The order tracking method based on time-frequency representation is regarded as an effective tool for fault detection of bearings with varying rotating speeds. In the traditional order tracking methods, a tachometer is required to obtain the instantaneous speed which is hardly satisfied in practice due to the technical and economical limitations. Some tacholess order tracking methods have been developed in recent years. In these methods, the instantaneous frequency ridge extraction is one of the most important parts. However, the current ridge extraction methods are sensitive to noise and may easily get trapped in a local optimum. Due to the presence of noise and other unrelated components of the signal, bearing fault features are difficult to be detected from the envelope spectrum or envelope order spectrum. To overcome the abovementioned drawbacks, an adaptive and tacholess order analysis method is proposed in this paper. In this method, a novel ridge extraction algorithm based on dynamic path optimization is adopted to estimate the instantaneous frequency. This algorithm can overcome the shortcomings of the current ridge extraction algorithms. Meanwhile, the enhanced empirical wavelet transform (EEWT) algorithm is applied to extract the bearing fault features. Both simulated and experimental results demonstrate that the proposed method is robust to noise and effective for bearing fault detection under variable speed conditions. (C) 2017 Elsevier Ltd. All rights reserved.
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Xi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R China
Cao, Hongrui
Fan, Fei
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Xi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R China
Fan, Fei
Zhou, Kai
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Xi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R China
Zhou, Kai
He, Zhengjia
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Xi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R China
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Chalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, SwedenChalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, Sweden
Fischer, Katharina
Besnard, Francois
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Chalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, SwedenChalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, Sweden
Besnard, Francois
Bertling, Lina
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Chalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, SwedenChalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, Sweden
机构:
Xi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R China
Cao, Hongrui
Fan, Fei
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Xi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R China
Fan, Fei
Zhou, Kai
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Xi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R China
Zhou, Kai
He, Zhengjia
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Xi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R China
机构:
Chalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, SwedenChalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, Sweden
Fischer, Katharina
Besnard, Francois
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机构:
Chalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, SwedenChalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, Sweden
Besnard, Francois
Bertling, Lina
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机构:
Chalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, SwedenChalmers Univ Technol, Div Elect Power Engn, Dept Energy & Environm, SE-41296 Gothenburg, Sweden