Merge pull request #104 from pnnl/develop

Develop

README.md

@@ -1,3 +1,8 @@
+
+<p align="center">
+  <img src="figs/Neuromancer.png" width="250">  
+</p>
+
 # NeuroMANCER v1.4.1
 
 **Neural Modules with Adaptive Nonlinear Constraints and Efficient Regularizations (NeuroMANCER)**
@@ -71,6 +76,12 @@ Part 4: Learning to solve a constrained optimization problem with projected grad
 + <a target="_blank" href="https://colab.research.google.com/github/pnnl/neuromancer/blob/master/examples/ODEs/Part_6_NetworkODE.ipynb">
   <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> Part 6: Data-driven modeling of resistance-capacitance (RC) network ODEs
 
++ <a target="_blank" href="https://colab.research.google.com/github/pnnl/neuromancer/blob/master/examples/ODEs/Part_7_DeepKoopman.ipynb">
+  <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> Part 7: Deep Koopman operator
+
++ <a target="_blank" href="https://colab.research.google.com/github/pnnl/neuromancer/blob/master/examples/ODEs/Part_8_nonauto_DeepKoopman.ipynb">
+  <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> Part 8: control-oriented Deep Koopman operator
+
 
 ### Physics-Informed Neural Networks (PINNs) for Partial Differential Equations (PDEs)
 + <a target="_blank" href="https://colab.research.google.com/github/pnnl/neuromancer/blob/master/examples/PDEs/Part_1_PINN_DiffusionEquation.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> Part 1: Diffusion Equation

examples/ODEs/README.md

@@ -21,6 +21,12 @@ showcasing system identification capabilities for ordinary differential equation
 + <a target="_blank" href="https://colab.research.google.com/github/pnnl/neuromancer/blob/master/examples/ODEs/Part_6_NetworkODE.ipynb">
   <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> Part 6: Data-driven modeling of resistance-capacitance (RC) network ODEs
 
++ <a target="_blank" href="https://colab.research.google.com/github/pnnl/neuromancer/blob/master/examples/ODEs/Part_7_DeepKoopman.ipynb">
+  <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> Part 7: Deep Koopman operator
+
++ <a target="_blank" href="https://colab.research.google.com/github/pnnl/neuromancer/blob/master/examples/ODEs/Part_8_nonauto_DeepKoopman.ipynb">
+  <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> Part 8: control-oriented Deep Koopman operator
+
 
 ## System Identification