Apparatus and method for automation of imaging and dynamic signal analyses
First Claim
1. A method for inspecting equipment, the method comprising,storing in a portable instrument (a) application instructions for receiving, storing and analyzing focal plane array imaging sensor data to derive at least one imagery indication of equipment health, (b) application instructions for receiving, storing, and analyzing dynamic sensor data to derive at least one dynamic indication of equipment health wherein the analyzing dynamic sensor data includes one or more analyzing techniques selected from the following group:
- Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
while on a route or survey, receiving and storing focal plane array imaging sensor data and dynamic sensor data at approximately the same time in the portable instrument using at least a portion of the application instructions;
deriving at least one imagery indication of equipment health comprising thermographic image data from the imaging sensor data using at least a portion of the application instructions;
deriving at least one dynamic indication of equipment health comprising an ultrasonic dB value from the dynamic sensor data using at least the dynamic signal analysis portion of the application instructions, wherein the at least one imagery indication of equipment health and the at least one dynamic indication of equipment health are derived from the imaging sensor data and the dynamic sensor data that were acquired at approximately the same time; and
correlating the thermographic image data with the ultrasonic dB value to assess performance of a valve.
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Accused Products
Abstract
A method and apparatus for inspecting equipment using focal plane array imaging sensor data and dynamic sensor data. Methods involve capturing focal plane array imaging sensor data using a focal plane array imaging sensor such as an infrared camera or a visible camera, or acquiring imaging sensor data from an electronic data storage source, and involve capturing dynamic sensor data, such as vibration or ultrasonic data using a dynamic sensor such as an accelerometer or ultrasound system. Methods also provide for analyzing imaging and dynamic sensor data using such techniques as thermography and fast fourier transformation. Apparatuses include a portable instrument with sensor interfaces for collecting imaging sensor data and dynamic sensor data. A sensor suite is provided that includes vibration sensor, sonic sensors, ultrasonic sensors, oil sensors, flux sensors and current sensors. A base station is included to collect and analyze data from one or more portable instruments.
90 Citations
22 Claims
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1. A method for inspecting equipment, the method comprising,
storing in a portable instrument (a) application instructions for receiving, storing and analyzing focal plane array imaging sensor data to derive at least one imagery indication of equipment health, (b) application instructions for receiving, storing, and analyzing dynamic sensor data to derive at least one dynamic indication of equipment health wherein the analyzing dynamic sensor data includes one or more analyzing techniques selected from the following group: - Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
while on a route or survey, receiving and storing focal plane array imaging sensor data and dynamic sensor data at approximately the same time in the portable instrument using at least a portion of the application instructions; deriving at least one imagery indication of equipment health comprising thermographic image data from the imaging sensor data using at least a portion of the application instructions; deriving at least one dynamic indication of equipment health comprising an ultrasonic dB value from the dynamic sensor data using at least the dynamic signal analysis portion of the application instructions, wherein the at least one imagery indication of equipment health and the at least one dynamic indication of equipment health are derived from the imaging sensor data and the dynamic sensor data that were acquired at approximately the same time; and correlating the thermographic image data with the ultrasonic dB value to assess performance of a valve. - View Dependent Claims (2, 3)
- Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
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4. A method for inspecting equipment, the method comprising,
storing in a portable instrument (a) application instructions for receiving, storing and analyzing focal plane array imaging sensor data to derive at least one imagery indication of equipment health, and (b) application instructions for receiving, storing, and analyzing dynamic sensor data to derive at least one dynamic indication of equipment health wherein the analyzing dynamic sensor data includes one or more analyzing techniques selected from the following group: - Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
while on a route or survey, receiving and storing focal plane array imaging sensor data and dynamic sensor data in the portable instrument using at least a portion of the application instructions; deriving at least one imagery indication of equipment health comprising a thermal indication from the imaging sensor data using at least a portion of the application instructions; deriving at least one dynamic indication of equipment health from the dynamic sensor data using at least the dynamic signal analysis portion of the application instructions; and while on the route or survey, isolating a fault from a normal condition using both the imagery indication and the dynamic sensor indication to conclude whether the thermal indication likely indicates a normal condition or an abnormal condition.
- Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
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5. A method for inspecting equipment, the method comprising,
storing in a portable instrument (a) application instructions for receiving, storing and analyzing focal plane array imaging sensor data to derive at least one imagery indication of equipment health, (b) application instructions for receiving, storing, and analyzing dynamic sensor data to derive at least one dynamic indication of equipment health wherein the analyzing dynamic sensor data includes one or more analyzing techniques selected from the following group: - Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
while on a route or survey, receiving and storing focal plane array imaging sensor data and dynamic sensor data at approximately the same time in the portable instrument using at least a portion of the application instructions; deriving at least one imagery indication of equipment health comprising an infrared image showing relatively hot coupling from the imaging sensor data using at least a portion of the application instructions; deriving at least one dynamic indication of equipment health comprising vibration analysis from the dynamic sensor data using at least the dynamic signal analysis portion of the application instructions, wherein the at least one imagery indication of equipment health and the at least one dynamic indication of equipment health are derived from the imaging sensor data and the dynamic sensor data that were acquired at approximately the same time; and correlating the infrared image showing relatively hot coupling with vibration analysis results to assess hardware misalignment. - View Dependent Claims (6, 7)
- Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
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8. A method for inspecting equipment, the method comprising,
storing in a portable instrument (a) application instructions for receiving, storing and analyzing focal plane array imaging sensor data to derive at least one imagery indication of equipment health, (b) application instructions for receiving, storing, and analyzing dynamic sensor data to derive at least one dynamic indication of equipment health wherein the analyzing dynamic sensor data includes one or more analyzing techniques selected from the following group: - Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
while on a route or survey, receiving and storing focal plane array imaging sensor data and dynamic sensor data at approximately the same time in the portable instrument using at least a portion of the application instructions; deriving at least one imagery indication of equipment health comprising delta-temperature data from the imaging sensor data using at least a portion of the application instructions; deriving at least one dynamic indication of equipment health comprising heterodyned ultrasonic sounds from the dynamic sensor data using at least the dynamic signal analysis portion of the application instructions, wherein the at least one imagery indication of equipment health and the at least one dynamic indication of equipment health are derived from the imaging sensor data and the dynamic sensor data that were acquired at approximately the same time; and correlating the delta-temperature data with the heterodyned ultrasonic sounds to assess a power line insulator connection. - View Dependent Claims (9, 10)
- Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
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11. A method for inspecting equipment, the method comprising,
storing in a portable instrument (a) application instructions for receiving, storing and analyzing focal plane array imaging sensor data to derive at least one imagery indication of equipment health, (b) application instructions for receiving, storing, and analyzing dynamic sensor data to derive at least one dynamic indication of equipment health wherein the analyzing dynamic sensor data includes one or more analyzing techniques selected from the following group: - Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
while on a route or survey, receiving and storing focal plane array imaging sensor data and dynamic sensor data at approximately the same time in the portable instrument using at least a portion of the application instructions; deriving at least one imagery indication of equipment health comprising a bore scope image from the imaging sensor data using at least a portion of the application instructions; deriving at least one dynamic indication of equipment health comprising a vibration spectrum from the dynamic sensor data using at least the dynamic signal analysis portion of the application instructions, wherein the at least one imagery indication of equipment health and the at least one dynamic indication of equipment health are derived from the imaging sensor data and the dynamic sensor data that were acquired at approximately the same time; and correlating the bore scope image with the vibration spectrum to characterize gear or bearing components. - View Dependent Claims (12, 13)
- Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
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14. A method for inspecting equipment, the method comprising,
storing in a portable instrument (a) application instructions for receiving, storing and analyzing focal plane array imaging sensor data to derive at least one imagery indication of equipment health, (b) application instructions for receiving, storing, and analyzing dynamic sensor data to derive at least one dynamic indication of equipment health wherein the analyzing dynamic sensor data includes one or more analyzing techniques selected from the following group: - Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
while on a route or survey, receiving and storing focal plane array imaging sensor data and dynamic sensor data at approximately the same time in the portable instrument using at least a portion of the application instructions; deriving at least one imagery indication of equipment health comprising image data from the imaging sensor data using at least a portion of the application instructions; deriving at least one dynamic indication of equipment health comprising vibration data from the dynamic sensor data using at least the dynamic signal analysis portion of the application instructions, wherein the at least one imagery indication of equipment health and the at least one dynamic indication of equipment health are derived from the imaging sensor data and the dynamic sensor data that were acquired at approximately the same time; and correlating image and vibration data before and after thermal growth to evaluate misalignment. - View Dependent Claims (15, 16)
- Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
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17. A method for inspecting equipment, the method comprising,
storing in a portable instrument (a) application instructions for receiving, storing and analyzing focal plane array imaging sensor data to derive at least one imagery indication of equipment health, (b) application instructions for receiving, storing, and analyzing dynamic sensor data to derive at least one dynamic indication of equipment health wherein the analyzing dynamic sensor data includes one or more analyzing techniques selected from the following group: - Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
while on a route or survey, receiving and storing focal plane array imaging sensor data and dynamic sensor data at approximately the same time in the portable instrument using at least a portion of the application instructions; deriving at least one imagery indication of equipment health comprising a thermographic image from the imaging sensor data using at least a portion of the application instructions; deriving at least one dynamic indication of equipment health comprising ultrasonic leak detection from the dynamic sensor data using at least the dynamic signal analysis portion of the application instructions, wherein the at least one imagery indication of equipment health and the at least one dynamic indication of equipment health are derived from the imaging sensor data and the dynamic sensor data that were acquired at approximately the same time; and correlating the ultrasonic leak detection with the thermographic image to assess a system containing compressed or heated gas. - View Dependent Claims (18, 19)
- Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
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20. A method for inspecting equipment, the method comprising,
storing in a portable instrument (a) application instructions for receiving, storing and analyzing focal plane array imaging sensor data to derive at least one imagery indication of equipment health, (b) application instructions for receiving, storing, and analyzing dynamic sensor data to derive at least one dynamic indication of equipment health wherein the analyzing dynamic sensor data includes one or more analyzing techniques selected from the following group: - Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
while on a route or survey, receiving and storing focal plane array imaging sensor data and dynamic sensor data at approximately the same time in the portable instrument using at least a portion of the application instructions; deriving at least one imagery indication of equipment health comprising a relatively hot location on a thermogram from the imaging sensor data using at least a portion of the application instructions; deriving at least one dynamic indication of equipment health comprising an ultrasonic signature from the dynamic sensor data using at least the dynamic signal analysis portion of the application instructions, wherein the at least one imagery indication of equipment health and the at least one dynamic indication of equipment health are derived from the imaging sensor data and the dynamic sensor data that were acquired at approximately the same time; and correlating the imagery indication of equipment health with the dynamic indication of equipment health to verify that the infrared indication of equipment health indicates heating caused by friction. - View Dependent Claims (21, 22)
- Fast Fourier Transform (FFT) vibration analysis, waveform vibration analysis, spectral vibration analysis, stress wave analysis, transient analysis, sonic analysis, ultrasonic analysis, FFT flux analysis, and FFT current analysis, and (c) application instructions for correlating at least one imagery indication of equipment health with at least one dynamic indication of equipment health;
Specification