Controlgym: Large-scale control environments for benchmarking reinforcement learning algorithms
We introduce controlgym, a library of thirty-six industrial control settings, and ten infinite-
dimensional partial differential equation (PDE)-based control problems. Integrated within the …
dimensional partial differential equation (PDE)-based control problems. Integrated within the …
On the Boundary Feasibility for PDE Control with Neural Operators
The physical world dynamics are generally governed by underlying partial differential
equations (PDEs) with unknown analytical forms in science and engineering problems …
equations (PDEs) with unknown analytical forms in science and engineering problems …
Guaranteed Neural PDE Boundary Control with Neural Barrier Function
H Hu, C Liu - openreview.net
The physical world dynamics are generally governed by underlying partial derivative
equations (PDEs) with unknown analytical forms in science and engineering problems …
equations (PDEs) with unknown analytical forms in science and engineering problems …