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Neural network based analysis system for vibration analysis and condition monitoring 원문보기

IPC분류정보
국가/구분 United States(US) Patent 등록
국제특허분류(IPC7판)
  • G06N-003/02
출원번호 US-0204334 (1998-12-02)
발명자 / 주소
  • Harrison Gregory A.
출원인 / 주소
  • Lockheed Martin Corporation
대리인 / 주소
    Rockey, Milnamow & Katz, Ltd.
인용정보 피인용 횟수 : 41  인용 특허 : 18

초록

A system and a method for tracking long term performance of a vibrating body such as a gas turbine, includes a vibration sensor who time domain outputs are transformed to the frequency domain, using a fast Fourier transform processing. Frequency domain outputs are provided as inputs to a fuzzy adapt

대표청구항

[ What is claimed:] [1.]1. A vibration analysis system for monitoring an operating device comprising:at least one vibration sensor;transform circuitry, coupled to the sensors, for transforming sensor outputs to frequency spectrum information;a fuzzy adaptive resonance-type neural network for receipt

이 특허에 인용된 특허 (18)

  1. Pal Chinmoy (Yokohama JPX) Hagiwara Ichiro (Kamakura JPX), Active control system.
  2. Hernandez Walter C. (Potomac MD) Vosburgh Frederick (Vienna VA), Apparatus and method for analyzing the condition and performance of turbomachines by processing signals representing rot.
  3. Viltro L. John (Hamilton OH) Weirich David M. (Cincinnati OH), Apparatus for continuously stretching or continuously releasing stretching forces from a web using two pairs of opposing.
  4. Damiano Brian (Knoxville TN) Wood Richard T. (Knoxville TN), Automated method for the systematic interpretation of resonance peaks in spectrum data.
  5. Grichnik Anthony J., Component machine testing using neural network processed vibration data analysis.
  6. Bednar Fred H. (Pittsburgh PA), Diagnostic system responsive to learned audio signatures.
  7. Whitehouse Harper J. (San Diego CA) Boashash Boualem (Quunsland ATX), High-resolution technique for time-frequency signal analysis using modified wigner-ville analysis.
  8. Greene David A. (San Jose CA) Greene Rosemary A. (San Jose CA) Gaubatz Donald C. (Cupertino CA), Integrated acoustic leak detection processing system.
  9. Wang Hsu-Pin (Tallahassee FL) Huang Hsin-Hao (Kaohsiung TWX) Knapp Gerald M. (Baton Rouge LA) Lin Chang-Ching (Tallahassee FL) Lin Shui-Shun (Tallahassee FL) Spoerre Julie K. (Tallahassee FL), Machine fault diagnostics system and method.
  10. Oian Shie (Austin TX) Chen Dapang (Austin TX), Method and apparatus for time varying spectrum analysis.
  11. Mol Hendrik Anne (Sleeuwijk NLX) Van Nijen Gerrit Cornelis (Maurik NLX), Method for analysing regularly recurring mechanical vibrations.
  12. Ogi Hiromi (Tokyo JPX) Tanaka Hideo (Tokyo JPX) Akimoto Yoshiakira (Tokyo JPX) Izui Yoshio (Hyogo JPX), Monitoring diagnostic apparatus using neural network.
  13. Vilim Richard B. ; Gross Kenneth C. ; Wegerich Stephan W., Neural network based system for equipment surveillance.
  14. Matsumoto Hiroshi (Ibaraki JPX) Nomura Masahide (Hitachi JPX) Shimoda Makoto (Katsuta JPX) Saito Tadayoshi (Ohta JPX) Yokoyama Hiroshi (Hitachi JPX) Baba Kenji (Hitachi JPX) Kawakami Junzo (Mito JPX), Neural network state diagnostic system for equipment.
  15. Bozich Daniel J. (San Diego CA) MacKay H. Bruce (San Diego CA) Eggert Jay A. (San Diego CA) Muenchau Ernest E. (Vista CA), Neurocontrolled adaptive process control system.
  16. Huang Hsin-Hao (Kaohsiung TWX) Lin Shui-Shun (Tallahassee FL) Knapp Gerald M. (Baton Rouge LA) Wang Hsu-Pin (Tallahassee FL), Supervised training of a neural network.
  17. Tong David W. (Scotia NY) Martin Kenneth M. (Clifton Park NY) Carmichael Jerry H. (Westchester OH) Diei Edward N. (Cincinnati OH), System and method including neural net for tool break detection.
  18. Kawasaki Shuichi (Nagoya JPX), Vibration detection and reduction system and vibration sensors for use in micro-gravity environment.

이 특허를 인용한 특허 (41)

  1. Stoutenburg, Donn V.; Xu, Ming, Adaptive high frequency energy detection.
  2. Shie Qian ; Hui Shao CN; Wei Jin CN, Analyzing signals generated by rotating machines using an order mask to select desired order components of the signals.
  3. Sabol, Stephen M.; Subramanian, Ramesh; Kulkarni, Anand A., Apparatus and method of detecting wear in an abradable coating system.
  4. Asatsu, Seiichi; Murakami, Masanori; Okazaki, Mitsuyoshi, Apparatus and method of diagnosing machinery damage factor.
  5. Mitchell, David J.; Kulkarni, Anand A.; Subramanian, Ramesh, Apparatus and method of monitoring operating parameters of a gas turbine.
  6. Sabol, Stephen M.; Subramanian, Ramesh; Kulkarni, Anand A., Apparatus and method of monitoring operating parameters of a gas turbine.
  7. Rasmussen,S첩ren A.; D첩ssing,?le, Automatic machinery fault diagnostic method and apparatus.
  8. King,Karl L.; Wang,Ziyi; Kroll,Dan J., Classification of deviations in a process.
  9. Harrison, Gregory A.; Bodkin, Michael A.; Harris, Michelle L.; Herzog, Stefan; Worden, Eric W.; Das, Sreerupa; Hall, Richard, Condition-based monitoring system for machinery and associated methods.
  10. Hunt, Stephen Richard, Data acquisition unit for remote monitoring system and method for remote monitoring.
  11. Singhal,Ashish; Seem,John E.; Muench,Mark J., Determining amplitude limits for vibration spectra.
  12. Woodall, Roger L., Dynamic memory processor.
  13. Gayme, Dennice F.; Menon, Sunil K.; Nwadiogbu, Emmanuel O.; Mukavetz, Dale W.; Ball, Charles M., Fault detection system and method using augmented data and fuzzy logic.
  14. Johnston, Robert T., Fiber optic sensor system for detecting surface wear.
  15. Eder, Johannes; Hechtenberg, Kurt Volker; Halm, Juergen, Flight sensor for electronic components for use in aircraft, method of controlling electronic components on board aircraft, and electronic component.
  16. Guerrier, Alain, Floating support or vessel equipped with a device for detecting the movement of the free surface of a body of liquid.
  17. Reddy, Suresh Baddam; Kliman, Gerald Burt; Yazici, Birsen, Gear transmission condition monitoring method and apparatus.
  18. Vrba, Joseph A.; Bouse, Kai T.; Hayzen, Anthony J., Graphics tools for interactive analysis of three-dimensional machine data.
  19. Volponi,Allan J., Hybrid gas turbine engine state variable model.
  20. Du,Hongliu, Hydraulic system health indicator.
  21. Du,Hongliu, Hydraulic system health indicator.
  22. Von Drasek, William A.; Saucedo, Victor M., Indirect gas species monitoring using tunable diode lasers.
  23. Geib, Andrew F.; Kuo, Chung Chieh; Gawecki, Martin; Tsau, EnShuo; Kang, Je Won; Scheid, Paul Raymond, MFCC and CELP to detect turbine engine faults.
  24. Carratt, Bruno; Flores, David; Jadczak, Edouard, Method and a system for monitoring vibratory phenomena that occur in an aviation gas turbine engine in operation.
  25. Wiig,Johan, Method and apparatus for diagnosing a mechanism.
  26. Ferrer,Rogelio, Method and device for detecting defects of at least one rotary wing aircraft rotor.
  27. Bechtold, Bela; Jax, Peter; Ocelik, Vojtech; Zach, Jan, Method and device for detecting the location of a pulse-type mechanical effect on a system part.
  28. Parlos, Alexander G.; Bharadwaj, Raj M., Method and system for determining induction motor speed.
  29. Klein,Renata, Method and system for diagnostics and prognostics of a mechanical system.
  30. Parlos, Alexander G; Kim, Kyusung, Method and system for early detection of incipient faults in electric motors.
  31. Harrison,Gregory A.; Turischev,Alexey, Method and system of monitoring and prognostics.
  32. Burdgick, Steven S.; Lanaud, Christophe; Makinde, Adegboyega; Lin, Wendy; Praveen, Grama; Bansal, Amitabh, Methods and apparatus for reducing stress in turbine buckets.
  33. Harrison, Gregory A.; Das, Sreerupa; Bodkin, Michael A.; Hall, Richard M.; Worden, Eric W.; Herzog, Jr., Stefan, Quantifying a condition with a neural network.
  34. Harrison, Gregory A.; Nelson, Harold W.; Hall, Ross; Ingraham, Lorie R., Root-cause analysis system and associated methods.
  35. Liu, Lei; Zakrzewski, Radoslaw, Rotational frequency estimation from sensed vibrations based on a supervised learning method.
  36. Shinde, Sachin R.; Kulkarni, Anand A.; Mitchell, David J.; Subramanian, Ramesh, Sensor for quantifying widening reduction wear on a surface.
  37. Harrison, Gregory A.; Bodkin, Michael A.; Das, Sreerupa; Hall, Richard, Systems and methods for estimating a remaining useful life of an item.
  38. Smith, Jr., George A.; Peacock, George S.; Vojtech, Jr., George L., Techniques for distributed machinery monitoring.
  39. Qian, Shie; Shao, Hui; Zhang, Nanxiong, Time varying harmonic analysis including determination of order components.
  40. Kapat,Jayanta S.; An,Linan; Bharani,Sanjeev, Ultra-high temperature micro-electro-mechanical systems (MEMS)-based sensors.
  41. Clarke,Burton R.; Allgaier,Ryan P., Vibration analysis system and method for a machine.
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