• The dynamic response of complex process plants can be synthesized by a single function. derivative-based approach provides model general validity. Optimal scheduling problem computational time reduced orders magnitude. Quantitative assessment downstream dynamics impact on demand scheduling. Computational effective surrogate models meet the need DR for daily update. When assessing to solve opt...

The application of white box models in digital twins is often hindered by missing knowledge, uncertain information and computational difficulties. Our aim was to overview the difficulties challenges regarding modelling aspects twin applications explore fields where surrogate can be utilised advantageously. In this sense, paper discusses what types are suitable for different practical problems a...

This paper introduces SuSketch, a design tool for first person shooter levels. SuSketch provides the designer with gameplay predictions two competing players of specific character classes. The interface allows to work side-by-side an artificially intelligent creator and receive varied types feedback such as path information, predicted balance between in complete playthrough, or heatmap location...

The goal of this work is to generate large statistically representative data sets train machine learning models for disruption prediction provided by from few existing discharges. Such a comprehensive training database important achieve satisfying and reliable results in artificial neural network classifiers. Here, we aim robust augmentation the multivariate time series using Student $t$ proces...