Cold-formed Steel (CFS) Fastener Neural Network

An Artificial Neural Network model example for Cold-formed Steel (CFS) Fastener Connection Backbone Prediction

What is inside

• Test_Central_Summary_All.csv: This file incorporates 93 physical test data (units: N; mm) of CFS Fastener Connections;
• net_try.pt: This file records all the weight and bias data for each neuron of a well-trained artificial neural network model in PyTorch;
• CFS_Connection_Prediction.ipynb: This Jupyter Notebook shows an example to use the trained neural network model to conduct CFS Fastener Connection Backbone Prediction.

Data sources

• Zhang, Z., Singh, A., Derveni, F., Torabian, S., Peterman, K. D., Hutchinson, T. C., & Schafer, B. W. (2022). Cyclic experiments on steel sheet connections for standard CFS framed steel sheet sheathed shear walls. Journal of Structural Engineering, 148(2), 04021261.11:33
• Zhang, Z., Singh, A., Derveni, F., Torabian, S., Peterman, K. D., Hutchinson, T. C., & Schafer, B. W. (2021). Cyclic experiments on isolated steel sheet connections for CFS framed steel sheet sheathed shear walls with new configurations. Engineering Structures, 244, 112805.

Questions or Add more data

Feel free to open an issue and we will work with you to answer your questions or add your data!