Project description: FlowsheetingCovers project overview, flowsheeting, data reconciliation, and the Belsim Vali tool for data validation and reconciliation in chemical processes.
Generalization in Deep LearningDelves into the trade-off between model complexity and risk, generalization bounds, and the dangers of overfitting complex function classes.
Verification and validationCovers the verification and validation process in numerical flow simulation, ensuring credibility of simulation outcomes.
Estimation CriteriaCovers criteria for estimating parameters, emphasizing the importance of consistency, bias, variance, and efficiency of estimators.
Parameter EstimationDiscusses parameter estimation, including checks, quality, distribution, and statistical properties of estimates.
