Machine fault diagnostics system and method

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United States of America Patent

PATENT NO 5566092
SERIAL NO

08176482

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Abstract

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The invention provides a machine fault diagnostic system to help ensure effective equipment maintenance. The major technique used for fault diagnostics is a fault diagnostic network (FDN) which is based on a modified ARTMAP neural network architecture. A hypothesis and test procedure based on fuzzy logic and physical bearing models is disclosed to operate with the FDN for detecting faults that cannot be recognized by the FDN and for analyzing complex machine conditions. The procedure described herein is able to provide accurate fault diagnosis for both one and multiple-fault conditions. Furthermore, a transputer-based parallel processing technique is used in which the FDN is implemented on a network of four T800-25 transputers.

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Patent Owner(s)

Patent OwnerAddress
CATERPILLAR INC100 NE ADAMS STREET PEORIA IL 61629-9510

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Huang, Hsin-Hao Kaohsiung, TW 25 486
Knapp, Gerald M Baton Rouge, LA 2 455
Lin, Chang-Ching Tallahassee, FL 23 794
Lin, Shui-Shun Tallahassee, FL 3 463
Spoerre, Julie K Tallahassee, FL 2 738
Wang, Hsu-Pin Tallahassee, FL 8 818

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  • 433 Citation Count
  • G01B Class
  • 98.81 % this patent is cited more than
  • 29 Age
Citation count rangeNumber of patents cited in rangeNumber of patents cited in various citation count ranges112007030112412401 - 1011 - 2021 - 3031 - 4041 - 5051 - 6081 - 9091 - 100100 +0102030405060708090100110120130140150160170180190200210

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