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Volumn 26, Issue 2, 2015, Pages 331-346

Condition based maintenance-systems integration and intelligence using Bayesian classification and sensor fusion

Author keywords

Condition based maintenance; Machine control integration; Na ve Bayes classifier; Sensor fusion

Indexed keywords

BEARINGS (MACHINE PARTS); DATA ACQUISITION; DECISION MAKING; MAINTENANCE; STATISTICAL TESTS;

EID: 84925292001     PISSN: 09565515     EISSN: 15728145     Source Type: Journal    
DOI: 10.1007/s10845-013-0787-1     Document Type: Article
Times cited : (49)

References (42)
  • 2
    • 84925288886 scopus 로고    scopus 로고
    • Inc.(December), Inc.–products/in-line Brix-monitor–refractometers, polarimeter, saccharimeter, Brix meter, pH meter, saltmeter. [Online]:
    • Atago U.S.A., Inc. (2011, December) ATAGO U.S.A., Inc.–products/in-line Brix-monitor–refractometers, polarimeter, saccharimeter, Brix meter, pH meter, saltmeter. [Online]. http://www.atago.net/USA/products_monitor.php#01.
    • (2011) ATAGO U.S.A.
    • Atago, U.S.A.1
  • 3
    • 33645156446 scopus 로고    scopus 로고
    • Calculation of reliability function and remaining useful life for a Markov failure time process
    • Bajnevic, D., & Jardine, A. (2006). Calculation of reliability function and remaining useful life for a Markov failure time process. IMA Journal of Management Mathematics, 17, 115–130.
    • (2006) IMA Journal of Management Mathematics , vol.17 , pp. 115-130
    • Bajnevic, D.1    Jardine, A.2
  • 4
    • 0004211737 scopus 로고
    • John Wiley and Suns, West Sussex, UK:
    • Bernoardo, J., & Smith, A. (1994). Bayesian theory (1st ed.). West Sussex, UK: John Wiley and Suns.
    • (1994) Bayesian theory
    • Bernoardo, J.1    Smith, A.2
  • 5
    • 85016658243 scopus 로고    scopus 로고
    • TwinCAT CNC
    • Beckhoff Automation. (2010). TwinCAT CNC. [Online]. http://www.beckhoff.com/english.asp?twincat/default.htm.
    • (2010) [Online]
    • Automation, B.1
  • 6
    • 84925288885 scopus 로고    scopus 로고
    • BECKHOFF new automation technology
    • (September)
    • Beckhoff Automation GmbH. (2011, September) BECKHOFF new automation technology. [Online]. http://www.beckhoff.com/.
    • (2011) [Online]
    • Automation, B.1
  • 8
    • 85016653961 scopus 로고    scopus 로고
    • Indramotion MTX
    • Bosch Rexroth AG. (2010). Indramotion MTX. [Online]. http://www.boschrexroth.com/dcc/Vornavigation/Vornavi.cfm?&language=en&PageID=g96072.
    • (2010) [Online]
    • Bosch Rexroth, A.G.1
  • 10
    • 77952646875 scopus 로고    scopus 로고
    • Wireless machine monitoring and control for educational purpose. In 2010 second International Conference on Computer Engineering and Applications (ICCEA)
    • Elshayeb, S. A., Hasnan, K., Nawawi, A. B. (2010). Wireless machine monitoring and control for educational purpose. In 2010 second International Conference on Computer Engineering and Applications (ICCEA). Bali Island, pp. 401–403.
    • (2010) Bali Island , pp. 401-403
    • Elshayeb, S.A.1    Hasnan, K.2    Nawawi, A.B.3
  • 11
    • 85016656856 scopus 로고    scopus 로고
    • GE Energy–Bently Nevada, condition monitoring, vibration monitoring, machine diagnostic systems & equipment
    • General Electric Company. (2010). GE Energy–Bently Nevada, condition monitoring, vibration monitoring, machine diagnostic systems & equipment. [Online]. http://www.gepower.com/prod_serv/products/oc/en/bently_nevada.htm.
    • (2010) [Online]
    • Company, G.E.1
  • 13
    • 33646534620 scopus 로고    scopus 로고
    • A review on machinery diagnostics and prognostics implementing condition-based maintenance
    • Jardine, A., Lin, D., & Banjevic, D. (2006). A review on machinery diagnostics and prognostics implementing condition-based maintenance. Mechanical Systems and Signal Processing, 20, 1483–1510.
    • (2006) Mechanical Systems and Signal Processing , vol.20 , pp. 1483-1510
    • Jardine, A.1    Lin, D.2    Banjevic, D.3
  • 14
    • 33646534620 scopus 로고    scopus 로고
    • A review on machining diagnostics and prognostics implementing condition based maintanence
    • Jardine, A. K., Lin, D., & Banjevic, D. (2006). A review on machining diagnostics and prognostics implementing condition based maintanence. Mechanical Systems and Signal Processing, 20, 1483– 1510.
    • (2006) Mechanical Systems and Signal Processing , vol.20 , pp. 1483-1510
    • Jardine, A.K.1    Lin, D.2    Banjevic, D.3
  • 18
    • 84862232350 scopus 로고    scopus 로고
    • Fault features extraction for bearing prognostics
    • Li, R., Sopon, P., & He, D. (2012). Fault features extraction for bearing prognostics. Journal of Intelligent Manufacturing, 23, 313–321.
    • (2012) Journal of Intelligent Manufacturing , vol.23 , pp. 313-321
    • Li, R.1    Sopon, P.2    He, D.3
  • 19
    • 27744516992 scopus 로고
    • Coolant system health monitoring and fault diagnosis via health parameters and fault dictionary
    • Martin, K. F., & Thorpe, P. (1990). Coolant system health monitoring and fault diagnosis via health parameters and fault dictionary. International Journal of Advanced Manufacturing Technology, 5(1), 66–85.
    • (1990) International Journal of Advanced Manufacturing Technology , vol.5 , Issue.1 , pp. 66-85
    • Martin, K.F.1    Thorpe, P.2
  • 20
    • 85164841693 scopus 로고    scopus 로고
    • Monitoring and control of cutting forces in machining processes: A review
    • Matsubara, A., & Ibaraki, S. (2009). Monitoring and control of cutting forces in machining processes: A review. International Journal of Automation Technology, 3(4), 445–456.
    • (2009) International Journal of Automation Technology , vol.3 , Issue.4 , pp. 445-456
    • Matsubara, A.1    Ibaraki, S.2
  • 21
    • 85016699729 scopus 로고    scopus 로고
    • Coolant and coolant sump maintenance
    • Methods & Equipment Associates. (2001) Coolant and coolant sump maintenance. [Online]. http://methods-equipment.com/Coolant%20and%20Coolant%20sump%20Maintenance.htm.
    • (2001) [Online]
  • 23
    • 85016655140 scopus 로고
    • A system for early warning of bearing failure. Marshall space flight center. Huntsville, AL
    • National Aeronautics and Space Administration (NASA). (1972). A system for early warning of bearing failure. Marshall space flight center. Huntsville, AL, Tech Brief B72–10494.
    • (1972) Tech Brief , pp. 72-10494
  • 24
    • 85016653954 scopus 로고    scopus 로고
    • NI cRIO-9073 - Integrated 266 MHz Real-Time Controller and 2M Gate FPGA
    • National Instruments Corporation. (2011). NI cRIO-9073 - Integrated 266 MHz Real-Time Controller and 2M Gate FPGA. [Online]. http://sine.ni.com/nips/cds/view/p/lang/en/nid/205621.
    • (2011) [Online]
  • 25
    • 5044248662 scopus 로고    scopus 로고
    • Watchdog–information technology for ptoactive product maintenance and its implications to ecological Product re-use. In Proceedings of the colloquium e-ecological manufacturing
    • Ni, J., Djurdjanovic, D. (2003). Watchdog–information technology for ptoactive product maintenance and its implications to ecological Product re-use. In Proceedings of the colloquium e-ecological manufacturing. Berlin, pp. 101–110.
    • (2003) Berlin , pp. 101-110
    • Ni, J.1    Djurdjanovic, D.2
  • 26
    • 84925288884 scopus 로고    scopus 로고
    • NSF I/UCRC Center for Intelligent Maintenance Systems. [Online]
    • NSF I/UCRC Center for Intelligent Maintenance Systems. [Online]. http://www.imscenter.net.
  • 27
    • 84862182378 scopus 로고    scopus 로고
    • Accuracy and robustness of decision making techniques in condition based maintenance
    • Orth, P., Yacout, S., & Adjengue, L. (2012). Accuracy and robustness of decision making techniques in condition based maintenance. Journal of Intelligent Manufacturing, 23, 255–264.
    • (2012) Journal of Intelligent Manufacturing , vol.23 , pp. 255-264
    • Orth, P.1    Yacout, S.2    Adjengue, L.3
  • 28
    • 77958041293 scopus 로고    scopus 로고
    • Current status of machine prognostics in condition-based maintenance: A review
    • Peng, Y., Dong, M., & Zuo, M. J. (2010). Current status of machine prognostics in condition-based maintenance: A review. International Journal of Advanced Manufacturing Technology, 50(1–4), 297–313.
    • (2010) International Journal of Advanced Manufacturing Technology , vol.50 , Issue.1-4 , pp. 297-313
    • Peng, Y.1    Dong, M.2    Zuo, M.J.3
  • 29
    • 84925288883 scopus 로고    scopus 로고
    • Predator Software - DNC, MDC, PDM, SFC
    • Travelers: Tracker Tool and Gage Crib for manufacturing. [Online]
    • Predator Software Inc. (2010). Predator Software - DNC, MDC, PDM, SFC, Virtual CNC, Travelers, Tracker Tool and Gage Crib for manufacturing. [Online]. http://www.predator-software.com/index.htm.
    • (2010) Virtual CNC
    • Inc, P.S.1
  • 30
  • 31
    • 85016704132 scopus 로고    scopus 로고
    • December) in-line mounted pH electrodes–S600 series
    • Sensorex Corp. (2011, December) in-line mounted pH electrodes–S600 series. [Online]. http://www.sensorex.com/docs/SpecsS600Inline.pdf.
    • (2011) [Online]
    • Corp, S.1
  • 32
    • 85016684315 scopus 로고    scopus 로고
    • Sinumerik 840 D
    • Siemens AG. (2010). Sinumerik 840 D. [Online]. http://www.automation.siemens.com/mcms/mc/en/automation-systems/cnc-sinumerik/sinumerik-controls/sinumerik-840d/Pages/sinumerik-840d.aspx.
    • (2010) [Online]
    • Siemens, A.G.1
  • 34
    • 84862212975 scopus 로고    scopus 로고
    • Physics-based modeling strategies for diagnostic and prognostic application in aerospace systems
    • Stringer, D., Sheth, P., & Allaire, P. (2012). Physics-based modeling strategies for diagnostic and prognostic application in aerospace systems. Journal of Intelligent Manufacturing, 23, 155–162.
    • (2012) Journal of Intelligent Manufacturing , vol.23 , pp. 155-162
    • Stringer, D.1    Sheth, P.2    Allaire, P.3
  • 36
    • 84862197081 scopus 로고    scopus 로고
    • An artificial neural network method for remaining useful life prediction for equipment subject to condition monitoring
    • Tian, Z. (2012). An artificial neural network method for remaining useful life prediction for equipment subject to condition monitoring. Journal of Intelligent Manufacturing, 23, 227–237.
    • (2012) Journal of Intelligent Manufacturing , vol.23 , pp. 227-237
    • Tian, Z.1
  • 37
    • 21244437924 scopus 로고    scopus 로고
    • Wireless sensor network for machine condition based maintenance. In 2004 8th Internation Conference on control, automation, robotics and vision
    • Tiwari, A., Lewis, F. L., & Ge, S. S. (2004). Wireless sensor network for machine condition based maintenance. In 2004 8th Internation Conference on control, automation, robotics and vision. Kunming, pp. 461–467.
    • (2004) Kunming , pp. 461-467
    • Tiwari, A.1    Lewis, F.L.2    Ge, S.S.3
  • 38
    • 85016707233 scopus 로고    scopus 로고
    • Ultra-Trak 750 Technical Specifications
    • UE Systems Inc. (2010). Ultra-Trak 750 Technical Specifications. [Online]. http://www.uesystems.com/products/remote-monitoring/ultra-trak-750/technical-specs.aspx.
    • (2010) [Online]
    • Systems Inc, U.E.1
  • 39
    • 85016679227 scopus 로고    scopus 로고
    • Coolant maintenance for machining operations
    • University of Minnesota. (2004). Coolant maintenance for machining operations. Fact-Sheet.
    • (2004) Fact-Sheet
  • 40
    • 84925292276 scopus 로고    scopus 로고
    • An Early Warning Monitoring System for CNC Spindle Bearing Failure
    • Clemson, SC: MS Thesis
    • Werner, A. (2011). An Early Warning Monitoring System for CNC Spindle Bearing Failure. Clemson University, Clemson, SC, MS Thesis.
    • (2011) Clemson University
    • Werner, A.1
  • 41
    • 82455219545 scopus 로고    scopus 로고
    • Werner, A., Mehta, P., Mears, L. (2011). Development of a condition based maintenance program for a CNC machine: Part 1–signal acquisition, processing, and network communication. In Proceedings of the ASME 2011 International Manufacturing Science & Engineering Conference. Corvallis, OR
    • Werner, A., Mehta, P., Mears, L. (2011). Development of a condition based maintenance program for a CNC machine: Part 1–signal acquisition, processing, and network communication. In Proceedings of the ASME 2011 International Manufacturing Science & Engineering Conference. Corvallis, OR.
  • 42
    • 60349108574 scopus 로고    scopus 로고
    • Introduction to Bayesian methods and decision theory. In Maching learning techniques for multimedia, ch. 1
    • Wilson, S. P., Dahyot, R., Cunningham, P. (2008). Introduction to Bayesian methods and decision theory. In Maching learning techniques for multimedia, ch. 1. Springer, Berlin, pp. 3–19.
    • (2008) Springer, Berlin , pp. 3-19
    • Wilson, S.P.1    Dahyot, R.2    Cunningham, P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.