A novel fault diagnosis method for rotor rub-impact based on nonlinear output frequency response functions and stochastic resonance
The rub-impact fault of the rotor system is the research object in this paper, and the system is modeled by the finite element method. In the process of the study, the high-order harmonic components appear in the output response of the rotor system, which imply that the rotor system is nonlinear. No...
Saved in:
| Published in | Journal of sound and vibration Vol. 481; p. 115421 |
|---|---|
| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Amsterdam
Elsevier Ltd
01.09.2020
Elsevier Science Ltd |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0022-460X 1095-8568 |
| DOI | 10.1016/j.jsv.2020.115421 |
Cover
| Abstract | The rub-impact fault of the rotor system is the research object in this paper, and the system is modeled by the finite element method. In the process of the study, the high-order harmonic components appear in the output response of the rotor system, which imply that the rotor system is nonlinear. Nonlinear output frequency response functions (NOFRFs) solve nonlinear problems in the frequency domain and explain these nonlinear phenomena. Based on NOFRFs, a method named weighted contribution rate of NOFRFs (WNOFRFs) is used to improve the weak high-order harmonic components proposed by the authors. In this paper, the multi-parameter optimized genetic algorithm is used to calculate the obstacle parameters of the stochastic resonance (SR) which is used to enhance weak signal components. In view of the fact that both WNOFRFs and SR can improve the weak signal components, a new method of weighted contribution rate of NOFRFs incorporating stochastic resonance (WNS) algorithm is proposed in this paper. Based on the algorithm, the variations of index WS show a trend of approximately linear growth, which indicates that index WS has certain advantages for the fault diagnosis of the rotor rub-impact.
The rotor rub-impact system is established in this paper. By combining stochastic resonance and weighted contribution rate of nonlinear output frequency response functions, the nonlinear characteristics of the rotor rub-impact system are extracted and a new index WS is proposed. The experimental and simulation results indicate that the index is more suitable for the detection of rotor rub-impact fault. [Display omitted]
•There are nonlinear components in the vibration response of rotor fault system.•SR and WNS are Combined to extract these components in the vibration response.•The method is more efficiency when the degrees of rub-impact fault are changed. |
|---|---|
| AbstractList | The rub-impact fault of the rotor system is the research object in this paper, and the system is modeled by the finite element method. In the process of the study, the high-order harmonic components appear in the output response of the rotor system, which imply that the rotor system is nonlinear. Nonlinear output frequency response functions (NOFRFs) solve nonlinear problems in the frequency domain and explain these nonlinear phenomena. Based on NOFRFs, a method named weighted contribution rate of NOFRFs (WNOFRFs) is used to improve the weak high-order harmonic components proposed by the authors. In this paper, the multi-parameter optimized genetic algorithm is used to calculate the obstacle parameters of the stochastic resonance (SR) which is used to enhance weak signal components. In view of the fact that both WNOFRFs and SR can improve the weak signal components, a new method of weighted contribution rate of NOFRFs incorporating stochastic resonance (WNS) algorithm is proposed in this paper. Based on the algorithm, the variations of index WS show a trend of approximately linear growth, which indicates that index WS has certain advantages for the fault diagnosis of the rotor rub-impact. The rub-impact fault of the rotor system is the research object in this paper, and the system is modeled by the finite element method. In the process of the study, the high-order harmonic components appear in the output response of the rotor system, which imply that the rotor system is nonlinear. Nonlinear output frequency response functions (NOFRFs) solve nonlinear problems in the frequency domain and explain these nonlinear phenomena. Based on NOFRFs, a method named weighted contribution rate of NOFRFs (WNOFRFs) is used to improve the weak high-order harmonic components proposed by the authors. In this paper, the multi-parameter optimized genetic algorithm is used to calculate the obstacle parameters of the stochastic resonance (SR) which is used to enhance weak signal components. In view of the fact that both WNOFRFs and SR can improve the weak signal components, a new method of weighted contribution rate of NOFRFs incorporating stochastic resonance (WNS) algorithm is proposed in this paper. Based on the algorithm, the variations of index WS show a trend of approximately linear growth, which indicates that index WS has certain advantages for the fault diagnosis of the rotor rub-impact. The rotor rub-impact system is established in this paper. By combining stochastic resonance and weighted contribution rate of nonlinear output frequency response functions, the nonlinear characteristics of the rotor rub-impact system are extracted and a new index WS is proposed. The experimental and simulation results indicate that the index is more suitable for the detection of rotor rub-impact fault. [Display omitted] •There are nonlinear components in the vibration response of rotor fault system.•SR and WNS are Combined to extract these components in the vibration response.•The method is more efficiency when the degrees of rub-impact fault are changed. |
| ArticleNumber | 115421 |
| Author | Zhao, Y.L. Liu, Y. Yan, X.X. Li, J.T. Ma, H. Feng, K.P. |
| Author_xml | – sequence: 1 givenname: Y. surname: Liu fullname: Liu, Y. email: liuyang1982@mail.neu.edu.cn organization: School of Mechanical Engineering & Automation, Northeastern University, Shenyang, 110819, China – sequence: 2 givenname: J.T. surname: Li fullname: Li, J.T. organization: School of Mechanical Engineering & Automation, Northeastern University, Shenyang, 110819, China – sequence: 3 givenname: K.P. surname: Feng fullname: Feng, K.P. organization: School of Mechanical Engineering & Automation, Northeastern University, Shenyang, 110819, China – sequence: 4 givenname: Y.L. surname: Zhao fullname: Zhao, Y.L. organization: School of Mechanical Engineering & Automation, Northeastern University, Shenyang, 110819, China – sequence: 5 givenname: X.X. surname: Yan fullname: Yan, X.X. organization: School of Mechanical Engineering & Automation, Northeastern University, Shenyang, 110819, China – sequence: 6 givenname: H. surname: Ma fullname: Ma, H. organization: School of Mechanical Engineering & Automation, Northeastern University, Shenyang, 110819, China |
| BookMark | eNp9kE1rJCEQhmVJYGcm-QG5CXvuidraPbKnMOxHIJBLArmJrdWJTY_2qj2Q8_7x2ExOOcxFLXgfq-pZowsfPCB0Q8mWEtrcDtshHbeMsFJTwRn9hlaUSFHtRLO7QCtCGKt4Q16-o3VKAyFE8pqv0P877MMRRtzreczYOv3qQ3IJHyC_BYv7EHEMeTnnrnKHSZuMO53A4uAL6kfnQUcc5jzNGfcR_s3gzTuOkKbgE-B-9ia78sTaW5xyMG86ZWeWRPDaG7hCl70eE1x_3hv0_PvX0_5v9fD4535_91CZmolcdbUVooxNpREd44YRQfqW0rZl0lIuatHVrWHcciZB0h0B2XWcNowL2lgr6w36cfp3iqFMmbIawhx9aakY56xmst01JdWeUiaGlCL0yrislw1y1G5UlKjFuBpUMa4W4-pkvJD0CzlFd9Dx_Szz88RAWfzoIKpkXBEI1kUwWdngztAfwYycjw |
| CitedBy_id | crossref_primary_10_3390_sym12111901 crossref_primary_10_1155_2021_9937700 crossref_primary_10_1038_s41598_022_21691_6 crossref_primary_10_1007_s00521_024_09461_z crossref_primary_10_1007_s11071_021_06502_3 crossref_primary_10_1016_j_jsv_2021_116406 crossref_primary_10_1016_j_ymssp_2025_112418 crossref_primary_10_1177_14759217241231897 crossref_primary_10_1016_j_ymssp_2022_109825 crossref_primary_10_1109_JSEN_2024_3365105 crossref_primary_10_3390_app11031307 crossref_primary_10_1016_j_ymssp_2023_110750 crossref_primary_10_1016_j_ymssp_2025_112550 crossref_primary_10_1007_s42417_022_00653_2 crossref_primary_10_1109_TIM_2023_3234087 |
| Cites_doi | 10.1016/j.ymssp.2008.07.011 10.1016/j.cjph.2018.04.001 10.1006/mssp.2002.1470 10.1080/00207170500095759 10.1016/j.ymssp.2009.09.001 10.1016/j.measurement.2016.06.018 10.1016/j.ymssp.2010.09.014 10.1016/j.jsv.2019.114882 10.1109/TEC.2004.832052 10.1016/j.jsv.2017.08.023 10.1016/S0967-0661(02)00100-4 10.1007/s11071-018-4408-6 10.1016/j.measurement.2019.01.017 10.1016/j.ijheatmasstransfer.2019.118740 10.1007/s00419-019-01509-0 10.1016/j.ijnonlinmec.2011.03.009 10.1016/j.jsv.2019.114961 10.1109/ACCESS.2019.2954091 10.1109/2.294849 10.1103/PhysRevA.39.4323 10.1080/00207170701636542 10.1016/j.jsv.2013.09.011 10.1016/S0888-3270(03)00020-7 10.1016/j.automatica.2006.11.013 10.1016/j.cam.2004.08.014 10.1016/j.ymssp.2019.106518 10.1006/jsvi.2001.4116 10.1088/0305-4470/14/11/006 |
| ContentType | Journal Article |
| Copyright | 2020 Elsevier Ltd Copyright Elsevier Science Ltd. Sep 1, 2020 |
| Copyright_xml | – notice: 2020 Elsevier Ltd – notice: Copyright Elsevier Science Ltd. Sep 1, 2020 |
| DBID | AAYXX CITATION 7TB 8FD FR3 KR7 |
| DOI | 10.1016/j.jsv.2020.115421 |
| DatabaseName | CrossRef Mechanical & Transportation Engineering Abstracts Technology Research Database Engineering Research Database Civil Engineering Abstracts |
| DatabaseTitle | CrossRef Civil Engineering Abstracts Engineering Research Database Technology Research Database Mechanical & Transportation Engineering Abstracts |
| DatabaseTitleList | Civil Engineering Abstracts |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Physics |
| EISSN | 1095-8568 |
| ExternalDocumentID | 10_1016_j_jsv_2020_115421 S0022460X20302534 |
| GroupedDBID | --K --M --Z -~X .~1 0R~ 1B1 1RT 1~. 1~5 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN AABNK AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAXUO ABFNM ABFSI ABJNI ABMAC ABNEU ABYKQ ACDAQ ACFVG ACGFS ACIWK ACRLP ADBBV ADEZE ADTZH AEBSH AECPX AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AIEXJ AIKHN AITUG AIVDX AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AXJTR BJAXD BKOJK BLXMC CS3 DM4 E.L EBS EFBJH EFLBG EO8 EO9 EP2 EP3 F5P FDB FIRID FNPLU FYGXN G-Q GBLVA J1W JJJVA KOM LG5 M24 M37 M41 MO0 N9A O-L O9- OAUVE OGIMB OZT P-8 P-9 P2P PC. Q38 RNS ROL RPZ SDF SDG SDP SES SPC SPCBC SSQ SST SSZ T5K TN5 XPP ZMT ~G- 29L 6TJ AAQXK AATTM AAXKI AAYWO AAYXX ABWVN ABXDB ACLOT ACRPL ACVFH ADCNI ADFGL ADIYS ADMUD ADNMO AEIPS AEUPX AFJKZ AFPUW AGQPQ AHPGS AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP ASPBG AVWKF AZFZN BBWZM CAG CITATION COF EFKBS EJD FEDTE FGOYB G-2 HMV HVGLF HZ~ H~9 IHE NDZJH R2- SEW SMS SPG T9H VOH WUQ ZY4 ~HD 7TB 8FD AFXIZ AGCQF AGRNS BNPGV FR3 KR7 SSH |
| ID | FETCH-LOGICAL-c325t-b3d5509419c5b24c2050f7117729d14535b37c24d429e9180e9bb41624516dd93 |
| IEDL.DBID | .~1 |
| ISSN | 0022-460X |
| IngestDate | Fri Jul 25 06:02:27 EDT 2025 Thu Apr 24 23:02:43 EDT 2025 Wed Oct 01 05:18:10 EDT 2025 Fri Feb 23 02:46:39 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Numerical integration Genetic algorithm WNS Rub-impact fault |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c325t-b3d5509419c5b24c2050f7117729d14535b37c24d429e9180e9bb41624516dd93 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| PQID | 2442329786 |
| PQPubID | 2047461 |
| ParticipantIDs | proquest_journals_2442329786 crossref_citationtrail_10_1016_j_jsv_2020_115421 crossref_primary_10_1016_j_jsv_2020_115421 elsevier_sciencedirect_doi_10_1016_j_jsv_2020_115421 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2020-09-01 2020-09-00 20200901 |
| PublicationDateYYYYMMDD | 2020-09-01 |
| PublicationDate_xml | – month: 09 year: 2020 text: 2020-09-01 day: 01 |
| PublicationDecade | 2020 |
| PublicationPlace | Amsterdam |
| PublicationPlace_xml | – name: Amsterdam |
| PublicationTitle | Journal of sound and vibration |
| PublicationYear | 2020 |
| Publisher | Elsevier Ltd Elsevier Science Ltd |
| Publisher_xml | – name: Elsevier Ltd – name: Elsevier Science Ltd |
| References | Liu, Meng, Yan, Zhao, Han (bib7) 2019; 145 Tang, Liao, Cao, Xie (bib11) 2010; 24 Xia, Zhou, Xiao, Xiao (bib12) 2016; 66–67 Jones, Yaser (bib13) 2018; 94 Barzdaitis, Bogdevicius, Didziokas (bib32) 2010; 12 Li, Ma, Yu, Zeng, Guo, Wen (bib30) 2019; 89 Liu, Zhao, Li, Lu, Ma (bib8) 2019 Benzi, Sutera, Vulpiani (bib27) 1981; 14 Jing, Lang, Billings (bib15) 2008; 81 Liu, Zhao, Li, Xi, Yu, Zhang (bib20) 2019; 2019 Wang, Wang, Wang, Li (bib29) 2018; 56 Liu, Han, Xue, Zhang, Yang (bib33) 2019; 463 He, Huang, Wang, Yan, Dong (bib4) 2019; 136 Wu, Wang, Jiang, Sun (bib25) 2016; 92 Bachschmid, Pennacchi, Vania (bib5) 2002; 254 Lang, Billings, Yue, Li (bib10) 2007; 43 Peng, Lang, Wolters, Billings, Worden (bib18) 2011; 25 Hunter, Smith (bib23) 2005; 177 Samanta (bib26) 2004; 18 Shi, Guo, Tan, Bai (bib9) 2019; 7 Yang, Chen, Li, Jiang, Miao, He (bib31) 2014; 333 Wang, Wang, Wang, Li (bib2) 2018; 56 Boaghe, Billings, Li, Fleming, Liu (bib14) 2002; 10 Liu, Zhao, Lang, Li, Yan, Zhao (bib22) 2019; 460 Hu, Chen, Wen (bib1) 2003; 17 Debnath, Zhou, Moss (bib28) 1989; 39 Srinivas, Patnaik (bib24) 1994; 27 Tan, Chen, Wang, Chen, Cao, Zi, He (bib3) 2009; 23 Liu, Yin, Zhang, Chen, Chen (bib6) 2004; 19 Lang, Billings (bib16) 2005; 78 Liu, Zhao, Li, Ma, Yang, Yan (bib19) 2020; 136 Huang, Mao, Mao (bib21) 2017 Lang, Park, Farrar, Todd, Mao, Zhao, Worden (bib17) 2011; 46 He (10.1016/j.jsv.2020.115421_bib4) 2019; 136 Samanta (10.1016/j.jsv.2020.115421_bib26) 2004; 18 Bachschmid (10.1016/j.jsv.2020.115421_bib5) 2002; 254 Liu (10.1016/j.jsv.2020.115421_bib19) 2020; 136 Benzi (10.1016/j.jsv.2020.115421_bib27) 1981; 14 Liu (10.1016/j.jsv.2020.115421_bib6) 2004; 19 Lang (10.1016/j.jsv.2020.115421_bib17) 2011; 46 Lang (10.1016/j.jsv.2020.115421_bib10) 2007; 43 Yang (10.1016/j.jsv.2020.115421_bib31) 2014; 333 Liu (10.1016/j.jsv.2020.115421_bib22) 2019; 460 Wu (10.1016/j.jsv.2020.115421_bib25) 2016; 92 Srinivas (10.1016/j.jsv.2020.115421_bib24) 1994; 27 Jing (10.1016/j.jsv.2020.115421_bib15) 2008; 81 Boaghe (10.1016/j.jsv.2020.115421_bib14) 2002; 10 Liu (10.1016/j.jsv.2020.115421_bib33) 2019; 463 Liu (10.1016/j.jsv.2020.115421_bib20) 2019; 2019 Wang (10.1016/j.jsv.2020.115421_bib29) 2018; 56 Liu (10.1016/j.jsv.2020.115421_bib8) 2019 Liu (10.1016/j.jsv.2020.115421_bib7) 2019; 145 Wang (10.1016/j.jsv.2020.115421_bib2) 2018; 56 Tang (10.1016/j.jsv.2020.115421_bib11) 2010; 24 Hu (10.1016/j.jsv.2020.115421_bib1) 2003; 17 Shi (10.1016/j.jsv.2020.115421_bib9) 2019; 7 Jones (10.1016/j.jsv.2020.115421_bib13) 2018; 94 Peng (10.1016/j.jsv.2020.115421_bib18) 2011; 25 Lang (10.1016/j.jsv.2020.115421_bib16) 2005; 78 Huang (10.1016/j.jsv.2020.115421_bib21) 2017 Hunter (10.1016/j.jsv.2020.115421_bib23) 2005; 177 Tan (10.1016/j.jsv.2020.115421_bib3) 2009; 23 Li (10.1016/j.jsv.2020.115421_bib30) 2019; 89 Debnath (10.1016/j.jsv.2020.115421_bib28) 1989; 39 Xia (10.1016/j.jsv.2020.115421_bib12) 2016; 66–67 Barzdaitis (10.1016/j.jsv.2020.115421_bib32) 2010; 12 |
| References_xml | – volume: 7 start-page: 171559 year: 2019 end-page: 171569 ident: bib9 article-title: Rolling bearing initial fault detection using long short-term memory recurrent network publication-title: IEEE Access – volume: 10 start-page: 1347 year: 2002 end-page: 1356 ident: bib14 article-title: Time and frequency domain identification and analysis of a gas turbine engine publication-title: Contr. Eng. Pract. – volume: 18 start-page: 625 year: 2004 end-page: 644 ident: bib26 article-title: Gear fault detection using artificial neural networks and support vector machines with genetic algorithms publication-title: Mech. Syst. Signal Process. – volume: 12 start-page: 552 year: 2010 end-page: 565 ident: bib32 article-title: Diagnostics procedure for identification of rubs in rotor bearings publication-title: Journal of Vibroengineering – volume: 463 start-page: 114961 year: 2019 ident: bib33 article-title: Structural vibrations and acoustic radiation of blade–shafting–shell coupled system publication-title: J. Sound Vib. – volume: 46 start-page: 841 year: 2011 end-page: 853 ident: bib17 article-title: Transmissibility of non-linear output frequency response functions with application in detection and location of damage in MDOF structural systems publication-title: Int. J. Non Lin. Mech. – start-page: 1 year: 2019 end-page: 15 ident: bib8 article-title: Feature extraction method based on NOFRFs and its application in faulty rotor system with slight misalignment publication-title: Nonlinear Dynam. – volume: 66–67 start-page: 557 year: 2016 end-page: 567 ident: bib12 article-title: A novel identification method of Volterra series in rotor-bearing system for fault diagnosis, Mechanical Systems and Signal Processing – volume: 89 start-page: 1375 year: 2019 end-page: 1402 ident: bib30 article-title: Nonlinear vibration and dynamic stability analysis of rotor blade system with nonlinear supports [J] publication-title: Arch. Appl. Mech. – volume: 136 start-page: 106518 year: 2020 ident: bib19 article-title: Application of weighted contribution rate of nonlinear output frequency response functions to rotor rub-impact publication-title: Mech. Syst. Signal Process. – volume: 17 start-page: 883 year: 2003 end-page: 895 ident: bib1 article-title: The application of stochastic resonance theory for early detecting rub-impact fault of rotor system publication-title: Mech. Syst. Signal Process. – volume: 14 start-page: L453 year: 1981 ident: bib27 article-title: The mechanism of stochastic resonance publication-title: J. Phys. Math. Gen. – volume: 136 start-page: 658 year: 2019 end-page: 667 ident: bib4 article-title: A parameter-adaptive stochastic resonance based on whale optimization algorithm for weak signal detection for rotating machinery publication-title: Measurement – volume: 92 start-page: 365 year: 2016 end-page: 381 ident: bib25 article-title: Multiple parametric faults diagnosis for power electronic circuits based on hybrid bond graph and genetic algorithm publication-title: Measurement – volume: 43 start-page: 805 year: 2007 end-page: 816 ident: bib10 article-title: Output frequency response function of nonlinear Volterra systems publication-title: Automatica – volume: 145 start-page: 118740 year: 2019 ident: bib7 article-title: Research on the solution method for thermal contact conductance between circular-arc contact surfaces based on fractal theory publication-title: Int. J. Heat Mass Tran. – volume: 56 start-page: 994 year: 2018 end-page: 1000 ident: bib29 article-title: Detection of multi-frequency weak signals with adaptive stochastic resonance system publication-title: Chin. J. Phys. – volume: 25 start-page: 1045 year: 2011 end-page: 1061 ident: bib18 article-title: Feasibility study of structural damage detection using NARMAX modelling and Nonlinear Output Frequency Response Function based analysis publication-title: Mech. Syst. Signal Process. – volume: 19 start-page: 485 year: 2004 end-page: 490 ident: bib6 article-title: Online rotor mixed fault diagnosis way based on spectrum analysis of instantaneous power in squirrel cage induction motors publication-title: IEEE Trans. Energy Convers. – volume: 177 start-page: 389 year: 2005 end-page: 400 ident: bib23 article-title: A quadrature formula of clenshaw–curtis type for the gegenbauer weight-function publication-title: J. Comput. Appl. Math. – volume: 254 start-page: 327 year: 2002 end-page: 366 ident: bib5 article-title: Identification of multiple faults in rotor systems publication-title: J. Sound Vib. – start-page: 75 year: 2017 end-page: 87 ident: bib21 article-title: Study of cumulative fatigue damage detection for used parts with nonlinear output frequency response functions based on NARMAX modelling publication-title: J. Sound Vib. – volume: 333 start-page: 446 year: 2014 end-page: 469 ident: bib31 article-title: Wave motion analysis in arch structures via wavelet finite element method publication-title: J. Sound Vib. – volume: 78 start-page: 354 year: 2005 end-page: 362 ident: bib16 article-title: Energy transfer properties of nonlinear systems in the frequency domain publication-title: Int. J. Contr. – volume: 81 start-page: 1071 year: 2008 end-page: 1088 ident: bib15 article-title: Mapping from parametric characteristics to generalized frequency response functions of non-linear systems publication-title: Int. J. Contr. – volume: 56 start-page: 994 year: 2018 end-page: 1000 ident: bib2 article-title: Detection of multi-frequency weak signals with adaptive stochastic resonance system publication-title: Chin. J. Phys. – volume: 24 start-page: 1099 year: 2010 end-page: 1113 ident: bib11 article-title: Fault diagnosis approach based on Volterra models publication-title: Mech. Syst. Signal Process. – volume: 94 start-page: 1029 year: 2018 end-page: 1046 ident: bib13 article-title: A new harmonic probing algorithm for computing the MIMO Volterra frequency response functions of nonlinear systems publication-title: Nonlinear Dynam. – volume: 460 start-page: 114882 year: 2019 ident: bib22 article-title: Weighted contribution rate of nonlinear output frequency response functions and its application to rotor system fault diagnosis publication-title: J. Sound Vib. – volume: 2019 start-page: 11 year: 2019 ident: bib20 article-title: Research on fault feature extraction method based on NOFRFs and its application in rotor faults publication-title: Shock Vib. – volume: 27 start-page: 17 year: 1994 end-page: 26 ident: bib24 article-title: Genetic algorithms: a survey publication-title: IEEE Computer – volume: 23 start-page: 811 year: 2009 end-page: 822 ident: bib3 article-title: Study of frequency-shifted and re-scaling stochastic resonance and its application to fault diagnosis publication-title: Mech. Syst. Signal Process. – volume: 39 start-page: 4323 year: 1989 ident: bib28 article-title: Remarks on stochastic resonance publication-title: Phys. Rev. – volume: 23 start-page: 811 issue: 3 year: 2009 ident: 10.1016/j.jsv.2020.115421_bib3 article-title: Study of frequency-shifted and re-scaling stochastic resonance and its application to fault diagnosis publication-title: Mech. Syst. Signal Process. doi: 10.1016/j.ymssp.2008.07.011 – volume: 56 start-page: 994 issue: 3 year: 2018 ident: 10.1016/j.jsv.2020.115421_bib29 article-title: Detection of multi-frequency weak signals with adaptive stochastic resonance system publication-title: Chin. J. Phys. doi: 10.1016/j.cjph.2018.04.001 – volume: 17 start-page: 883 issue: 4 year: 2003 ident: 10.1016/j.jsv.2020.115421_bib1 article-title: The application of stochastic resonance theory for early detecting rub-impact fault of rotor system publication-title: Mech. Syst. Signal Process. doi: 10.1006/mssp.2002.1470 – volume: 78 start-page: 354 year: 2005 ident: 10.1016/j.jsv.2020.115421_bib16 article-title: Energy transfer properties of nonlinear systems in the frequency domain publication-title: Int. J. Contr. doi: 10.1080/00207170500095759 – volume: 24 start-page: 1099 year: 2010 ident: 10.1016/j.jsv.2020.115421_bib11 article-title: Fault diagnosis approach based on Volterra models publication-title: Mech. Syst. Signal Process. doi: 10.1016/j.ymssp.2009.09.001 – volume: 92 start-page: 365 year: 2016 ident: 10.1016/j.jsv.2020.115421_bib25 article-title: Multiple parametric faults diagnosis for power electronic circuits based on hybrid bond graph and genetic algorithm publication-title: Measurement doi: 10.1016/j.measurement.2016.06.018 – volume: 25 start-page: 1045 year: 2011 ident: 10.1016/j.jsv.2020.115421_bib18 article-title: Feasibility study of structural damage detection using NARMAX modelling and Nonlinear Output Frequency Response Function based analysis publication-title: Mech. Syst. Signal Process. doi: 10.1016/j.ymssp.2010.09.014 – volume: 460 start-page: 114882 year: 2019 ident: 10.1016/j.jsv.2020.115421_bib22 article-title: Weighted contribution rate of nonlinear output frequency response functions and its application to rotor system fault diagnosis publication-title: J. Sound Vib. doi: 10.1016/j.jsv.2019.114882 – volume: 19 start-page: 485 issue: 3 year: 2004 ident: 10.1016/j.jsv.2020.115421_bib6 article-title: Online rotor mixed fault diagnosis way based on spectrum analysis of instantaneous power in squirrel cage induction motors publication-title: IEEE Trans. Energy Convers. doi: 10.1109/TEC.2004.832052 – start-page: 75 issue: 411 year: 2017 ident: 10.1016/j.jsv.2020.115421_bib21 article-title: Study of cumulative fatigue damage detection for used parts with nonlinear output frequency response functions based on NARMAX modelling publication-title: J. Sound Vib. doi: 10.1016/j.jsv.2017.08.023 – volume: 56 start-page: 994 issue: 3 year: 2018 ident: 10.1016/j.jsv.2020.115421_bib2 article-title: Detection of multi-frequency weak signals with adaptive stochastic resonance system publication-title: Chin. J. Phys. doi: 10.1016/j.cjph.2018.04.001 – start-page: 1 year: 2019 ident: 10.1016/j.jsv.2020.115421_bib8 article-title: Feature extraction method based on NOFRFs and its application in faulty rotor system with slight misalignment publication-title: Nonlinear Dynam. – volume: 10 start-page: 1347 year: 2002 ident: 10.1016/j.jsv.2020.115421_bib14 article-title: Time and frequency domain identification and analysis of a gas turbine engine publication-title: Contr. Eng. Pract. doi: 10.1016/S0967-0661(02)00100-4 – volume: 94 start-page: 1029 issue: 2 year: 2018 ident: 10.1016/j.jsv.2020.115421_bib13 article-title: A new harmonic probing algorithm for computing the MIMO Volterra frequency response functions of nonlinear systems publication-title: Nonlinear Dynam. doi: 10.1007/s11071-018-4408-6 – volume: 136 start-page: 658 year: 2019 ident: 10.1016/j.jsv.2020.115421_bib4 article-title: A parameter-adaptive stochastic resonance based on whale optimization algorithm for weak signal detection for rotating machinery publication-title: Measurement doi: 10.1016/j.measurement.2019.01.017 – volume: 145 start-page: 118740 year: 2019 ident: 10.1016/j.jsv.2020.115421_bib7 article-title: Research on the solution method for thermal contact conductance between circular-arc contact surfaces based on fractal theory publication-title: Int. J. Heat Mass Tran. doi: 10.1016/j.ijheatmasstransfer.2019.118740 – volume: 89 start-page: 1375 year: 2019 ident: 10.1016/j.jsv.2020.115421_bib30 article-title: Nonlinear vibration and dynamic stability analysis of rotor blade system with nonlinear supports [J] publication-title: Arch. Appl. Mech. doi: 10.1007/s00419-019-01509-0 – volume: 46 start-page: 841 issue: 6 year: 2011 ident: 10.1016/j.jsv.2020.115421_bib17 article-title: Transmissibility of non-linear output frequency response functions with application in detection and location of damage in MDOF structural systems publication-title: Int. J. Non Lin. Mech. doi: 10.1016/j.ijnonlinmec.2011.03.009 – volume: 66–67 start-page: 557 year: 2016 ident: 10.1016/j.jsv.2020.115421_bib12 article-title: A novel identification method of Volterra series in rotor-bearing system for fault diagnosis, Mechanical Systems and Signal Processing – volume: 463 start-page: 114961 year: 2019 ident: 10.1016/j.jsv.2020.115421_bib33 article-title: Structural vibrations and acoustic radiation of blade–shafting–shell coupled system publication-title: J. Sound Vib. doi: 10.1016/j.jsv.2019.114961 – volume: 7 start-page: 171559 year: 2019 ident: 10.1016/j.jsv.2020.115421_bib9 article-title: Rolling bearing initial fault detection using long short-term memory recurrent network publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2954091 – volume: 27 start-page: 17 issue: 6 year: 1994 ident: 10.1016/j.jsv.2020.115421_bib24 article-title: Genetic algorithms: a survey publication-title: IEEE Computer doi: 10.1109/2.294849 – volume: 39 start-page: 4323 issue: 8 year: 1989 ident: 10.1016/j.jsv.2020.115421_bib28 article-title: Remarks on stochastic resonance publication-title: Phys. Rev. doi: 10.1103/PhysRevA.39.4323 – volume: 81 start-page: 1071 issue: 7 year: 2008 ident: 10.1016/j.jsv.2020.115421_bib15 article-title: Mapping from parametric characteristics to generalized frequency response functions of non-linear systems publication-title: Int. J. Contr. doi: 10.1080/00207170701636542 – volume: 333 start-page: 446 issue: 2 year: 2014 ident: 10.1016/j.jsv.2020.115421_bib31 article-title: Wave motion analysis in arch structures via wavelet finite element method publication-title: J. Sound Vib. doi: 10.1016/j.jsv.2013.09.011 – volume: 2019 start-page: 11 year: 2019 ident: 10.1016/j.jsv.2020.115421_bib20 article-title: Research on fault feature extraction method based on NOFRFs and its application in rotor faults publication-title: Shock Vib. – volume: 18 start-page: 625 issue: 3 year: 2004 ident: 10.1016/j.jsv.2020.115421_bib26 article-title: Gear fault detection using artificial neural networks and support vector machines with genetic algorithms publication-title: Mech. Syst. Signal Process. doi: 10.1016/S0888-3270(03)00020-7 – volume: 12 start-page: 552 issue: 4 year: 2010 ident: 10.1016/j.jsv.2020.115421_bib32 article-title: Diagnostics procedure for identification of rubs in rotor bearings publication-title: Journal of Vibroengineering – volume: 43 start-page: 805 issue: 5 year: 2007 ident: 10.1016/j.jsv.2020.115421_bib10 article-title: Output frequency response function of nonlinear Volterra systems publication-title: Automatica doi: 10.1016/j.automatica.2006.11.013 – volume: 177 start-page: 389 issue: 2 year: 2005 ident: 10.1016/j.jsv.2020.115421_bib23 article-title: A quadrature formula of clenshaw–curtis type for the gegenbauer weight-function publication-title: J. Comput. Appl. Math. doi: 10.1016/j.cam.2004.08.014 – volume: 136 start-page: 106518 year: 2020 ident: 10.1016/j.jsv.2020.115421_bib19 article-title: Application of weighted contribution rate of nonlinear output frequency response functions to rotor rub-impact publication-title: Mech. Syst. Signal Process. doi: 10.1016/j.ymssp.2019.106518 – volume: 254 start-page: 327 issue: 2 year: 2002 ident: 10.1016/j.jsv.2020.115421_bib5 article-title: Identification of multiple faults in rotor systems publication-title: J. Sound Vib. doi: 10.1006/jsvi.2001.4116 – volume: 14 start-page: L453 issue: 11 year: 1981 ident: 10.1016/j.jsv.2020.115421_bib27 article-title: The mechanism of stochastic resonance publication-title: J. Phys. Math. Gen. doi: 10.1088/0305-4470/14/11/006 |
| SSID | ssj0009434 |
| Score | 2.4142928 |
| Snippet | The rub-impact fault of the rotor system is the research object in this paper, and the system is modeled by the finite element method. In the process of the... |
| SourceID | proquest crossref elsevier |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 115421 |
| SubjectTerms | Algorithms Fault diagnosis Finite element analysis Finite element method Frequency response functions Genetic algorithm Genetic algorithms Nonlinear phenomena Nonlinear response Nonlinear systems Numerical integration Parameters Rotors Rub-impact fault Stochastic models Stochastic resonance WNS |
| Title | A novel fault diagnosis method for rotor rub-impact based on nonlinear output frequency response functions and stochastic resonance |
| URI | https://dx.doi.org/10.1016/j.jsv.2020.115421 https://www.proquest.com/docview/2442329786 |
| Volume | 481 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Baden-Württemberg Complete Freedom Collection (Elsevier) customDbUrl: eissn: 1095-8568 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0009434 issn: 0022-460X databaseCode: GBLVA dateStart: 20110101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier ScienceDirect (LUT) customDbUrl: eissn: 1095-8568 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0009434 issn: 0022-460X databaseCode: ACRLP dateStart: 19950107 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection customDbUrl: eissn: 1095-8568 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0009434 issn: 0022-460X databaseCode: .~1 dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals [SCFCJ] customDbUrl: eissn: 1095-8568 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0009434 issn: 0022-460X databaseCode: AIKHN dateStart: 19950107 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVLSH databaseName: Elsevier Journals customDbUrl: mediaType: online eissn: 1095-8568 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0009434 issn: 0022-460X databaseCode: AKRWK dateStart: 19640101 isFulltext: true providerName: Library Specific Holdings |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8QwEA6iCF7EJ77JwZNQbZOm3R4XcVkV96Swt5BXcWXZLt12wYsX_7gzTaso6MFLoWVSSiad-UK--YaQc2MTnaZZEnBlYYPCkATAEx2oPMlsEhnWU1g7_DBKhk_x3ViMV8h1VwuDtMo29vuY3kTr9slVO5tX88kEa3xRDC0cM1inTHDUBI3jFLsYXL590TxQ_6xTDEfr7mSz4Xi9LJawRWQYOETMot9y048o3aSewRbZbDEj7fvP2iYrbrZD1hvuplnskvc-nRVLN6W5qqcVtZ48N1lQ3x2aAiylZVHhtdaBL4ukmL0sLWYwtNHKUCUt6mpeVzQvPbv6lZaeP-soJr9mfVI1sxTgonlWqO-MFgUqdrg98jS4ebweBm1vhcBwJqpAcytQOy_KjNAsNiwUYZ7iCS7LbBQLLjRPDYst5CuXRb3QZVoDeGPY2NfajO-TVfhAd0CodoqbnjEiycGCGw0gx2U2DK1LudLqkITdrErTCo9j_4up7BhmLxIcIdER0jvikFx8Dpl71Y2_jOPOVfLb0pGQFf4adtK5Vbb_7UIC2AGICTvr5Oh_bz0mG3jnWWgnZLUqa3cKsKXSZ826PCNr_dv74egD6j_tYw |
| linkProvider | Elsevier |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8QwEA4-EL2IT3ybgyeh2iZNuz2KKOvzpLC3kFdxZdku3Vbw4sU_7kzTKgp68NJDOyklM50H-eYbQo6MTXSaZknAlYUChSEIgCc6UHmS2SQyrKewd_juPuk_xtcDMZgh510vDMIqW9_vfXrjrds7p-1unk6GQ-zxRTK0cMDATpng8SyZjwVLsQI7efvCeSABWkcZjuLd0WYD8nqevkCNyNBziJhFvwWnH266iT2XK2S5TRrpmf-uVTLjxmtkoQFvmuk6eT-j4-LFjWiu6lFFrUfPDafUj4emkJfSsqjwWuvA90VSDF-WFmNY2pBlqJIWdTWpK5qXHl79SksPoHUUo19joFSNLYV80TwpJHhGiQIpO9wGeby8eDjvB-1whcBwJqpAcyuQPC_KjNAsNiwUYZ7iES7LbBQLLjRPDYstBCyXRb3QZVpD9sZwsq-1Gd8kc_CBbotQ7RQ3PWNEkoMENxqyHJfZMLQu5UqrbRJ2uypNyzyOAzBGsoOYPUtQhERFSK-IbXL8uWTiaTf-Eo47VclvtiMhLPy1bK9Tq2x_3KmEbAdyTCitk53_vfWQLPYf7m7l7dX9zS5ZwicekrZH5qqydvuQw1T6oLHRD3Go7vg |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+novel+fault+diagnosis+method+for+rotor+rub-impact+based+on+nonlinear+output+frequency+response+functions+and+stochastic+resonance&rft.jtitle=Journal+of+sound+and+vibration&rft.au=Liu%2C+Y.&rft.au=Li%2C+J.T.&rft.au=Feng%2C+K.P.&rft.au=Zhao%2C+Y.L.&rft.date=2020-09-01&rft.issn=0022-460X&rft.volume=481&rft.spage=115421&rft_id=info:doi/10.1016%2Fj.jsv.2020.115421&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_jsv_2020_115421 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0022-460X&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0022-460X&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0022-460X&client=summon |