1 code implementation • 4 Feb 2022 • Francesco Ceccon, Jordan Jalving, Joshua Haddad, Alexander Thebelt, Calvin Tsay, Carl D. Laird, Ruth Misener
The optimization and machine learning toolkit (OMLT) is an open-source software package incorporating neural network and gradient-boosted tree surrogate models, which have been trained using machine learning, into larger optimization problems.
2 code implementations • 9 Jun 2020 • Jordan Jalving, Sungho Shin, Victor M. Zavala
We present a general graph-based modeling abstraction for optimization that we call an OptiGraph.
Optimization and Control
5 code implementations • 12 Dec 2018 • Jordan Jalving, Yankai Cao, Victor M. Zavala
We present graph-based modeling abstractions to represent cyber-physical dependencies arising in complex systems.
Optimization and Control