HybridML: Open Source Platform for Hybrid Modeling

Monitoring Parallel Robotic Cultivations with Online Multivariate Analysis

(2020) Sebastian Hans et al.   Processes

Combining machine learning and process engineering physics towards enhanced accuracy and explainability of data-driven models

(2020) Timur Bikmukhametov et al.   COMPUTERS & CHEMICAL ENGINEERING

The Potential of Hybrid Mechanistic/Data‐Driven Approaches for Reduced Dynamic Modeling: Application to Distillation Columns

(2020) Pascal Schäfer et al.   CHEMIE INGENIEUR TECHNIK

Hybrid Modeling in the Era of Smart Manufacturing

(2020) Shu Yang et al.   COMPUTERS & CHEMICAL ENGINEERING

Overview of Surrogate Modeling in Chemical Process Engineering

(2019) Kevin McBride et al.   CHEMIE INGENIEUR TECHNIK

Reduced dynamic modeling approach for rectification columns based on compartmentalization and artificial neural networks

(2019) Pascal Schäfer et al.   AICHE JOURNAL

Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

(2019) Yinhao Zhu et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Machine learning: Overview of the recent progresses and implications for the process systems engineering field

(2018) Jay H. Lee et al.   COMPUTERS & CHEMICAL ENGINEERING

The promise of artificial intelligence in chemical engineering: Is it here, finally?

(2018) Venkat Venkatasubramanian   AICHE JOURNAL

Deterministic Global Optimization with Artificial Neural Networks Embedded

(2018) Artur M. Schweidtmann et al.   JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Mean Absolute Percentage Error for regression models

(2016) Arnaud de Myttenaere et al.   NEUROCOMPUTING

Deep learning

(2015) Yann LeCun et al.   NATURE

Hybrid modeling for quality by design and PAT-benefits and challenges of applications in biopharmaceutical industry

(2014) Moritz von Stosch et al.   Biotechnology Journal

Big Data: A Survey

(2014) Min Chen et al.   MOBILE NETWORKS & APPLICATIONS

A Computational Systems Biology Software Platform for Multiscale Modeling and Simulation: Integrating Whole-Body Physiology, Disease Biology, and Molecular Reaction Networks

(2011) Thomas Eissing   Frontiers in Physiology