TY - JOUR
T1 - Change Point Detection For FOGs Scale Factor Test Data Using Pruned Exact Linear Time (PELT) Algorithm
AU - Liu, Shuo
AU - Jin, Jing
AU - Liu, Shilong
AU - Li, Tiezhi
AU - Liu, Chang
AU - Zhao, Yafei
AU - Li, Yong
AU - Song, Ningfang
N1 - Publisher Copyright:
© 1963-2012 IEEE.
PY - 2025
Y1 - 2025
N2 - With the increasing demand for batch testing of fiber optic gyroscopes (FOGs) scale factor, accurate and low-complexity change point detection methods are essential for identifying state transient transitions and extracting rotation rate information. In this article, we propose a method for detecting change points in the scale factor test data of FOGs based on the pruned exact linear time (PELT) algorithm. Simulations and experiments have demonstrated its superiority in processing scale factor data. Compared with other change point detection methods, this approach exhibits the lowest time complexity while ensuring accurate detection, showing its effectiveness in large-scale testing. Besides, the proposed method can be extended to process data from other gyroscopes with similar characteristics.
AB - With the increasing demand for batch testing of fiber optic gyroscopes (FOGs) scale factor, accurate and low-complexity change point detection methods are essential for identifying state transient transitions and extracting rotation rate information. In this article, we propose a method for detecting change points in the scale factor test data of FOGs based on the pruned exact linear time (PELT) algorithm. Simulations and experiments have demonstrated its superiority in processing scale factor data. Compared with other change point detection methods, this approach exhibits the lowest time complexity while ensuring accurate detection, showing its effectiveness in large-scale testing. Besides, the proposed method can be extended to process data from other gyroscopes with similar characteristics.
KW - Change point detection
KW - dynamic programming
KW - fiber optic gyroscope (FOG)
KW - pruned exact linear time (PELT)
KW - scale factor testing
UR - https://www.scopus.com/pages/publications/105011162537
U2 - 10.1109/TIM.2025.3588940
DO - 10.1109/TIM.2025.3588940
M3 - 文章
AN - SCOPUS:105011162537
SN - 0018-9456
VL - 74
JO - IEEE Transactions on Instrumentation and Measurement
JF - IEEE Transactions on Instrumentation and Measurement
M1 - 9527108
ER -