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

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

25 January 2022

Alexander Thebelt

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

10 / 10 papers shown

Title
Efficient Training of Physics-enhanced Neural ODEs via Direct Collocation and Nonlinear Programming Linus Langenkamp Philip Hannebohm Bernhard Bachmann 36 0 0 06 May 2025
Training Neural ODEs Using Fully Discretized Simultaneous Optimization Mariia Shapovalova Calvin Tsay 29 2 0 24 Feb 2025
System-Aware Neural ODE Processes for Few-Shot Bayesian Optimization Jixiang Qing Becky D Langdon Robert M. Lee B. Shafei Mark van der Wilk Calvin Tsay Ruth Misener 32 1 0 04 Jun 2024
Transition Constrained Bayesian Optimization via Markov Decision Processes Jose Pablo Folch Calvin Tsay Robert M. Lee B. Shafei Weronika Ormaniec Andreas Krause Mark van der Wilk Ruth Misener Mojmír Mutný 54 3 0 13 Feb 2024
A Hybrid Approach of Transfer Learning and Physics-Informed Modeling: Improving Dissolved Oxygen Concentration Prediction in an Industrial Wastewater Treatment Plant Ece S. Koksal Erdal Aydin PINN AI4CE 23 0 0 20 Jan 2024
Physics Informed Piecewise Linear Neural Networks for Process Optimization Ece S. Koksal E. Aydın PINN 22 11 0 02 Feb 2023
Combining Multi-Fidelity Modelling and Asynchronous Batch Bayesian Optimization Jose Pablo Folch Robert M. Lee B. Shafei David Walz Calvin Tsay Mark van der Wilk Ruth Misener 36 23 0 11 Nov 2022
Tree ensemble kernels for Bayesian optimization with known constraints over mixed-feature spaces Alexander Thebelt Calvin Tsay Robert M. Lee Nathan Sudermann-Merx David Walz B. Shafei Ruth Misener UQCV BDL 35 10 0 02 Jul 2022
OMLT: Optimization & Machine Learning Toolkit Francesco Ceccon Jordan Jalving Joshua Haddad Alexander Thebelt Calvin Tsay C. Laird Ruth Misener 34 69 0 04 Feb 2022
SnAKe: Bayesian Optimization with Pathwise Exploration Jose Pablo Folch Shiqiang Zhang Robert M. Lee B. Shafei David Walz Calvin Tsay Mark van der Wilk Ruth Misener 25 19 0 31 Jan 2022