Search Results for author: Johannes Wiebe

Found 2 papers, 1 papers with code

Maximizing information from chemical engineering data sets: Applications to machine learning

no code implementations25 Jan 2022 Alexander Thebelt, Johannes Wiebe, Jan Kronqvist, Calvin Tsay, Ruth Misener

For each of these four data characteristics, we discuss applications where these data characteristics arise and show how current chemical engineering research is extending the fields of data science and machine learning to incorporate these challenges.

BIG-bench Machine Learning

Data-driven optimization of processes with degrading equipment

1 code implementation22 Oct 2018 Johannes Wiebe, Inês Cecílio, Ruth Misener

In chemical and manufacturing processes, unit failures due to equipment degradation can lead to process downtime and significant costs.

Optimization and Control

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