共 27 条
Segmented infrared image analysis for rotating machinery fault diagnosis
被引:41
作者:

Duan, Lixiang
论文数: 0 引用数: 0
h-index: 0
机构:
China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China

Yao, Mingchao
论文数: 0 引用数: 0
h-index: 0
机构:
China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China

Wang, Jinjiang
论文数: 0 引用数: 0
h-index: 0
机构:
China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China

Bai, Tangbo
论文数: 0 引用数: 0
h-index: 0
机构:
China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China

Zhang, Laibin
论文数: 0 引用数: 0
h-index: 0
机构:
China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China
机构:
[1] China Univ Petr, Sch Mech & Transportat Engn, Beijing 102249, Peoples R China
基金:
美国国家科学基金会;
关键词:
Infrared image analysis;
Feature enhancement;
Region selection;
Machinery fault diagnosis;
EMPIRICAL MODE DECOMPOSITION;
THERMAL IMAGE;
VECTOR MACHINE;
THERMOGRAPHY;
D O I:
10.1016/j.infrared.2016.06.011
中图分类号:
TH7 [仪器、仪表];
学科分类号:
0804 ;
080401 ;
081102 ;
摘要:
As a noncontact and non-intrusive technique, infrared image analysis becomes promising for machinery defect diagnosis. However, the insignificant information and strong noise in infrared image limit its performance. To address this issue, this paper presents an image segmentation approach to enhance the feature extraction in infrared image analysis. A region selection criterion named dispersion degree is also formulated to discriminate fault representative regions from unrelated background information. Feature extraction and fusion methods are then applied to obtain features from selected regions for further diagnosis. Experimental studies on a rotor fault simulator demonstrate that the presented segmented feature enhancement approach outperforms the one from the original image using both Naive Bayes classifier and support vector machine. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:267 / 276
页数:10
相关论文
共 27 条
[1]
Automated diagnosis of dry eye using infrared thermography images
[J].
Acharya, U. Rajendra
;
Tan, Jen Hong
;
Koh, Joel E. W.
;
Sudarshan, Vidya K.
;
Yee, Sharon
;
Too, Cheah Loon
;
Chua, Chua Kuang
;
Ng, E. Y. K.
;
Tong, Louis
.
INFRARED PHYSICS & TECHNOLOGY,
2015, 71
:263-271

论文数: 引用数:
h-index:
机构:

Tan, Jen Hong
论文数: 0 引用数: 0
h-index: 0
机构:
Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore

Koh, Joel E. W.
论文数: 0 引用数: 0
h-index: 0
机构:
Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore

Sudarshan, Vidya K.
论文数: 0 引用数: 0
h-index: 0
机构:
Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore

Yee, Sharon
论文数: 0 引用数: 0
h-index: 0
机构:
Singapore Eye Res Inst, Singapore 168751, Singapore Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore

Too, Cheah Loon
论文数: 0 引用数: 0
h-index: 0
机构:
Singapore Eye Res Inst, Singapore 168751, Singapore Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore

Chua, Chua Kuang
论文数: 0 引用数: 0
h-index: 0
机构:
Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore

Ng, E. Y. K.
论文数: 0 引用数: 0
h-index: 0
机构:
Nanyang Technol Univ, Sch Mech & Aerosp Engn, Singapore 639798, Singapore Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore

Tong, Louis
论文数: 0 引用数: 0
h-index: 0
机构:
Singapore Eye Res Inst, Singapore 168751, Singapore
Singapore Natl Eye Ctr, Singapore 168751, Singapore
Duke NUS Grad Med Sch, Singapore 169857, Singapore
Natl Univ Singapore, Yong Loo Lin Sch Med, Singapore 117597, Singapore Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore
[2]
Infrared thermography for condition monitoring - A review
[J].
Bagavathiappan, S.
;
Lahiri, B. B.
;
Saravanan, T.
;
Philip, John
;
Jayakumar, T.
.
INFRARED PHYSICS & TECHNOLOGY,
2013, 60
:35-55

Bagavathiappan, S.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, RTS, Nondestruct Evaluat Div, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, RTS, Nondestruct Evaluat Div, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India

Lahiri, B. B.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, RTS, Nondestruct Evaluat Div, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, RTS, Nondestruct Evaluat Div, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India

Saravanan, T.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, RTS, Nondestruct Evaluat Div, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, RTS, Nondestruct Evaluat Div, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India

Philip, John
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, RTS, Nondestruct Evaluat Div, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, RTS, Nondestruct Evaluat Div, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India

Jayakumar, T.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, RTS, Nondestruct Evaluat Div, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, RTS, Nondestruct Evaluat Div, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India
[3]
Surface crack detection in welds using thermography
[J].
Broberg, Patrik
.
NDT & E INTERNATIONAL,
2013, 57
:69-73

Broberg, Patrik
论文数: 0 引用数: 0
h-index: 0
机构:
Univ West, Dept Engn Sci, SE-46186 Trollhattan, Sweden Univ West, Dept Engn Sci, SE-46186 Trollhattan, Sweden
[4]
Recent progress in diagnosing the reliability of electrical equipment by using infrared thermography
[J].
Jadin, Mohd Shawal
;
Taib, Soib
.
INFRARED PHYSICS & TECHNOLOGY,
2012, 55 (04)
:236-245

Jadin, Mohd Shawal
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia Univ Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia

Taib, Soib
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sains Malaysia, Sch Elect & Elect Engn, Nibong Tebal 14300, P Pinang, Malaysia Univ Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia
[5]
A review on machinery diagnostics and prognostics implementing condition-based maintenance
[J].
Jardine, Andrew K. S.
;
Lin, Daming
;
Banjevic, Dragan
.
MECHANICAL SYSTEMS AND SIGNAL PROCESSING,
2006, 20 (07)
:1483-1510

Jardine, Andrew K. S.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Toronto, CBM Lab, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada Univ Toronto, CBM Lab, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada

Lin, Daming
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Toronto, CBM Lab, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada Univ Toronto, CBM Lab, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada

Banjevic, Dragan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Toronto, CBM Lab, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada Univ Toronto, CBM Lab, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada
[6]
A comprehensive method of contour extraction for industrial computed tomography images
[J].
Jiang, Haina
;
Zeng, Li
;
Bi, Bi
.
OPTICS AND LASERS IN ENGINEERING,
2013, 51 (03)
:286-293

Jiang, Haina
论文数: 0 引用数: 0
h-index: 0
机构:
Chongqing Univ, ICT Res Ctr, Key Lab Optoelect Technol & Syst, Educ Minist China, Chongqing 400044, Peoples R China
Chongqing Univ, Coll Optoelect Engn, Chongqing 400044, Peoples R China
Coll Elect Engn, Chongqing 401331, Peoples R China Chongqing Univ, ICT Res Ctr, Key Lab Optoelect Technol & Syst, Educ Minist China, Chongqing 400044, Peoples R China

Zeng, Li
论文数: 0 引用数: 0
h-index: 0
机构:
Chongqing Univ, ICT Res Ctr, Key Lab Optoelect Technol & Syst, Educ Minist China, Chongqing 400044, Peoples R China
Chongqing Univ, Coll Math & Stat, Chongqing 401331, Peoples R China Chongqing Univ, ICT Res Ctr, Key Lab Optoelect Technol & Syst, Educ Minist China, Chongqing 400044, Peoples R China

Bi, Bi
论文数: 0 引用数: 0
h-index: 0
机构:
Chongqing Univ, ICT Res Ctr, Key Lab Optoelect Technol & Syst, Educ Minist China, Chongqing 400044, Peoples R China
Chongqing Univ, Coll Optoelect Engn, Chongqing 400044, Peoples R China Chongqing Univ, ICT Res Ctr, Key Lab Optoelect Technol & Syst, Educ Minist China, Chongqing 400044, Peoples R China
[7]
A reappraisal of the use of infrared thermal image analysis in medicine
[J].
Jones, BF
.
IEEE TRANSACTIONS ON MEDICAL IMAGING,
1998, 17 (06)
:1019-1027

Jones, BF
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Glamorgan, Sch Comp, Pontypridd CF37 1DL, M Glam, Wales Univ Glamorgan, Sch Comp, Pontypridd CF37 1DL, M Glam, Wales
[8]
Infrared thermography (IRT) applications for building diagnostics: A review
[J].
Kylili, Angeliki
;
Fokaides, Paris A.
;
Christou, Petros
;
Kalogirou, Soteris A.
.
APPLIED ENERGY,
2014, 134
:531-549

Kylili, Angeliki
论文数: 0 引用数: 0
h-index: 0
机构:
Frederick Univ, Sch Engn & Appl Sci, CY-1036 Nicosia, Cyprus Frederick Univ, Sch Engn & Appl Sci, CY-1036 Nicosia, Cyprus

Fokaides, Paris A.
论文数: 0 引用数: 0
h-index: 0
机构:
Frederick Univ, Sch Engn & Appl Sci, CY-1036 Nicosia, Cyprus Frederick Univ, Sch Engn & Appl Sci, CY-1036 Nicosia, Cyprus

Christou, Petros
论文数: 0 引用数: 0
h-index: 0
机构:
Frederick Univ, Sch Engn & Appl Sci, CY-1036 Nicosia, Cyprus Frederick Univ, Sch Engn & Appl Sci, CY-1036 Nicosia, Cyprus

Kalogirou, Soteris A.
论文数: 0 引用数: 0
h-index: 0
机构:
Cyprus Univ Technol, Dept Mech Engn & Mat Sci & Engn, Limassol, Cyprus Frederick Univ, Sch Engn & Appl Sci, CY-1036 Nicosia, Cyprus
[9]
Infrared thermography based defect detection in ferromagnetic specimens using a low frequency alternating magnetic field
[J].
Lahiri, B. B.
;
Bagavathiappan, S.
;
Soumya, C.
;
Mahendran, V.
;
Pillai, V. P. M.
;
Philip, John
;
Jayakumar, T.
.
INFRARED PHYSICS & TECHNOLOGY,
2014, 64
:125-133

Lahiri, B. B.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India

Bagavathiappan, S.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India

Soumya, C.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Kerala, Dept Optoelect, Thiruvananthapuram 695581, Kerala, India Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India

Mahendran, V.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India

Pillai, V. P. M.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Kerala, Dept Optoelect, Thiruvananthapuram 695581, Kerala, India Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India

Philip, John
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India

Jayakumar, T.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, Met & Mat Grp, Kalpakkam 603102, Tamil Nadu, India
[10]
Measurement of annular air-gap using active infrared thermography
[J].
Lahiri, B. B.
;
Bagavathiappan, S.
;
Shunmugasundaram, R.
;
Philip, John
;
Jayakumar, T.
.
INFRARED PHYSICS & TECHNOLOGY,
2013, 61
:192-199

Lahiri, B. B.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, Radiog & Thermog Sect, Met & Mat Grp, Non Destruct Evaluat Div, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, Radiog & Thermog Sect, Met & Mat Grp, Non Destruct Evaluat Div, Kalpakkam 603102, Tamil Nadu, India

Bagavathiappan, S.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, Radiog & Thermog Sect, Met & Mat Grp, Non Destruct Evaluat Div, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, Radiog & Thermog Sect, Met & Mat Grp, Non Destruct Evaluat Div, Kalpakkam 603102, Tamil Nadu, India

Shunmugasundaram, R.
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Inst Technol, Tiruchirappalli 620015, Tamil Nadu, India Indira Gandhi Ctr Atom Res, Radiog & Thermog Sect, Met & Mat Grp, Non Destruct Evaluat Div, Kalpakkam 603102, Tamil Nadu, India

Philip, John
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, Radiog & Thermog Sect, Met & Mat Grp, Non Destruct Evaluat Div, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, Radiog & Thermog Sect, Met & Mat Grp, Non Destruct Evaluat Div, Kalpakkam 603102, Tamil Nadu, India

Jayakumar, T.
论文数: 0 引用数: 0
h-index: 0
机构:
Indira Gandhi Ctr Atom Res, Radiog & Thermog Sect, Met & Mat Grp, Non Destruct Evaluat Div, Kalpakkam 603102, Tamil Nadu, India Indira Gandhi Ctr Atom Res, Radiog & Thermog Sect, Met & Mat Grp, Non Destruct Evaluat Div, Kalpakkam 603102, Tamil Nadu, India