Dataset for Bayesian Calibration of a Two-Class Population Balance Equation (TCPBE) Flocculation Model: Laboratory and Field Observations

This dataset supports the development and calibration of a mechanistic flocculation–transport model based on a Two-Class Population Balance Equation (TCPBE) framework. The TCPBE explicitly simulates the dynamics of microflocs and macroflocs through aggregation and breakup processes, and is calibrated using Bayesian inference to quantify parameter uncertainty and interdependence.The dataset includes two main components:<b>Origin Project Files (.opju)</b>: This folder contains all figures presented in the manuscript, organized as Origin project files created with Origin graphing software. Each <code>.opju</code> file includes processed experimental data, model results, and the corresponding publication-quality plots—such as time series of floc size evolution, suspended sediment concentration, and posterior parameter distributions. These files can be used to reproduce or adapt the graphical outputs included in the study.<b>MATLAB Scripts for Bayesian Calibration</b>: This folder contains an example implementation of the Bayesian calibration procedure for the 0D flocculation kinetic test using the TCPBE model. The MATLAB scripts are integrated with the DREAM (DiffeRential Evolution Adaptive Metropolis) software package. The example demonstrates how the TCPBE model can be coupled with DREAM to estimate posterior distributions of model parameters based on observed floc size data.

Publication Details

Journal
Figshare
Published
2025-07-23
DOI
https://doi.org/10.6084/m9.figshare.29625659
Citations
1
Primary Topic
Coagulation and Flocculation Studies
Type
article
Field-Weighted Citation Impact
0.82
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article

Dataset for Bayesian Calibration of a Two-Class Population Balance Equation (TCPBE) Flocculation Model: Laboratory and Field Observations

1 citations
Figshare
Coagulation and Flocculation Studies
0.82
article

Dataset for Bayesian Calibration of a Two-Class Population Balance Equation (TCPBE) Flocculation Model: Laboratory and Field Observations

article en
1 citations

Abstract

This dataset supports the development and calibration of a mechanistic flocculation–transport model based on a Two-Class Population Balance Equation (TCPBE) framework. The TCPBE explicitly simulates the dynamics of microflocs and macroflocs through aggregation and breakup processes, and is calibrated using Bayesian inference to quantify parameter uncertainty and interdependence.The dataset includes two main components:<b>Origin Project Files (.opju)</b>: This folder contains all figures presented in the manuscript, organized as Origin project files created with Origin graphing software. Each <code>.opju</code> file includes processed experimental data, model results, and the corresponding publication-quality plots—such as time series of floc size evolution, suspended sediment concentration, and posterior parameter distributions. These files can be used to reproduce or adapt the graphical outputs included in the study.<b>MATLAB Scripts for Bayesian Calibration</b>: This folder contains an example implementation of the Bayesian calibration procedure for the 0D flocculation kinetic test using the TCPBE model. The MATLAB scripts are integrated with the DREAM (DiffeRential Evolution Adaptive Metropolis) software package. The example demonstrates how the TCPBE model can be coupled with DREAM to estimate posterior distributions of model parameters based on observed floc size data.

Figshare
Openalex Percentile: Top 20%
Coagulation and Flocculation Studies
0.82
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Dataset for Bayesian Calibration of a Two-Class Population Balance Equation (TCPBE) Flocculation Model: Laboratory and Field Observations · Figshare (2025) | TGRS Research Map | TGRS