joelpaulson/DYCOPS22_ML_MPC_Workshop

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joelpaulson/DYCOPS22_ML_MPC_Workshop

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Code associated with the DYCOPS 2022 Workshop on Exploiting Machine Learning Methods for Approximation and Design of Model Predictive Control

ADCHEM_ML_MPC_Workshop_2021

Code associated with the ADCHEM 2021 Workshop on Machine Learning and Model Predictive Control

Sargent_Centre_BO_Summer_School_2024

This repository contains the code and slides associated with the Sargent Centre PSE Summer School on Bayesian Optimization held in September 2024.

Jupyter Notebook

Great_Lakes_PSE_Workshop_2023

Code and slides associated with Great Lakes PSE Student Workshop held in April 2023

Jupyter Notebook

LCSS_DataDrivenScenarioOptimization

This is the code used to generate the results in a recent paper titled "Data-Driven Scenario Optimization for Automated Controller Tuning with Probabilistic Performance Guarantees"

COBALT

Constrained Bayesian Optimization of Computationally Expensive Grey-Box (Hybrid First-Principles and Data-Driven) Models

nsPCE