TY - JOUR
T1 - Hilbert-huang transform-based vibration signal analysis for machine health monitoring
AU - Yan, Ruqiang
AU - Gao, Robert X.
PY - 2006/12
Y1 - 2006/12
N2 - This paper presents a signal analysis technique for machine health monitoring based on the Hilbert-Huang Transform (HHT). The HHT represents a time-dependent series in a two-dimensional (2-D) time-frequency domain by extracting instantaneous frequency components within the signal through an Empirical Mode Decomposition (EMD) process. The analytical background of the HHT is introduced, based on a synthetic analytic signal, and its effectiveness is experimentally evaluated using vibration signals measured on a test bearing. The results demonstrate that HHT is suited for capturing transient events in dynamic systems such as the propagation of structural defects in a rolling bearing, thus providing a viable signal processing tool for machine health monitoring.
AB - This paper presents a signal analysis technique for machine health monitoring based on the Hilbert-Huang Transform (HHT). The HHT represents a time-dependent series in a two-dimensional (2-D) time-frequency domain by extracting instantaneous frequency components within the signal through an Empirical Mode Decomposition (EMD) process. The analytical background of the HHT is introduced, based on a synthetic analytic signal, and its effectiveness is experimentally evaluated using vibration signals measured on a test bearing. The results demonstrate that HHT is suited for capturing transient events in dynamic systems such as the propagation of structural defects in a rolling bearing, thus providing a viable signal processing tool for machine health monitoring.
KW - Empirical mode decomposition
KW - Hilbert-Huang transform
KW - Intrinsic mode function
KW - Machine health monitoring
KW - Transient signal analysis
UR - https://www.scopus.com/pages/publications/33947309561
U2 - 10.1109/TIM.2006.887042
DO - 10.1109/TIM.2006.887042
M3 - 文章
AN - SCOPUS:33947309561
SN - 0018-9456
VL - 55
SP - 2320
EP - 2329
JO - IEEE Transactions on Instrumentation and Measurement
JF - IEEE Transactions on Instrumentation and Measurement
IS - 6
ER -