections to the principal component subspace (PCS) and residual subspace The results show that the dynamic PCA model developed is able to detect the overall faults by using T2 statistic and Q statistic. By simulations analysis, the proposed approach achieves an accuracy of 95% for 20 test sample sets, which shows that the fault detection approach can be effectively appli ed to the excavator’s hydraulic system.
其他文献
立井施工超过一定深度后,需开凿转水站硐室(腰泵房)安装转水泵排水。对于直径较大、涌水量较小的井筒,可在井筒内适当位置安一个固定盘作为转水盘,在盘上安泵转排水,较之开
由地质矿产部勘探技术研究所钻机四室研制的JS—1型钻速表,经过野外队四个月生产试验考核(共累计进尺1261米,工作时间1098小时),以及有关专家、教授评议, The JS-1 drilling
赤城县地处河北省西北部,粮食播种面积40万hm2,其中马铃薯种植面积1万hm2,独特的气候和土壤条件,使全县生产的马铃薯皮薄个大、品质好,深受省内外广大消费者欢迎。但随着目前农业产业化进程
对大别-苏鲁超高压变质带榴辉岩的实验测定以及前人的实验结果表明,水化作用将明显增加榴辉岩的泊松比,新鲜未退变榴辉岩(H20+
为适应我国金属矿山生产发展的需要,逐步实现矿山井下柴油无轨机械化,于去年我厂在现有批量生产的6105Q车用柴油机基础上,更换、增添部分零件后,改型设计了6105K矿用低污染
立秋时将荒坡、林边、田边及闲地的野生牧草(特别是野生籽实草)收割后经过加工贮存,待秋末与寒冬饲草干枯缺乏时,按照耕牛不同年龄体重添加饲喂,可以保膘和节约饲料主粮,从而可缓解
2000年9月13~16日,由农业部优质农产品开发服务中心与云南农科院粮食作物研究所联合在云南省昆明市召开了旱稻试种示范总结会。参加会议的有广西、重庆、山东、河南和云南等7
总部设在休斯顿的GX技术公司(GXT)在卡尔加里的SEG年会上推出了其首套面向油公司的电子商务系统。即基于网络的、先进的在线地震成像服务系统。通过该公司的安全认证后,客户
The first experimental measurements of intense(~7 × 1019 W cm-2) laser-driven terahertz(THz) radiation from a solid target which is preheated by an intense puls