How do I understand the meaning of 1D Resnet and Upsampling?

[linzihyuan]

Thanks for the great work.
I am not clear why "1D Resnet" needs to be divided into four parts for input.
How to understand the physical meaning of the output of 1D Resnet and Upsampling.
Thanks