lukebhan / PDEControlGymView external linksLinks
This gym provides implementations of various PDEs for easy testing and comparison of data-driven and classical PDE control algorithms.
☆39Dec 29, 2025Updated last month
Alternatives and similar repositories for PDEControlGym
Users that are interested in PDEControlGym are comparing it to the libraries listed below
Sorting:
- Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms☆49Apr 2, 2024Updated last year
- Construction of control systems from predictive models via Quantization, Simulation, Modeling, Optimization☆12Sep 15, 2023Updated 2 years ago
- ☆19Apr 5, 2024Updated last year
- Optimal Control with PDEs solved by a Differentiable Solver☆14Aug 21, 2024Updated last year
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆54Jun 10, 2024Updated last year
- ☆41Jul 22, 2024Updated last year
- Neural ODEs as Feedback Policies for Nonlinear Optimal Control (IFAC 2023) https://doi.org/10.1016/j.ifacol.2023.10.1248☆18Aug 10, 2023Updated 2 years ago
- ☆24Jun 12, 2025Updated 8 months ago
- Code for the ICLR 2020 paper "Learning to Control PDEs"☆35Apr 22, 2020Updated 5 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆20Sep 14, 2022Updated 3 years ago
- This repo is the code for T-SCEND, a novel framework that significantly improves diffusion model’s reasoning capabilities with better ene…☆26Oct 19, 2025Updated 3 months ago
- ☆24May 21, 2024Updated last year
- Code to accompany the paper "Discovery of Physics from Data: Universal Laws and Discrepancies"☆28Jun 25, 2020Updated 5 years ago
- Swirl-Dynamics is a python repository that provides implementations of models, benchmarks and utilities for dynamical systems.☆77Feb 6, 2026Updated last week
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆66Jun 10, 2024Updated last year
- ☆287Sep 14, 2024Updated last year
- Auxiliary second-order optimization tools compatible with PyTorch.☆10Jul 25, 2024Updated last year
- Data-driven dynamical systems toolbox.☆80Jan 26, 2026Updated 2 weeks ago
- [ICLR 2025] Wavelet Diffusion Neural Operator (WDNO) uses diffusion models on wavelet space for generative PDE simulation and control.☆54Sep 10, 2025Updated 5 months ago
- ☆11Updated this week
- ☆12Dec 26, 2025Updated last month
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆97Nov 11, 2025Updated 3 months ago
- 关于AI,ML,DA,DV等的几个经典案例，包括堵车模拟(NagelSchreckenberg)、蒙特卡洛排队问题(Monte Carlo Queuing Problem)、人脸识别(RecognitionFace)、遗传算法推断图像(IconGenetic)☆10Oct 14, 2018Updated 7 years ago
- 💡 A catalogue and categorization of open-source, Python-based energy models.☆17May 10, 2025Updated 9 months ago
- Evolutionary F1 Race Strategy [GECCO 2023] - Genetic Algorithms applied to F1 race strategy using the F1 2021 game data and real data fro…☆10Aug 22, 2023Updated 2 years ago
- ☆44Dec 7, 2022Updated 3 years ago
- ☆11Mar 31, 2021Updated 4 years ago
- Examples and tutorials on accessing environmental data and developing and deploying ecological modelling workflows☆20Jan 27, 2026Updated 2 weeks ago
- About code release of "Geometry-Aware Operator Transformer: A Generalizable Framework for PDE Solution Operators"☆19Dec 8, 2025Updated 2 months ago
- A PowerModels Extension for Security Constrained Optimization Problems☆41Jan 19, 2024Updated 2 years ago
- This Repository contains all the taxonomy feeder model files and scripts used to create them.☆11Jan 30, 2024Updated 2 years ago
- We demonstrate decentralized drone swarm control learned via large-scale multi-agent reinforcement learning.☆13Dec 20, 2023Updated 2 years ago
- On the Robustness of Graph Neural Diffusion to Topology Perturbations☆16Nov 4, 2022Updated 3 years ago
- In this paper, the predefined-time collision-free formation control issue is investigated for a group of omnidirectional mobile robots. T…☆10Jul 20, 2025Updated 6 months ago
- Repository for computing the probability distribution of an optimal control problem☆11Oct 4, 2021Updated 4 years ago
- [Maintainers Wanted] 2024大连理工大学硕士学位论文LaTeX模版☆12Mar 14, 2025Updated 11 months ago
- Julia package for representing linear, time-invariant system models and operations defined on them.☆10Oct 18, 2019Updated 6 years ago
- Repository to host the GRAPE code developed by the BDS group☆13May 22, 2025Updated 8 months ago
- Code for the paper: Kernel Distributionally Robust Optimization☆13Feb 21, 2021Updated 4 years ago