Multi-Objective Constrained Optimization for Energy Applications via
Tree Ensembles

Multi-Objective Constrained Optimization for Energy Applications via Tree Ensembles

4 November 2021

Alexander Thebelt

Nathan Sudermann-Merx

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Papers citing "Multi-Objective Constrained Optimization for Energy Applications via Tree Ensembles"

12 / 12 papers shown

Title
BARK: A Fully Bayesian Tree Kernel for Black-box Optimization Toby Boyne Jose Pablo Folch Robert M. Lee B. Shafei Ruth Misener GP 140 2 0 07 Mar 2025
Deterministic Global Optimization of the Acquisition Function in Bayesian Optimization: To Do or Not To Do? Anastasia S. Georgiou Daniel Jungen Luise F. Kaven Verena Hunstig Constantine Frangakis Ioannis G. Kevrekidis Alexander Mitsos 76 0 0 05 Mar 2025
EARL-BO: Reinforcement Learning for Multi-Step Lookahead, High-Dimensional Bayesian Optimization Mujin Cheon Jay H. Lee Dong-Yeun Koh Calvin Tsay 64 0 0 31 Oct 2024
Global Optimization of Gaussian Process Acquisition Functions Using a Piecewise-Linear Kernel Approximation Yilin Xie Shiqiang Zhang J. Paulson Calvin Tsay 66 6 0 22 Oct 2024
D-CODE: Data Colony Optimization for Dynamic Network Efficiency Tannu Pandey Ayush Thakur 53 0 0 08 May 2024
Bayesian optimization as a flexible and efficient design framework for sustainable process systems J. Paulson Calvin Tsay TPM 88 13 0 29 Jan 2024
Practical Path-based Bayesian Optimization Jose Pablo Folch J. Odgers Shiqiang Zhang Robert M. Lee B. Shafei David Walz Calvin Tsay Mark van der Wilk Ruth Misener 79 2 0 01 Dec 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 74 26 0 11 Nov 2022
Deep Surrogate of Modular Multi Pump using Active Learning Malathi Murugesan Kanika Goyal Laure Barriere Maura Pasquotti Giacomo Veneri Giovanni De Magistris 103 1 0 04 Aug 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 85 11 0 02 Jul 2022
OMLT: Optimization & Machine Learning Toolkit Francesco Ceccon Jordan Jalving Joshua Haddad Alexander Thebelt Calvin Tsay C. Laird Ruth Misener 84 75 0 04 Feb 2022
Maximizing information from chemical engineering data sets: Applications to machine learning Alexander Thebelt Johannes Wiebe Jan Kronqvist Calvin Tsay Ruth Misener AI4CE 114 73 0 25 Jan 2022