4.7 Article

Monitoring of cane sugar crystallization process by multiscale time-series analysis

期刊

CHAOS SOLITONS & FRACTALS
卷 156, 期 -, 页码 -

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PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.chaos.2022.111848

关键词

Cane-sugar crystallization; Multiple operating conditions; Multiscale analysis; Time series analysis; Indirect monitoring

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This study proposes a method for indirect monitoring of cane sugar crystallization using multiscale analysis of temperature, pH, and torque time series. The results suggest that multiscale time series analysis has the potential for low-cost online monitoring of cane sugar crystallization.
This work presents a proposal for the indirect monitoring of cane sugar crystallization using the multiscale analysis of temperature, pH, and torque time series. The time series were obtained at different crystallizer operating conditions; an experimental design considering four cooling profiles and three seed sizes was performed. Three multiscale methodologies (i.e., Detrended Fluctuation Analysis (DFA), R/S analysis, and Power Spectral Density (PSD)) were applied, identifying that the analyzed time series exhibit fractal behavior in three characteristic scale intervals, which suggests that the time series fluctuations may be a response to the interactions between transport phenomena inherent in the cane sugar crystallization process. By calculating the dynamic fractal dimension for the different characteristic scale intervals, correlations between the fractal dimension (FD) and the experimental measures of the key variables were identified, i.e., average crystal size,% volume, and formed mass crystal with FD calculated by temperature, pH, and torque time-series, respectively. Temperature, pH, and torque measurements are inexpensive, easy to implement, and can be obtained in real-time. The results suggest that multiscale time series analysis captured during the cane sugar crystallization has a high potential for indirect online monitoring with low economic and computational costs. (c) 2022 Elsevier Ltd. All rights reserved.

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