中国机械工程
中國機械工程
중국궤계공정
CHINA MECHANICAl ENGINEERING
2015年
10期
1385-1389,1390
,共6页
张淑清%包红燕%李盼%李新新%姜万录
張淑清%包紅燕%李盼%李新新%薑萬錄
장숙청%포홍연%리반%리신신%강만록
故障诊断%递归图%递归定量分析%GG模糊聚类
故障診斷%遞歸圖%遞歸定量分析%GG模糊聚類
고장진단%체귀도%체귀정량분석%GG모호취류
fault diagnosis%recurrence plot%recurrence quantification analysis (RQA )%GG fuzzy clustering
提出递归定量分析与GG聚类相结合的滚动轴承故障识别方法。利用能够表征信号发散程度的RQA参数———确定率和分层率组成轴承故障识别的特征向量,结合GG模糊聚类实现滚动轴承故障模式识别。对实际故障数据进行分析,结果表明,该方法不仅能够识别滚动轴承的不同程度损伤,而且能够实现不同部位的轴承故障诊断。研究结果为滚动轴承故障识别提供了一种高效、直观的新方法。
提齣遞歸定量分析與GG聚類相結閤的滾動軸承故障識彆方法。利用能夠錶徵信號髮散程度的RQA參數———確定率和分層率組成軸承故障識彆的特徵嚮量,結閤GG模糊聚類實現滾動軸承故障模式識彆。對實際故障數據進行分析,結果錶明,該方法不僅能夠識彆滾動軸承的不同程度損傷,而且能夠實現不同部位的軸承故障診斷。研究結果為滾動軸承故障識彆提供瞭一種高效、直觀的新方法。
제출체귀정량분석여GG취류상결합적곤동축승고장식별방법。이용능구표정신호발산정도적RQA삼수———학정솔화분층솔조성축승고장식별적특정향량,결합GG모호취류실현곤동축승고장모식식별。대실제고장수거진행분석,결과표명,해방법불부능구식별곤동축승적불동정도손상,이차능구실현불동부위적축승고장진단。연구결과위곤동축승고장식별제공료일충고효、직관적신방법。
A fault diagnosis method of rolling bearings based on RQA and GG clustering was put forward .The parameters of the RQA which were able to characterize the degree of divergence of the signal-determinism and laminarity were used to consist the fault feature vector .Combined with the GG fuzzy clustering ,it could achieve the fault pattern recognition of rolling bearings .The analyses of the actual fault data show that the method is able to identify different degrees of damage of rolling bearing faults and to complete different parts of the bearing fault diagnosis .It provides an efficient and intuitionistic new way for the identification of rolling bearing faults .