drgona
Scientific Machine Learning (SciML), constrained optimization, Model Predictive Control (MPC), Data-driven modeling and control
Pacific Northwest National LaboratoryRichland, Washingthon, USA
Pinned Repositories
arxiv-sanity-preserver
Web interface for browsing, search and filtering recent arxiv submissions
BeSim
Building Energy Simulation (BeSim) toolbox for user-friendly and fast development and simulation of advanced building climate controllers in Matlab.
cvxpylayers
Differentiable convex optimization layers
deeplearning-models
A collection of various deep learning architectures, models, and tips
deepxde
Deep learning library for solving differential equations
PIML_ACC2023
Material for the tutorial on "Physics-Informed Machine Learning (PIML) for Modeling and Control of Dynamical Systems" presented at the American Control Conference 2023.
psl
deps_arXiv2020
Differentiable predictive control (DPC) policy optimization examples.
neuromancer
Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.
slim
Drop-in replacements for PyTorch nn.Linear for stable learning and inductive priors in physics informed machine learning applications.
drgona's Repositories
drgona/BeSim
Building Energy Simulation (BeSim) toolbox for user-friendly and fast development and simulation of advanced building climate controllers in Matlab.
drgona/PIML_ACC2023
Material for the tutorial on "Physics-Informed Machine Learning (PIML) for Modeling and Control of Dynamical Systems" presented at the American Control Conference 2023.
drgona/deeplearning-models
A collection of various deep learning architectures, models, and tips
drgona/project1-boptest
Building Optimization Performance Tests
drgona/psl
drgona/rlpyt
Reinforcement Learning in PyTorch
drgona/arxiv-sanity-preserver
Web interface for browsing, search and filtering recent arxiv submissions
drgona/cvxpylayers
Differentiable convex optimization layers
drgona/deepxde
Deep learning library for solving differential equations
drgona/drgona.github.io
personal website
drgona/drgona.github.io.old
drgona.github.io
drgona/mpc.pytorch
A fast and differentiable model predictive control (MPC) solver for PyTorch.
drgona/project1-formulation
Document describing the MPC formulations for IBPSA project 1
drgona/Pytorch_RL_tutorials
Pytorch RL tutorials
drgona/SIPPY
Systems Identification Package for PYthon
drgona/slim
drgona/theseus
A library for differentiable nonlinear optimization