1 code implementation • 5 Feb 2023 • Raphael Araujo Sampaio, Joaquim Dias Garcia, Marcus Poggi, Thibaut Vidal
We develop more effective optimization algorithms for general GMMs, and we combine these algorithms with regularization strategies that avoid overfitting.
no code implementations • 10 Jun 2022 • Mathieu Besançon, Joaquim Dias Garcia, Benoît Legat, Akshay Sharma
We introduce DiffOpt. jl, a Julia library to differentiate through the solution of optimization problems with respect to arbitrary parameters present in the objective and/or constraints.
no code implementations • 26 Feb 2021 • Joaquim Dias Garcia, Alexandre Street, Tito Homem-de-Mello, Francisco D. Muñoz
Forecasting and decision-making are generally modeled as two sequential steps with no feedback, following an open-loop approach.
no code implementations • 8 Nov 2019 • Raphael Araujo Sampaio, Gerson Couto Oliveira, Luiz Carlos da Costa Jr., Joaquim Dias Garcia
The increasing penetration of variable renewable energy (VRE) has brought significant challenges for power systems planning and operation.