FAILURE PREDICTION APPARATUS FOR ELECTRIC DEVICE AND FAILURE PREDICTION METHOD USING THE SAME
First Claim
1. A failure prediction method using a failure prediction apparatus, comprising:
- receiving time-series data about measured performance parameters from a device under test;
encoding the time-series data with a plurality of symbols corresponding to a predetermined range;
calculating a transition probabilities between the symbols of the encoded time-series data, and generating a transition matrix according to the transition probabilities;
calculating an abnormal indicator, which is a difference between the transition matrix and a pre-stored database, and an increased value of the abnormal indicator; and
comparing the increased value of the abnormal indicator and a predetermined threshold value, and if the increased value of the abnormal indicator is greater than the predetermined threshold value, predicting that failure of the device under test is to occur.
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Abstract
Provided is a failure prediction method using a failure prediction apparatus, including: receiving time-series data about measured performance parameters from a device under test; encoding the time-series data with a plurality of symbols corresponding to a predetermined range; calculating a transition probabilities between the symbols of the encoded time-series data, and generating a transition matrix according to the transition probabilities; calculating an abnormal indicator, which is a difference between the transition matrix and a pre-stored database, and an increased value of the abnormal indicator; and comparing the increased value of the abnormal indicator and a predetermined threshold value, and if the increased value of the abnormal indicator is greater than the predetermined threshold value, predicting that failure of the device under test is to occur.
10 Citations
10 Claims
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1. A failure prediction method using a failure prediction apparatus, comprising:
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receiving time-series data about measured performance parameters from a device under test; encoding the time-series data with a plurality of symbols corresponding to a predetermined range; calculating a transition probabilities between the symbols of the encoded time-series data, and generating a transition matrix according to the transition probabilities; calculating an abnormal indicator, which is a difference between the transition matrix and a pre-stored database, and an increased value of the abnormal indicator; and comparing the increased value of the abnormal indicator and a predetermined threshold value, and if the increased value of the abnormal indicator is greater than the predetermined threshold value, predicting that failure of the device under test is to occur. - View Dependent Claims (2, 3, 4, 5)
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6. A failure prediction apparatus, comprising:
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an input unit configured to receive time-series data about measured performance parameters from a device under test; an encoding unit configured to encode the time-series data with a plurality of symbols corresponding to a predetermined range; a generating unit configured to calculate transition probabilities between the symbols of the encoded time-series data and generate a transition matrix according to the transition probabilities; a calculating unit configured to calculate an abnormal indicator, which is a difference between the transition matrix and a pre-stored database, and an increased value of the abnormal indicator; and a predicting unit configured to compare the increased value of the abnormal indicator and a predetermined threshold value, and if the increased value of the abnormal indicator is greater than the predetermined threshold value, predict that failure of the device under test is to occur. - View Dependent Claims (7, 8, 9, 10)
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Specification