Discussion: Machine Learning and Neural Networks for Process Simulation

This is a Discussion Page with supplementary user information. It is not part of the core SysCAD Help Documentation - please refer to the User Guide for full documentation links.

Navigation: Product Blog ➔ Discussion Pages ➔ Machine Learning and AI

Related Links:

---

NOTE: The following Discussion Page uses tensorflow to train or optimized neural networks models to use in SysCAD, however, other tools can be used to create deep fully-connected or convolutional neural networks.

Part 1 - Supervised learning and Neural Networks applications in SysCAD

What are Neural Networks?

talk about structure types (DNN or Conv) and parameters that can be adjusted.
There will be multiple subheadings here.

Creating an Optimised Neural Network Model - workflow

• Different tools available(python and tensorflow/tensorboard, NNPS c# application, etc)
• Preprocessing data (creating testing and validation datasets, scaling)
• Parameters to choose from
• Save model structure