Skip to main content
Erschienen in:
Buchtitelbild

2012 | OriginalPaper | Buchkapitel

1. Introduction to Condition Monitoring in Mechanical and Electrical Systems

verfasst von : Tshilidzi Marwala

Erschienen in: Condition Monitoring Using Computational Intelligence Methods

Verlag: Springer London

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This chapter reviews condition monitoring techniques in mechanical and electrical systems. The condition monitoring domain in which the data is visualized is discussed and in particular the time, modal, frequency, and time-frequency domains. The generalized condition monitoring framework which includes the data acquisition device, data analysis device, feature selection device, and decision making device is also presented. Techniques for using these decision making devices are introduced. These are the finite element models, correlation based methods, and computational intelligence methods.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Abdel-Latief AN, Abdel-Gawad AF, Ishak AA, Mandour ME (2003) Fault type classification in power distribution feeders utilizing statistical functions and neural networks. In: Proceedings of the universities power engineering conference, pp 614–617 Abdel-Latief AN, Abdel-Gawad AF, Ishak AA, Mandour ME (2003) Fault type classification in power distribution feeders utilizing statistical functions and neural networks. In: Proceedings of the universities power engineering conference, pp 614–617
Zurück zum Zitat Al-Habaibeh A, Zorriassatine F, Gindy N (2002) Comprehensive experimental evaluation of a systematic approach for cost effective and rapid design of condition monitoring systems using Taguchi’s method. J Mater Process Technol 124:372–383CrossRef Al-Habaibeh A, Zorriassatine F, Gindy N (2002) Comprehensive experimental evaluation of a systematic approach for cost effective and rapid design of condition monitoring systems using Taguchi’s method. J Mater Process Technol 124:372–383CrossRef
Zurück zum Zitat Aliustaoglu C, Ertunc HM, Ocak H (2009) Tool wear condition monitoring using a sensor fusion model based on fuzzy inference system. Mech Syst Signal Process 23:539–546CrossRef Aliustaoglu C, Ertunc HM, Ocak H (2009) Tool wear condition monitoring using a sensor fusion model based on fuzzy inference system. Mech Syst Signal Process 23:539–546CrossRef
Zurück zum Zitat Allemang RJ, Brown DL (1982) A correlation coefficient for modal vector analysis. In: Proceedings of the 1st international modal analysis conference, pp 1–18 Allemang RJ, Brown DL (1982) A correlation coefficient for modal vector analysis. In: Proceedings of the 1st international modal analysis conference, pp 1–18
Zurück zum Zitat Alvin KF (1996) Finite element model updating via bayesian estimation and minimisation of dynamic residuals. In: Proceedings of the 14th international modal analysis conference, pp 428–431 Alvin KF (1996) Finite element model updating via bayesian estimation and minimisation of dynamic residuals. In: Proceedings of the 14th international modal analysis conference, pp 428–431
Zurück zum Zitat Andrade FA, Esat I, Badi MNM (2001) A new approach to time-domain vibration condition monitoring: gear tooth fatigue crack detection and identification by the Kolmogorov-Smirnov test. J Sound Vib 240:909–919CrossRef Andrade FA, Esat I, Badi MNM (2001) A new approach to time-domain vibration condition monitoring: gear tooth fatigue crack detection and identification by the Kolmogorov-Smirnov test. J Sound Vib 240:909–919CrossRef
Zurück zum Zitat Atalla MJ (1996) Model updating using neural networks. PhD thesis, Virginia Polytechnic Institute and State University Atalla MJ (1996) Model updating using neural networks. PhD thesis, Virginia Polytechnic Institute and State University
Zurück zum Zitat Barschdorf D, Femmer U (1995) Signal processing and pattern recognition methods for biomedical sound analysis. In: Proceedings of the acoustical and vibratory surveillance methods and diagnostics techniques, 2nd international symposium, pp 279–290 Barschdorf D, Femmer U (1995) Signal processing and pattern recognition methods for biomedical sound analysis. In: Proceedings of the acoustical and vibratory surveillance methods and diagnostics techniques, 2nd international symposium, pp 279–290
Zurück zum Zitat Bartelmus W, Zimroz R (2009) A new feature for monitoring the condition of gearboxes in non-stationary operating conditions. Mech Syst Signal Process 23:1528–1534CrossRef Bartelmus W, Zimroz R (2009) A new feature for monitoring the condition of gearboxes in non-stationary operating conditions. Mech Syst Signal Process 23:1528–1534CrossRef
Zurück zum Zitat Ben-Haim Y, Prells U (1993) Selective sensitivity in the frequency domain, Part I: Theory. Mech Syst Signal Process 7:461–475CrossRef Ben-Haim Y, Prells U (1993) Selective sensitivity in the frequency domain, Part I: Theory. Mech Syst Signal Process 7:461–475CrossRef
Zurück zum Zitat Bishop CM (1995) Neural networks for pattern recognition. Oxford University Press, Oxford Bishop CM (1995) Neural networks for pattern recognition. Oxford University Press, Oxford
Zurück zum Zitat Booth C, McDonald JR (1998) The use of artificial neural networks for condition monitoring of electrical power transformers. Neurocomputing 23:97–109CrossRef Booth C, McDonald JR (1998) The use of artificial neural networks for condition monitoring of electrical power transformers. Neurocomputing 23:97–109CrossRef
Zurück zum Zitat Borghetti A, Bosetti M, Nucci CA, Paolone M, Abur A (2010) Integrated use of time-frequency wavelet decompositions for fault location in distribution networks: theory and experimental validation. IEEE Trans Power Deliv 25:3139–3146CrossRef Borghetti A, Bosetti M, Nucci CA, Paolone M, Abur A (2010) Integrated use of time-frequency wavelet decompositions for fault location in distribution networks: theory and experimental validation. IEEE Trans Power Deliv 25:3139–3146CrossRef
Zurück zum Zitat Bouhouche S, Yazid LL, Hocine S, Bast J (2010) Evaluation using online support-vector-machines and fuzzy reasoning. Application to condition monitoring of speeds rolling process. Control Eng Pract 18:1060–1068CrossRef Bouhouche S, Yazid LL, Hocine S, Bast J (2010) Evaluation using online support-vector-machines and fuzzy reasoning. Application to condition monitoring of speeds rolling process. Control Eng Pract 18:1060–1068CrossRef
Zurück zum Zitat Bouhouche S, Yahi M, Bast J (2011) Combined use of principal component analysis and self organisation map for condition monitoring in pickling process. Appl Soft Comput J 11:3075–3082CrossRef Bouhouche S, Yahi M, Bast J (2011) Combined use of principal component analysis and self organisation map for condition monitoring in pickling process. Appl Soft Comput J 11:3075–3082CrossRef
Zurück zum Zitat Butler S, Ringwood J (2010) Particle filters for remaining useful life estimation of abatement equipment used in semiconductor manufacturing. In: Proceedings of the conference on control and fault-tolerant systems, pp 436–441 Butler S, Ringwood J (2010) Particle filters for remaining useful life estimation of abatement equipment used in semiconductor manufacturing. In: Proceedings of the conference on control and fault-tolerant systems, pp 436–441
Zurück zum Zitat Cawley P, Adams RD (1979) The location of defects from measurements of natural frequencies. J Strain Anal 14:49–57CrossRef Cawley P, Adams RD (1979) The location of defects from measurements of natural frequencies. J Strain Anal 14:49–57CrossRef
Zurück zum Zitat Chen JC, Garba JA (1980) Analytical model improvement using modal test results. Am Inst Aeronaut Astronaut J 18:684–690 Chen JC, Garba JA (1980) Analytical model improvement using modal test results. Am Inst Aeronaut Astronaut J 18:684–690
Zurück zum Zitat Chen W, Yeh CP, Yang H (2011) ToMFIR-based fault detection approach in frequency domain. J Syst Eng Electron 22:33–37 Chen W, Yeh CP, Yang H (2011) ToMFIR-based fault detection approach in frequency domain. J Syst Eng Electron 22:33–37
Zurück zum Zitat Cohen L (1989) Time-frequency distributions – a review. In: Proceedings of the IEEE, pp 941–981 Cohen L (1989) Time-frequency distributions – a review. In: Proceedings of the IEEE, pp 941–981
Zurück zum Zitat D’Ambrogio W, Zobel PB (1994) Damage detection in truss structures using a direct updating technique. In: Proceedings of the 19th international seminar for modal analysis, pp 657–667 D’Ambrogio W, Zobel PB (1994) Damage detection in truss structures using a direct updating technique. In: Proceedings of the 19th international seminar for modal analysis, pp 657–667
Zurück zum Zitat Daubechies I (1987) Orthogonal bases of wavelets with finite support connection with discrete filters. In: Proceedings of the international conference on wavelets, pp 38–66 Daubechies I (1987) Orthogonal bases of wavelets with finite support connection with discrete filters. In: Proceedings of the international conference on wavelets, pp 38–66
Zurück zum Zitat Doebling SW, Farrar CR, Prime MB, Shevitz DW (1996) Damage identification and health monitoring of structural and mechanical systems from changes in their vibration characteristics: a literature review. Los Alamos National Laboratory report LA-13070-MS, Los Alamos Doebling SW, Farrar CR, Prime MB, Shevitz DW (1996) Damage identification and health monitoring of structural and mechanical systems from changes in their vibration characteristics: a literature review. Los Alamos National Laboratory report LA-13070-MS, Los Alamos
Zurück zum Zitat Dunn SA (1998) The use of genetic algorithms and stochastic hill-climbing in dynamic finite-element model identification. Comput Struct 66:489–497MATHCrossRef Dunn SA (1998) The use of genetic algorithms and stochastic hill-climbing in dynamic finite-element model identification. Comput Struct 66:489–497MATHCrossRef
Zurück zum Zitat Elangovan M, Ramachandran KI, Sugumaran V (2010) Studies on bayes classifier for condition monitoring of single point carbide tipped tool based on statistical and histogram features. Expert Syst Appl 37:2059–2065CrossRef Elangovan M, Ramachandran KI, Sugumaran V (2010) Studies on bayes classifier for condition monitoring of single point carbide tipped tool based on statistical and histogram features. Expert Syst Appl 37:2059–2065CrossRef
Zurück zum Zitat Ewins DJ (1995) Modal testing: theory and practice. Research Studies Press, Letchworth Ewins DJ (1995) Modal testing: theory and practice. Research Studies Press, Letchworth
Zurück zum Zitat Farrar CR, Baker WE, Bell TM, Cone KM, Darling TW, Duffey TA, Eklund A, Migliori A (1994) Dynamic characteristics and damage detection in the I-40 bridge over the Rio Grande. Los Alamos National Laboratory report LA-12767-MS, Los Alamos Farrar CR, Baker WE, Bell TM, Cone KM, Darling TW, Duffey TA, Eklund A, Migliori A (1994) Dynamic characteristics and damage detection in the I-40 bridge over the Rio Grande. Los Alamos National Laboratory report LA-12767-MS, Los Alamos
Zurück zum Zitat Fox CHJ (1992) The location of defects in structures: a comparison of the use of natural frequency and mode shape data. In: Proceedings of the 10th international modal analysis conference, pp 522–528 Fox CHJ (1992) The location of defects in structures: a comparison of the use of natural frequency and mode shape data. In: Proceedings of the 10th international modal analysis conference, pp 522–528
Zurück zum Zitat Friswell MI, Mottershead JE (1995) Finite element model updating in structural dynamics. Kluwer Academic Publishers Group, DordrechtMATH Friswell MI, Mottershead JE (1995) Finite element model updating in structural dynamics. Kluwer Academic Publishers Group, DordrechtMATH
Zurück zum Zitat Garcia-Escudero LA, Duque-Perez O, Morinigo-Sotelo D, Perez-Alonso M (2011) Robust condition monitoring for early detection of broken rotor bars in induction motors. Expert Syst Appl 38:2653–2660CrossRef Garcia-Escudero LA, Duque-Perez O, Morinigo-Sotelo D, Perez-Alonso M (2011) Robust condition monitoring for early detection of broken rotor bars in induction motors. Expert Syst Appl 38:2653–2660CrossRef
Zurück zum Zitat Garvey DR, Baumann J, Lehr J, Hughes B, Hines JW (2009) Pattern recognition-based remaining useful life estimation of bottomhole assembly tools. In: Proceedings of the SPE/IADC drilling conference, pp 82–89 Garvey DR, Baumann J, Lehr J, Hughes B, Hines JW (2009) Pattern recognition-based remaining useful life estimation of bottomhole assembly tools. In: Proceedings of the SPE/IADC drilling conference, pp 82–89
Zurück zum Zitat Gawronski W, Sawicki JT (2000) Structural damage detection using modal norms. J Sound Vib 229:194–198CrossRef Gawronski W, Sawicki JT (2000) Structural damage detection using modal norms. J Sound Vib 229:194–198CrossRef
Zurück zum Zitat Gedafa DS, Hossain M, Miller R, Van T (2010) Estimation of remaining service life of flexible pavements from surface deflections. J Transp Eng 136:342–352CrossRef Gedafa DS, Hossain M, Miller R, Van T (2010) Estimation of remaining service life of flexible pavements from surface deflections. J Transp Eng 136:342–352CrossRef
Zurück zum Zitat Gunal S, Ece DG, Gerek ON (2009) Induction machine condition monitoring using notch-filtered motor current. Mech Syst Signal Process 23:2658–2670CrossRef Gunal S, Ece DG, Gerek ON (2009) Induction machine condition monitoring using notch-filtered motor current. Mech Syst Signal Process 23:2658–2670CrossRef
Zurück zum Zitat Guyan RJ (1965) Reduction of stiffness and mass matrices. Am Inst Aeronaut Astronaut J 3:380 Guyan RJ (1965) Reduction of stiffness and mass matrices. Am Inst Aeronaut Astronaut J 3:380
Zurück zum Zitat Gysin H (1990) Comparison of expansion methods for FE model localization. In: Proceedings of the 8th international modal analysis conference, pp 195–204 Gysin H (1990) Comparison of expansion methods for FE model localization. In: Proceedings of the 8th international modal analysis conference, pp 195–204
Zurück zum Zitat Haroon M, Adams DE (2007) Time and frequency domain nonlinear system characterization for mechanical fault identification. Nonlinear Dyn 50:387–408MATHCrossRef Haroon M, Adams DE (2007) Time and frequency domain nonlinear system characterization for mechanical fault identification. Nonlinear Dyn 50:387–408MATHCrossRef
Zurück zum Zitat Haug EF, Choi KK (1984) Structural design sensitivity with generalized global stiffness and mass matrices. Am Inst Aeronaut Astronaut J 22:1299–1303MathSciNetMATH Haug EF, Choi KK (1984) Structural design sensitivity with generalized global stiffness and mass matrices. Am Inst Aeronaut Astronaut J 22:1299–1303MathSciNetMATH
Zurück zum Zitat He Q, Yan R, Kong F, Du R (2009) Machine condition monitoring using principal component representations. Mech Syst Signal Process 23:446–466CrossRef He Q, Yan R, Kong F, Du R (2009) Machine condition monitoring using principal component representations. Mech Syst Signal Process 23:446–466CrossRef
Zurück zum Zitat He ZY, Li XP, Wu LY, Xia LL, Qian QQ (2010) A new single ended fault location method using travelling wave natural frequencies – Part 2: Problems concerned in implementation. In: Proceedings of the IEEE PES general meeting, pp 1–6 He ZY, Li XP, Wu LY, Xia LL, Qian QQ (2010) A new single ended fault location method using travelling wave natural frequencies – Part 2: Problems concerned in implementation. In: Proceedings of the IEEE PES general meeting, pp 1–6
Zurück zum Zitat Hemez FM (1993) Theoretical and experimental correlation between finite element models and modal tests in the context of large flexible structures. PhD thesis, University of Colorado Hemez FM (1993) Theoretical and experimental correlation between finite element models and modal tests in the context of large flexible structures. PhD thesis, University of Colorado
Zurück zum Zitat Huang SF, Huang H, Wang XG, Wang LC (2009) Analysis on natural frequencies of ultra-high voltage transmission lines in short circuit fault. High Volt Eng 35:2059–2065 Huang SF, Huang H, Wang XG, Wang LC (2009) Analysis on natural frequencies of ultra-high voltage transmission lines in short circuit fault. High Volt Eng 35:2059–2065
Zurück zum Zitat Hussain S, Gabbar HA (2011) A novel method for real time gear fault detection based on pulse shape analysis. Mech Syst Signal Process 25:1287–1298CrossRef Hussain S, Gabbar HA (2011) A novel method for real time gear fault detection based on pulse shape analysis. Mech Syst Signal Process 25:1287–1298CrossRef
Zurück zum Zitat Imregun M, Ewins DJ (1993) An investigation into mode shape expansion techniques. In: Proceedings of the 11th international modal analysis conference, pp 168–175 Imregun M, Ewins DJ (1993) An investigation into mode shape expansion techniques. In: Proceedings of the 11th international modal analysis conference, pp 168–175
Zurück zum Zitat Imregun M, Visser WJ, Ewins DJ (1995) Finite element model updating using frequency response function data – Part I: Theory and initial investigation. Mech Syst Signal Process 9:187–202CrossRef Imregun M, Visser WJ, Ewins DJ (1995) Finite element model updating using frequency response function data – Part I: Theory and initial investigation. Mech Syst Signal Process 9:187–202CrossRef
Zurück zum Zitat Jain A, Thoke AS, Koley E, Patel RN (2009) Fault classification and fault distance location of double circuit transmission lines for phase to phase faults using only one terminal data. In: Proceedings of the international conference on power systems, pp 1–6 Jain A, Thoke AS, Koley E, Patel RN (2009) Fault classification and fault distance location of double circuit transmission lines for phase to phase faults using only one terminal data. In: Proceedings of the international conference on power systems, pp 1–6
Zurück zum Zitat Janter T, Sas P (1990) Uniqueness aspects of model-updating procedure. Am Inst Aeronaut Astronaut J 28:538–543MATH Janter T, Sas P (1990) Uniqueness aspects of model-updating procedure. Am Inst Aeronaut Astronaut J 28:538–543MATH
Zurück zum Zitat Jayabharata Reddy M, Mohanta DK (2011) A modular approach for classification and location of arcing and non-arcing faults on transmission lines. Int J Energy Technol Policy 7:309–324CrossRef Jayabharata Reddy M, Mohanta DK (2011) A modular approach for classification and location of arcing and non-arcing faults on transmission lines. Int J Energy Technol Policy 7:309–324CrossRef
Zurück zum Zitat Kazemi S, Fooladi A, Rahai AR (2010) Implementation of the modal flexibility variation to fault identification in thin plates. Acta Astronaut 66:414–426CrossRef Kazemi S, Fooladi A, Rahai AR (2010) Implementation of the modal flexibility variation to fault identification in thin plates. Acta Astronaut 66:414–426CrossRef
Zurück zum Zitat Kazemi S, Rahai AR, Daneshmand F, Fooladi A (2011) Implementation of modal flexibility variation method and genetically trained ANNs in fault identification. Ocean Eng 38:774–781CrossRef Kazemi S, Rahai AR, Daneshmand F, Fooladi A (2011) Implementation of modal flexibility variation method and genetically trained ANNs in fault identification. Ocean Eng 38:774–781CrossRef
Zurück zum Zitat Khorashadi-Zadeh H, Li Z (2008) Fault classification and fault location using ANN for medium voltage cables: design and implementation. Intell Autom Soft Comput 14:479–489 Khorashadi-Zadeh H, Li Z (2008) Fault classification and fault location using ANN for medium voltage cables: design and implementation. Intell Autom Soft Comput 14:479–489
Zurück zum Zitat Khosravi A, Llobet JA (2007) A hybrid method for fault detection and modelling using modal intervals and ANFIS. In: Proceedings of the American control conference, pp 3003–3008 Khosravi A, Llobet JA (2007) A hybrid method for fault detection and modelling using modal intervals and ANFIS. In: Proceedings of the American control conference, pp 3003–3008
Zurück zum Zitat Kim JH, Jeon HS, Lee SW (1992) Application of modal assurance criteria for detecting and locating structural faults. In: Proceedings of the 10th international modal analysis conference, pp 536–540 Kim JH, Jeon HS, Lee SW (1992) Application of modal assurance criteria for detecting and locating structural faults. In: Proceedings of the 10th international modal analysis conference, pp 536–540
Zurück zum Zitat Kim S, Kim S, Choi H (2010a) Remaining life estimation of a level luffing crane component by computer simulation. J Korean Inst Met Mater 48:489–497MathSciNet Kim S, Kim S, Choi H (2010a) Remaining life estimation of a level luffing crane component by computer simulation. J Korean Inst Met Mater 48:489–497MathSciNet
Zurück zum Zitat Kim YS, Lee DH, Kim SK (2010b) Fault classification for rotating machinery using support vector machines with optimal features corresponding to each fault type. Trans Korean Soc Mech Eng 34:1681–1689CrossRef Kim YS, Lee DH, Kim SK (2010b) Fault classification for rotating machinery using support vector machines with optimal features corresponding to each fault type. Trans Korean Soc Mech Eng 34:1681–1689CrossRef
Zurück zum Zitat Kudva J, Munir N, Tan P (1991) Damage detection in smart structures using neural networks and finite element analysis. In: Proceedings of the ADPA/AIAA/ASME/SPIE conference on active materials and adaptive structures, pp 559–562 Kudva J, Munir N, Tan P (1991) Damage detection in smart structures using neural networks and finite element analysis. In: Proceedings of the ADPA/AIAA/ASME/SPIE conference on active materials and adaptive structures, pp 559–562
Zurück zum Zitat Lai JY, Young KF (1995) Dynamics of graphite/epoxy composite under delamination fracture and environmental effects. J Comput Struct 30:25–32CrossRef Lai JY, Young KF (1995) Dynamics of graphite/epoxy composite under delamination fracture and environmental effects. J Comput Struct 30:25–32CrossRef
Zurück zum Zitat Lam HF, Ko JM, Wong CW (1995) Detection of damage location based on sensitivity analysis. In: Proceedings of the 13th international modal analysis conference, pp 1499–1505 Lam HF, Ko JM, Wong CW (1995) Detection of damage location based on sensitivity analysis. In: Proceedings of the 13th international modal analysis conference, pp 1499–1505
Zurück zum Zitat Larson CB, Zimmerman DC (1993) Structural model refinement using a genetic algorithm approach. In: Proceedings of the 11th international modal analysis conference, pp 1095–1101 Larson CB, Zimmerman DC (1993) Structural model refinement using a genetic algorithm approach. In: Proceedings of the 11th international modal analysis conference, pp 1095–1101
Zurück zum Zitat Lau HCW, Dwight RA (2011) A fuzzy-based decision support model for engineering asset condition monitoring – a case study of examination of water pipelines. Expert Syst Appl 38:13342–13350CrossRef Lau HCW, Dwight RA (2011) A fuzzy-based decision support model for engineering asset condition monitoring – a case study of examination of water pipelines. Expert Syst Appl 38:13342–13350CrossRef
Zurück zum Zitat Leath WJ, Zimmerman DC (1993) Analysis of neural network supervised training with application to structural damage detection. Damage and control of large structures. In: Proceedings of the 9th Virginia Polytechnic Institute and State University symposium, pp 583–594 Leath WJ, Zimmerman DC (1993) Analysis of neural network supervised training with application to structural damage detection. Damage and control of large structures. In: Proceedings of the 9th Virginia Polytechnic Institute and State University symposium, pp 583–594
Zurück zum Zitat Lee BT, Sun CT, Liu D (1987) An assessment of damping measurement in the evaluation of integrity of composite beams. J Reinf Plast Compos 6:114–125CrossRef Lee BT, Sun CT, Liu D (1987) An assessment of damping measurement in the evaluation of integrity of composite beams. J Reinf Plast Compos 6:114–125CrossRef
Zurück zum Zitat Li H, Zhang Z, Guo Z, Zou S, Wang F (2010) Rolling bearing fault diagnosis using hough transform of time-frequency image. J Vib Meas Diagn 30:634–637 Li H, Zhang Z, Guo Z, Zou S, Wang F (2010) Rolling bearing fault diagnosis using hough transform of time-frequency image. J Vib Meas Diagn 30:634–637
Zurück zum Zitat Lieven NAJ, Ewins DJ (1988) Spatial correlation of mode shapes, the co-ordinate modal assurance criterion. In: Proceedings of the 6th international modal analysis conference, pp 690–695 Lieven NAJ, Ewins DJ (1988) Spatial correlation of mode shapes, the co-ordinate modal assurance criterion. In: Proceedings of the 6th international modal analysis conference, pp 690–695
Zurück zum Zitat Lifshitz JM, Rotem A (1969) Determination of reinforcement unbonding of composites by a vibration technique. J Compos Mater 3:412–423CrossRef Lifshitz JM, Rotem A (1969) Determination of reinforcement unbonding of composites by a vibration technique. J Compos Mater 3:412–423CrossRef
Zurück zum Zitat Liguo Z, Yutian W, Sheng Z, Guangpu H (2009) The fault diagnosis of machine based on modal analysis. In: Proceedings of the international conference on measuring technology and mechatronics automation, pp 738–741 Liguo Z, Yutian W, Sheng Z, Guangpu H (2009) The fault diagnosis of machine based on modal analysis. In: Proceedings of the international conference on measuring technology and mechatronics automation, pp 738–741
Zurück zum Zitat Lin RM, Lim MK, Du H (1995) Improved inverse eigensensitivity method for structural analytical model updating. J Vib Acoust 117:192–198CrossRef Lin RM, Lim MK, Du H (1995) Improved inverse eigensensitivity method for structural analytical model updating. J Vib Acoust 117:192–198CrossRef
Zurück zum Zitat Lin S, He Z, Zang T, Qian Q (2010) Novel approach of fault type classification in transmission lines based on rough membership neural networks. Proc Chin Soc Electr Eng 30:72–79 Lin S, He Z, Zang T, Qian Q (2010) Novel approach of fault type classification in transmission lines based on rough membership neural networks. Proc Chin Soc Electr Eng 30:72–79
Zurück zum Zitat Loutas TH, Roulias D, Pauly E, Kostopoulos V (2011) The combined Use of vibration, acoustic emission and Oil debris on-line monitoring towards a more effective condition monitoring of rotating machinery. Mech Syst Signal Process 25:1339–1352CrossRef Loutas TH, Roulias D, Pauly E, Kostopoulos V (2011) The combined Use of vibration, acoustic emission and Oil debris on-line monitoring towards a more effective condition monitoring of rotating machinery. Mech Syst Signal Process 25:1339–1352CrossRef
Zurück zum Zitat Luo GY, Osypiw D, Irle M (2000) Real-time condition monitoring by significant and natural frequencies analysis of vibration signal with wavelet filter and autocorrelation enhancement. J Sound Vib 236:413–430CrossRef Luo GY, Osypiw D, Irle M (2000) Real-time condition monitoring by significant and natural frequencies analysis of vibration signal with wavelet filter and autocorrelation enhancement. J Sound Vib 236:413–430CrossRef
Zurück zum Zitat Lyon R (1995) Structural diagnostics using vibration transfer functions. Sound Vib 29:28–31 Lyon R (1995) Structural diagnostics using vibration transfer functions. Sound Vib 29:28–31
Zurück zum Zitat Ma H, Zhang L, Li H, Xie W (2007a) The application of modal analysis in fault diagnosis of AC motor. In: Proceedings of the international conference on condition monitoring and diagnosis, pp 217–220 Ma H, Zhang L, Li H, Xie W (2007a) The application of modal analysis in fault diagnosis of AC motor. In: Proceedings of the international conference on condition monitoring and diagnosis, pp 217–220
Zurück zum Zitat Ma H, Li H, Xie W, Chen F (2007b) Vibration research on winding faults of induction motor based on experiment modal analysis method. In: Proceedings of the 8th international power engineering conference, pp 366–370 Ma H, Li H, Xie W, Chen F (2007b) Vibration research on winding faults of induction motor based on experiment modal analysis method. In: Proceedings of the 8th international power engineering conference, pp 366–370
Zurück zum Zitat Ma H, Sun W, Ren Z, Wen B (2009) Feature analysis of oil-film instability fault based on time-frequency methods in rotor systems. In: Proceedings of the 2nd international conference on intelligent computation technology and automation, pp 541–544 Ma H, Sun W, Ren Z, Wen B (2009) Feature analysis of oil-film instability fault based on time-frequency methods in rotor systems. In: Proceedings of the 2nd international conference on intelligent computation technology and automation, pp 541–544
Zurück zum Zitat Ma H, Li CF, Xuan GJ, Wen BC (2010) Time-frequency feature analysis of oil-film instability fault in a rotor system. J Vib Shock 29:193–195+198 Ma H, Li CF, Xuan GJ, Wen BC (2010) Time-frequency feature analysis of oil-film instability fault in a rotor system. J Vib Shock 29:193–195+198
Zurück zum Zitat Maia NMM, Silva JMM (1997) Theoretical and experimental modal analysis. Research Studies Press, Letchworth Maia NMM, Silva JMM (1997) Theoretical and experimental modal analysis. Research Studies Press, Letchworth
Zurück zum Zitat Maia NMM, Silva JMM, Sampaio RPC (1997) Localization of damage using curvature of the frequency-response-functions. In: Proceedings of the 15th international modal analysis conference, pp 942–946 Maia NMM, Silva JMM, Sampaio RPC (1997) Localization of damage using curvature of the frequency-response-functions. In: Proceedings of the 15th international modal analysis conference, pp 942–946
Zurück zum Zitat Maia NMM, Silva JMM, Sampaio RPC (1999) On the use of frequency response functions for damage detection. In: Proceedings of the 2nd international conference on identification in engineering system, pp 460–471 Maia NMM, Silva JMM, Sampaio RPC (1999) On the use of frequency response functions for damage detection. In: Proceedings of the 2nd international conference on identification in engineering system, pp 460–471
Zurück zum Zitat Mares C, Surace C (1996) An application of genetic algorithms to identify damage in elastic structures. J Sound Vib 195:195–215CrossRef Mares C, Surace C (1996) An application of genetic algorithms to identify damage in elastic structures. J Sound Vib 195:195–215CrossRef
Zurück zum Zitat Marwala T (1997) Multi-criteria method for determining damage on structures. Master’s thesis, University of Pretoria Marwala T (1997) Multi-criteria method for determining damage on structures. Master’s thesis, University of Pretoria
Zurück zum Zitat Marwala T (2001) Fault identification using neural networks and vibration data. PhD thesis, University of Cambridge Marwala T (2001) Fault identification using neural networks and vibration data. PhD thesis, University of Cambridge
Zurück zum Zitat Marwala T (2010) Finite element model updating using computational intelligence techniques. Springer, LondonMATHCrossRef Marwala T (2010) Finite element model updating using computational intelligence techniques. Springer, LondonMATHCrossRef
Zurück zum Zitat Mayes RL (1992) Error localization using mode shapes – an application to a two link robot arm. In: Proceedings of the 10th international modal analysis conference, pp 886–891 Mayes RL (1992) Error localization using mode shapes – an application to a two link robot arm. In: Proceedings of the 10th international modal analysis conference, pp 886–891
Zurück zum Zitat Messina A, Jones IA, Williams EJ (1996) Damage detection and localisation using natural frequency changes. In: Proceedings of the 1st international conference on identification in engineering system, pp 67–76 Messina A, Jones IA, Williams EJ (1996) Damage detection and localisation using natural frequency changes. In: Proceedings of the 1st international conference on identification in engineering system, pp 67–76
Zurück zum Zitat Messina A, Williams EJ, Contursi T (1998) Structural damage detection by a sensitivity and statistical-based method. J Sound Vib 216:791–808CrossRef Messina A, Williams EJ, Contursi T (1998) Structural damage detection by a sensitivity and statistical-based method. J Sound Vib 216:791–808CrossRef
Zurück zum Zitat Migliori A, Bell TM, Dixon RD, Strong R (1993) Resonant ultrasound nondestructive inspection. Los Alamos National Laboratory report LS-UR-93-225, Los Alamos Migliori A, Bell TM, Dixon RD, Strong R (1993) Resonant ultrasound nondestructive inspection. Los Alamos National Laboratory report LS-UR-93-225, Los Alamos
Zurück zum Zitat Miya WS, Mpanza LJ, Nelwamondo FV, Marwala T (2008) Condition monitoring of oil-impregnated paper bushings using extension neural network, Gaussian mixture models and hidden Markov models. In: Proceedings of the IEEE international conference on man, systems, and cybernetics, pp 1954–1959 Miya WS, Mpanza LJ, Nelwamondo FV, Marwala T (2008) Condition monitoring of oil-impregnated paper bushings using extension neural network, Gaussian mixture models and hidden Markov models. In: Proceedings of the IEEE international conference on man, systems, and cybernetics, pp 1954–1959
Zurück zum Zitat Murthy VS, Mohanta DK, Gupta S (2011) Video surveillance-based insulator condition monitoring analysis for substation monitoring system (SMS). Int J Inf Commun Technol 3:11–31CrossRef Murthy VS, Mohanta DK, Gupta S (2011) Video surveillance-based insulator condition monitoring analysis for substation monitoring system (SMS). Int J Inf Commun Technol 3:11–31CrossRef
Zurück zum Zitat Nandi S, Ilamparithi T, Lee SB, Hyun D (2009) Pole pair and rotor slot number independent frequency domain based detection of eccentricity faults in induction machines using a semi on-line technique. In: Proceedings of the IEEE international symposium on diagnostics for electric machines, power electronics and drives, pp 1–7 Nandi S, Ilamparithi T, Lee SB, Hyun D (2009) Pole pair and rotor slot number independent frequency domain based detection of eccentricity faults in induction machines using a semi on-line technique. In: Proceedings of the IEEE international symposium on diagnostics for electric machines, power electronics and drives, pp 1–7
Zurück zum Zitat Nelwamondo FV, Marwala T (2007) Techniques for handling missing data: applications to online condition monitoring. Int J Innov Comput Inf Control 4:1507–1526 Nelwamondo FV, Marwala T (2007) Techniques for handling missing data: applications to online condition monitoring. Int J Innov Comput Inf Control 4:1507–1526
Zurück zum Zitat Newland DE (1993) An introduction to random vibration, spectral and wavelet analysis. Longman/Harlow/Wiley, New York Newland DE (1993) An introduction to random vibration, spectral and wavelet analysis. Longman/Harlow/Wiley, New York
Zurück zum Zitat Norris MA, Meirovitch L (1989) On the problem of modelling for parameter identification in distributed structures. Int J Numer Methods Eng 28:2451–2463MathSciNetMATHCrossRef Norris MA, Meirovitch L (1989) On the problem of modelling for parameter identification in distributed structures. Int J Numer Methods Eng 28:2451–2463MathSciNetMATHCrossRef
Zurück zum Zitat O’Callahan JC, Avitabile P, Riemer R (1989) System equivalent reduction expansion process. In: Proceedings of the 7th international modal analysis conference, pp 17–21 O’Callahan JC, Avitabile P, Riemer R (1989) System equivalent reduction expansion process. In: Proceedings of the 7th international modal analysis conference, pp 17–21
Zurück zum Zitat Pandurangaiah D, Reddy CC, Govindan TP, Mandlik M, Ramu TS (2008) Estimation of remaining life of power transformers. In: Proceedings of the IEEE international symposium on electrical insulation, pp 243–246 Pandurangaiah D, Reddy CC, Govindan TP, Mandlik M, Ramu TS (2008) Estimation of remaining life of power transformers. In: Proceedings of the IEEE international symposium on electrical insulation, pp 243–246
Zurück zum Zitat Park S, Kim JW, Lee C, Park SK (2011) Impedance-based wireless debonding condition monitoring of CFRP laminated concrete structures. NDT E Int 44:232–238CrossRef Park S, Kim JW, Lee C, Park SK (2011) Impedance-based wireless debonding condition monitoring of CFRP laminated concrete structures. NDT E Int 44:232–238CrossRef
Zurück zum Zitat Paz M (1984) Dynamic condensation. Am Inst Aeronaut Astronaut J 22:724–727 Paz M (1984) Dynamic condensation. Am Inst Aeronaut Astronaut J 22:724–727
Zurück zum Zitat Pedregal DJ, Carnero MC (2006) State space models for condition monitoring: a case study. Reliab Eng Syst Saf 91:171–180CrossRef Pedregal DJ, Carnero MC (2006) State space models for condition monitoring: a case study. Reliab Eng Syst Saf 91:171–180CrossRef
Zurück zum Zitat Prasannamoorthy V, Devarajan N (2010) Frequency domain technique for fault diagnosis in analog circuits – software and hardware implementation. J Theor Appl Inf Technol 22:107–119 Prasannamoorthy V, Devarajan N (2010) Frequency domain technique for fault diagnosis in analog circuits – software and hardware implementation. J Theor Appl Inf Technol 22:107–119
Zurück zum Zitat Prime MB, Shevitz DW (1996) Damage detection of street frame by modal testing. In: Proceedings of the 11th international modal analysis conference, pp 1437–1443 Prime MB, Shevitz DW (1996) Damage detection of street frame by modal testing. In: Proceedings of the 11th international modal analysis conference, pp 1437–1443
Zurück zum Zitat Purbolaksono J, Khinani A, Ali AA, Rashid AZ, Nordin NF (2009) Iterative technique and finite element simulation for supplemental condition monitoring of water-tube boiler. Simul Model Pract Theory 17:897–910CrossRef Purbolaksono J, Khinani A, Ali AA, Rashid AZ, Nordin NF (2009) Iterative technique and finite element simulation for supplemental condition monitoring of water-tube boiler. Simul Model Pract Theory 17:897–910CrossRef
Zurück zum Zitat Qian S, Jiao W, Hu H (2010) Time-frequency analysis and fault diagnosis of air-lift compressor for an offshore oil and gas platform. In: Proceedings of the 29th Chinese control conference, pp 2977–2980 Qian S, Jiao W, Hu H (2010) Time-frequency analysis and fault diagnosis of air-lift compressor for an offshore oil and gas platform. In: Proceedings of the 29th Chinese control conference, pp 2977–2980
Zurück zum Zitat Riml S, Piontke A, Larcher L, Kompatscher P (2010) Quantification of faults resulting from disregard of standardised facial photography. J Plast Reconstr Aesthet Surg 64:898–901CrossRef Riml S, Piontke A, Larcher L, Kompatscher P (2010) Quantification of faults resulting from disregard of standardised facial photography. J Plast Reconstr Aesthet Surg 64:898–901CrossRef
Zurück zum Zitat Rishvanth KP, Rai S, Kumar S, Sudheer SK, Raina JP (2009) Design and simulation of optical frequency domain reflectometer for short distance fault detection in optical fibers and integrated optical devices using Ptolemy-II. In: Proceedings of the international conference on ultra modern telecommunications and workshops, pp 1–3 Rishvanth KP, Rai S, Kumar S, Sudheer SK, Raina JP (2009) Design and simulation of optical frequency domain reflectometer for short distance fault detection in optical fibers and integrated optical devices using Ptolemy-II. In: Proceedings of the international conference on ultra modern telecommunications and workshops, pp 1–3
Zurück zum Zitat Rolo-Naranjo A, Montesino-Otero ME (2005) A method for the correlation dimension estimation for on-line condition monitoring of large rotating machinery. Mech Syst Signal Process 19:939–954CrossRef Rolo-Naranjo A, Montesino-Otero ME (2005) A method for the correlation dimension estimation for on-line condition monitoring of large rotating machinery. Mech Syst Signal Process 19:939–954CrossRef
Zurück zum Zitat Salawu OS (1995) Non-destructive assessment of structures using integrity index method applied to a concrete highway bridge. Insight 37:875–878 Salawu OS (1995) Non-destructive assessment of structures using integrity index method applied to a concrete highway bridge. Insight 37:875–878
Zurück zum Zitat Salawu OS, Williams C (1994) Damage location using vibration mode shapes. In: Proceedings of the 11th international modal analysis conference, pp 933–939 Salawu OS, Williams C (1994) Damage location using vibration mode shapes. In: Proceedings of the 11th international modal analysis conference, pp 933–939
Zurück zum Zitat Schultz MJ, Warwick DN (1971) Vibration response: a non-destructive test for fatigue crack damage in filament-reinforced composites. J Compos Mater 5:394–404CrossRef Schultz MJ, Warwick DN (1971) Vibration response: a non-destructive test for fatigue crack damage in filament-reinforced composites. J Compos Mater 5:394–404CrossRef
Zurück zum Zitat Schultz MJ, Pai PF, Abdelnaser AS (1996) Frequency response function assignment technique for structural damage identification. In: Proceedings of the 14th international modal analysis conference, pp 105–111 Schultz MJ, Pai PF, Abdelnaser AS (1996) Frequency response function assignment technique for structural damage identification. In: Proceedings of the 14th international modal analysis conference, pp 105–111
Zurück zum Zitat Sestieri A, D’Ambrogio W (1989) Why be modal: how to avoid the use of modes in the modification of vibrating systems. In: Proceedings of the 7th international modal analysis conference, pp 25–30 Sestieri A, D’Ambrogio W (1989) Why be modal: how to avoid the use of modes in the modification of vibrating systems. In: Proceedings of the 7th international modal analysis conference, pp 25–30
Zurück zum Zitat Sinha JK (2009) Recent trends in fault quantification in rotating machines. Adv Vib Eng 8:79–85 Sinha JK (2009) Recent trends in fault quantification in rotating machines. Adv Vib Eng 8:79–85
Zurück zum Zitat Surace C, Ruotolo R (1994) Crack detection of a beam using the wavelet transform. In: Proceedings of the 12th international modal analysis conference, pp 1141–1148 Surace C, Ruotolo R (1994) Crack detection of a beam using the wavelet transform. In: Proceedings of the 12th international modal analysis conference, pp 1141–1148
Zurück zum Zitat Tao B, Zhu L, Ding H, Xiong Y (2007) An alternative time-domain index for condition monitoring of rolling element bearings – a comparison study. Reliab Eng Syst Saf 92:660–670CrossRef Tao B, Zhu L, Ding H, Xiong Y (2007) An alternative time-domain index for condition monitoring of rolling element bearings – a comparison study. Reliab Eng Syst Saf 92:660–670CrossRef
Zurück zum Zitat Thai N, Yuan L (2011) Transmission line fault type classification based on novel features and neuro-fuzzy system. Electr Power Compon Syst 38:695–709 Thai N, Yuan L (2011) Transmission line fault type classification based on novel features and neuro-fuzzy system. Electr Power Compon Syst 38:695–709
Zurück zum Zitat Tian Z, Jin T, Wu B, Ding F (2011) Condition based maintenance optimization for wind power generation systems under continuous monitoring. Renew Energy 36:1502–1509CrossRef Tian Z, Jin T, Wu B, Ding F (2011) Condition based maintenance optimization for wind power generation systems under continuous monitoring. Renew Energy 36:1502–1509CrossRef
Zurück zum Zitat Treetrong J (2011a) Fault prediction of induction motor based on time-frequency analysis. Appl Mech Mater 52–54:115–120CrossRef Treetrong J (2011a) Fault prediction of induction motor based on time-frequency analysis. Appl Mech Mater 52–54:115–120CrossRef
Zurück zum Zitat Treetrong J (2011b) The use of higher-order spectrum for fault quantification of industrial electric motors. Lect Notes Electr Eng 70:59–68CrossRef Treetrong J (2011b) The use of higher-order spectrum for fault quantification of industrial electric motors. Lect Notes Electr Eng 70:59–68CrossRef
Zurück zum Zitat Vilakazi CB, Marwala T (2007) Incremental learning and its application to bushing condition monitoring. Lect Notes Comput Sci 4491:1241–1250 Vilakazi CB, Marwala T (2007) Incremental learning and its application to bushing condition monitoring. Lect Notes Comput Sci 4491:1241–1250
Zurück zum Zitat Vilakazi CB, Marwala T (2009) Computational intelligence approach to Bushing condition monitoring: incremental learning and its application. In: Intelligent engineering systems and computational cybernetics, pp 161–171 Vilakazi CB, Marwala T (2009) Computational intelligence approach to Bushing condition monitoring: incremental learning and its application. In: Intelligent engineering systems and computational cybernetics, pp 161–171
Zurück zum Zitat Vilakazi CB, Mautla RP, Moloto EM, Marwala T (2005) On-line Bushing condition monitoring. In: Proceedings of the 5th WSEAS/IASME international conference on electric power system, pp 406–411 Vilakazi CB, Mautla RP, Moloto EM, Marwala T (2005) On-line Bushing condition monitoring. In: Proceedings of the 5th WSEAS/IASME international conference on electric power system, pp 406–411
Zurück zum Zitat Ville J (1948) Théorie et Applications de la Notion de Signal Analytique. Cables et Transm 2A:61–74 Ville J (1948) Théorie et Applications de la Notion de Signal Analytique. Cables et Transm 2A:61–74
Zurück zum Zitat Wei L, Hua W, Pu H (2009) Neural network modeling of aircraft power plant and fault diagnosis method using time frequency analysis. In: Proceedings of the Chinese control and decision conference, pp 353–356 Wei L, Hua W, Pu H (2009) Neural network modeling of aircraft power plant and fault diagnosis method using time frequency analysis. In: Proceedings of the Chinese control and decision conference, pp 353–356
Zurück zum Zitat Weidl G, Madsen AL, Israelson S (2005) Applications of object-oriented Bayesian networks for condition monitoring, root cause analysis and decision support on operation of complex continuous processes. Comput Chem Eng 29:1996–2009CrossRef Weidl G, Madsen AL, Israelson S (2005) Applications of object-oriented Bayesian networks for condition monitoring, root cause analysis and decision support on operation of complex continuous processes. Comput Chem Eng 29:1996–2009CrossRef
Zurück zum Zitat West WM (1984) Illustration of the use of modal assurance criterion to detect structural changes in an orbiter test specimen. In: Proceedings of air force conference on aircraft structural integrity, pp 1–6 West WM (1984) Illustration of the use of modal assurance criterion to detect structural changes in an orbiter test specimen. In: Proceedings of air force conference on aircraft structural integrity, pp 1–6
Zurück zum Zitat Wheeler JA, Zurek H (1983) Quantum theory and measurement. Princeton University Press, Princeton Wheeler JA, Zurek H (1983) Quantum theory and measurement. Princeton University Press, Princeton
Zurück zum Zitat Widodo A, Yang BS (2007) Support vector machine in machine condition monitoring and fault diagnosis. Mech Syst Signal Process 21:2560–2574CrossRef Widodo A, Yang BS (2007) Support vector machine in machine condition monitoring and fault diagnosis. Mech Syst Signal Process 21:2560–2574CrossRef
Zurück zum Zitat Wigner EP (1932) On quantum correction for thermodynamic equilibrium. Phys Rev 40:749–759MATHCrossRef Wigner EP (1932) On quantum correction for thermodynamic equilibrium. Phys Rev 40:749–759MATHCrossRef
Zurück zum Zitat Wong WK, Loo CK, Lim WS, Tan PN (2010) Thermal condition monitoring system using log-polar mapping, quaternion correlation and Max-product fuzzy neural network classification. Neurocomputing 74:164–177CrossRef Wong WK, Loo CK, Lim WS, Tan PN (2010) Thermal condition monitoring system using log-polar mapping, quaternion correlation and Max-product fuzzy neural network classification. Neurocomputing 74:164–177CrossRef
Zurück zum Zitat Worden KA, Ball A, Tomilinson G (1993) Neural networks for fault location. In: Proceedings of the 11th international modal analysis conference, pp 47–54 Worden KA, Ball A, Tomilinson G (1993) Neural networks for fault location. In: Proceedings of the 11th international modal analysis conference, pp 47–54
Zurück zum Zitat Worden K, Manson G, Fieler NRJ (2000) Damage detection using outlier analysis. J Sound Vib 229:647–667CrossRef Worden K, Manson G, Fieler NRJ (2000) Damage detection using outlier analysis. J Sound Vib 229:647–667CrossRef
Zurück zum Zitat Wu X, Ghaboussi J, Garret JH (1992) Use of neural networks in detection of structural damage. Comput Struct 42:649–659MATHCrossRef Wu X, Ghaboussi J, Garret JH (1992) Use of neural networks in detection of structural damage. Comput Struct 42:649–659MATHCrossRef
Zurück zum Zitat Xia L, He Z, Li X, Chen S (2010) A fault location method based on natural frequencies and empirical mode decomposition for mixed overhead-cable lines. Autom Electr Power Syst 34:67–73 Xia L, He Z, Li X, Chen S (2010) A fault location method based on natural frequencies and empirical mode decomposition for mixed overhead-cable lines. Autom Electr Power Syst 34:67–73
Zurück zum Zitat Xie CL, Liu YK, Xia H (2009) Application of ant colony optimization in NPP classification fault location. Nucl Power Eng 30:108–112 Xie CL, Liu YK, Xia H (2009) Application of ant colony optimization in NPP classification fault location. Nucl Power Eng 30:108–112
Zurück zum Zitat Yadav SK, Tyagi K, Shah B, Kalra PK (2011) Audio signature-based condition monitoring of internal combustion engine using FFT and correlation approach. IEEE Trans Instrum Meas 60:1217–1226CrossRef Yadav SK, Tyagi K, Shah B, Kalra PK (2011) Audio signature-based condition monitoring of internal combustion engine using FFT and correlation approach. IEEE Trans Instrum Meas 60:1217–1226CrossRef
Zurück zum Zitat Yanagawa T, Kaneko M, Iida I, Fujiwara R (2010) Development of new remaining life estimation method for main parts of hydro-turbine in hydro electric power station. In: Proceedings of the AIP conference, pp 834–839 Yanagawa T, Kaneko M, Iida I, Fujiwara R (2010) Development of new remaining life estimation method for main parts of hydro-turbine in hydro electric power station. In: Proceedings of the AIP conference, pp 834–839
Zurück zum Zitat Yeh CP, Yang HL, Chen W (2010) A fault detection approach using both control and output error signals in frequency domain. In: Proceedings of the IEEE/ASME international conference on mechatronic and embedded systems and applications, pp 341–344 Yeh CP, Yang HL, Chen W (2010) A fault detection approach using both control and output error signals in frequency domain. In: Proceedings of the IEEE/ASME international conference on mechatronic and embedded systems and applications, pp 341–344
Zurück zum Zitat Yu W, Chao S (2010) Fault diagnosis way based on RELAX algorithms in frequency domain for the squirrel cage induction motors. In: Proceedings of the international conference on computer intelligence and software engineering, pp 1–4 Yu W, Chao S (2010) Fault diagnosis way based on RELAX algorithms in frequency domain for the squirrel cage induction motors. In: Proceedings of the international conference on computer intelligence and software engineering, pp 1–4
Zurück zum Zitat Zhang L, Huang AQ (2011) Model-based fault detection of hybrid fuel cell and photovoltaic direct current power sources. J Power Sour 196:5197–5204CrossRef Zhang L, Huang AQ (2011) Model-based fault detection of hybrid fuel cell and photovoltaic direct current power sources. J Power Sour 196:5197–5204CrossRef
Zurück zum Zitat Zhang Y, Suonan J (2010) Time domain fault location method based on UHV transmission line parameter identification using two terminal data. In: Proceedings of the Asia-Pacific power and energy engineering conference, pp 1–5 Zhang Y, Suonan J (2010) Time domain fault location method based on UHV transmission line parameter identification using two terminal data. In: Proceedings of the Asia-Pacific power and energy engineering conference, pp 1–5
Zurück zum Zitat Zhou JH, Pang CK, Lewis FL, Zhong ZW (2011a) Dominant feature identification for industrial fault detection and isolation applications. Expert Syst Appl 38:10676–10684CrossRef Zhou JH, Pang CK, Lewis FL, Zhong ZW (2011a) Dominant feature identification for industrial fault detection and isolation applications. Expert Syst Appl 38:10676–10684CrossRef
Zurück zum Zitat Zhou Y, Tao T, Mei X, Jiang G, Sun N (2011b) Feed-axis gearbox condition monitoring using built-in position sensors and EEMD method. Robot Comput Integr Manuf 27:785–793CrossRef Zhou Y, Tao T, Mei X, Jiang G, Sun N (2011b) Feed-axis gearbox condition monitoring using built-in position sensors and EEMD method. Robot Comput Integr Manuf 27:785–793CrossRef
Zurück zum Zitat Zhu K, Wong YS, Hong GS (2009) Wavelet analysis of sensor signals for tool condition monitoring: a review and some new results. Int J Mach Tools Manuf 49:537–553CrossRef Zhu K, Wong YS, Hong GS (2009) Wavelet analysis of sensor signals for tool condition monitoring: a review and some new results. Int J Mach Tools Manuf 49:537–553CrossRef
Zurück zum Zitat Zhu Y, Wang W, Tong S (2011) Fault detection and fault-tolerant control for a class of nonlinear system based on fuzzy logic system. ICIC Expr Lett 5:1597–1602 Zhu Y, Wang W, Tong S (2011) Fault detection and fault-tolerant control for a class of nonlinear system based on fuzzy logic system. ICIC Expr Lett 5:1597–1602
Zurück zum Zitat Zi Y, Chen X, He Z, Chen P (2005) Vibration based modal parameters identification and wear fault diagnosis using Laplace wavelet. Key Eng Mater 293–294:83–190 Zi Y, Chen X, He Z, Chen P (2005) Vibration based modal parameters identification and wear fault diagnosis using Laplace wavelet. Key Eng Mater 293–294:83–190
Zurück zum Zitat Zimmerman DC, Kaouk M (1992) Eigenstructure assignment approach for structural damage detection. Am Inst Aeronaut Astronaut J 30:1848–1855 Zimmerman DC, Kaouk M (1992) Eigenstructure assignment approach for structural damage detection. Am Inst Aeronaut Astronaut J 30:1848–1855
Zurück zum Zitat Zio E, Peloni G (2011) Particle filtering prognostic estimation of the remaining useful life of nonlinear components. Reliab Eng Syst Saf 96:403–409CrossRef Zio E, Peloni G (2011) Particle filtering prognostic estimation of the remaining useful life of nonlinear components. Reliab Eng Syst Saf 96:403–409CrossRef
Metadaten
Titel
Introduction to Condition Monitoring in Mechanical and Electrical Systems
verfasst von
Tshilidzi Marwala
Copyright-Jahr
2012
Verlag
Springer London
DOI
https://doi.org/10.1007/978-1-4471-2380-4_1

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.