Vibration engine monitoring neural network object monitoring
First Claim
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1. A method of monitoring vibration of an engine, the method comprising:
- sensing a pattern of vibration of an engine;
determining whether magnitude of the vibration exceeds a predetermined threshold;
analyzing the pattern of vibration when the magnitude of the vibration exceeds the predetermined threshold; and
determining a cause of excessive vibration based upon analysis of the pattern of vibration.
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Abstract
The present invention provides an aircraft engine vibration system that provides information about engine health. Embodiments of the present invention monitor for excessive vibration, monitor for bird strike, monitor for ice build up on the fan section, and monitor general engine health. An embodiment of the present invention utilizes neural network architecture for the detection of excessive vibration and ice detection build-up on the fan section of a turbo-fan engine and to monitor engine health through the high-pressure turbine section of the engine.
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Citations
71 Claims
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1. A method of monitoring vibration of an engine, the method comprising:
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sensing a pattern of vibration of an engine; determining whether magnitude of the vibration exceeds a predetermined threshold; analyzing the pattern of vibration when the magnitude of the vibration exceeds the predetermined threshold; and determining a cause of excessive vibration based upon analysis of the pattern of vibration. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17)
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18. A system for monitoring vibration of an engine, the system comprising:
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a plurality of accelerometers configured to sense a pattern of vibration of an engine; and a neural network configured to receive a pattern of outputs from the plurality of accelerometers, the neural network including; a first component configured to determine whether magnitude of the vibration exceeds a predetermined threshold; a second component configured to analyze the pattern of vibration when the vibration exceeds the predetermined threshold; and a third component configured to determine a cause of the excessive vibration based upon analysis of the pattern of vibration. - View Dependent Claims (19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32)
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33. An engine comprising:
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a shaft having a first end and a second end; a fan section coupled to the shaft toward the first end; an engine core coupled to the shaft toward the second end; and a system for monitoring vibration of the engine, the system including; a plurality of accelerometers configured to sense a pattern of vibration of an engine; and a neural network configured to receive a pattern of outputs from the plurality of accelerometers, the neural network including; a first component configured to determine whether magnitude of the vibration exceeds a predetermined threshold; a second component configured to analyze the pattern of vibration when the vibration exceeds the predetermined threshold; and a third component configured to determine a cause of the excessive vibration based upon analysis of the pattern of vibration. - View Dependent Claims (34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47)
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48. An aircraft comprising:
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a fuselage; a pair of wings; and at least one engine including; a shaft having a first end and a second end; a fan section coupled to the shaft toward the first end; an engine core coupled to the shaft toward the second end; and a system for monitoring vibration of the engine, the system including; a plurality of accelerometers configured to sense a pattern of vibration of an engine; and a neural network configured to receive a pattern of outputs from the plurality of accelerometers, the neural network including; a first component configured to determine whether magnitude of the vibration exceeds a predetermined threshold; a second component configured to analyze the pattern of vibration when the vibration exceeds the predetermined threshold; and a third component configured to determine a cause of the excessive vibration based upon analysis of the pattern of vibration. - View Dependent Claims (49, 50, 51, 52, 53, 54)
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55. A computer software program product comprising:
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first computer program code means for determining whether magnitude of a sensed pattern of vibration of an engine exceeds a predetermined threshold; second computer program code means for analyzing the pattern of vibration when the magnitude of the vibration exceeds the predetermined threshold; and third computer program code means for determining a cause of excessive vibration based upon analysis of the pattern of vibration. - View Dependent Claims (56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71)
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Specification