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US 10,379,133 B2Granted
Speed estimation systems
AssigneeSimmonds Precision Products, Inc.
InventorsLei Liu, Kyle M. Bruce
Life of this patent
Estimating the term…
Abstract
A method for estimating rotational speed of a system includes receiving vibrational data from a sensor, estimating a speed from the vibrational data to create estimated speed data, and filtering the estimated speed data through an adaptively weighted filter to minimize incorrect speed estimation.
Claims5
A method for estimating rotational speed of a system, comprising:
- receiving vibrational data from a sensor;
- estimating a speed from the vibrational data to create estimated speed data;
- and
- filtering the estimated speed data through an adaptively weighted filter to minimize incorrect speed estimation, wherein filtering the estimated speed data through the adaptively weighted filter includes filtering the estimated speed data through a Kalman filter having an adaptive weight,
- wherein filtering the estimated speed data through the Kalman filter having an adaptive weight includes:
- filtering the estimated speed data through the Kalman filter which includes a Kalman gain Kk, wherein
- K
- k
- =
- P
- k
- -
- P
- k
- -
- +
- wR
- ,
- wherein P− is an a priori prediction error covariance, R is a covariance matrix of measurement noises, and w is the adaptive weight;
- and
- using a test statistic to measure the deviation of current estimation from previous estimations to enforce continuity in time domain, wherein using the test statistic includes determining errors between speed estimation and at least one of a speed prediction, a standard score, or a Mahalanobis distance to determine an estimation correctness and to modify the adaptive weight w if incorrect estimation is determined.
18 more elements
A speed estimation system for a rotational system, comprising:
- a vibrational sensor configured to output vibrational signals;
- a speed estimation module operatively connected to the vibrational sensor to receive the vibrational signals and output estimated speed data based on the vibrational signals;
- and
- adaptively weighted filter module configured to receive the estimated speed data and configured to output filtered estimated speed data, wherein the adaptively weighted filter module includes a Kalman filter having an adaptive weight, wherein the Kalman filter includes a Kalman gain Kk,
- wherein
- K
- k
- =
- P
- k
- -
- P
- k
- -
- +
- wR
- ,
- wherein P− is an a priori prediction error covariance, R is a covariance matrix of measurement noises, and w is the adaptive weight,
- wherein the adaptively weighted filter module is configured to use a test statistic to measure the deviation of current estimation from previous estimations to enforce continuity in time domain such that the adaptively weighted filter module is configured to determine errors between speed estimation and at least one of a speed prediction, a standard score, or a Mahalanobis distance to determine an estimation correctness and to modify the adaptive weight w if incorrect estimation is determined.
16 more elements
Dependencies are inferred from the claim text.