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Batch Trajectory Synchronization with Robust Derivative Dynamic Time Warping

delete2013-03-01
delete15
PRE
AI
Y
Yang Zhang
卢波 cover
卢波 (Bo Lu)
T
Thomas F. Edgar *
DOI:10.1021/ie303310cdelete
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Abstract

Abstract

En 中文
The issue of dynamic batch profile synchronization is addressed. By converting synchronization into a dynamic optimization problem, dynamic time warping (DTW) and derivative DTW:(DDTW) show the best performance by far. To deal With the singularity point and numerical derivative estimation problems Of DTW and DDTW in the presence of noise, a robust DDTW algorithm is proposed by combining the Savitzky-Golay filter and DDTW algorithm together. A comparative analysis of robust DDTW and available methods is performed on simulated and real chemical plant data.
Keywords:
PRINCIPAL COMPONENT ANALYSIS
STATISTICAL PROCESS-CONTROL
DIFFERENTIATION

Journal

I
Industrial and Engineering Chemistry Research
IF:
3.9
Papers:
4.0W
Citations:
9.6W

Organization

U
university of texas system
Scholars:
18.5W
Papers: 15.6W
Citations: 210
E
exxon mobil corporation
Scholars:
1.3K
Papers: 973
Citations: 0