A hybrid science‐guided machine learning approach for modeling chemical processes: A review

Author:

Sharma Niket1,Liu Y. A.1ORCID

Affiliation:

1. AspenTech Center of Excellence in Process System Engineering, Department of Chemical Engineering Virginia Polytechnic Institute and State University Blacksburg Virginia USA

Publisher

Wiley

Subject

General Chemical Engineering,Environmental Engineering,Biotechnology

Reference128 articles.

1. Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

2. WillardJ JiaX XuS SteinbachM KumarV.Integrating physics‐based modeling with machine learning: A survey. arXiv preprint arXiv:2003.04919; 2020.

3. PhyNet: Physics Guided Neural Networks for Particle Drag Force Prediction in Assembly

4. BodeM GaudingM LianZ et al.Using physics‐informed super‐resolution generative adversarial networks for subgrid modeling in turbulent reactive flows. arXiv preprint arXiv:1911.11380;2019.

5. SchüttKT KindermansPJ SaucedaHE ChmielaS TkatchenkoA MüllerKR.Schnet: a continuous‐filter convolutional neural network for modeling quantum interactions. arXiv preprint arXiv:1706.08566;2017.

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