Snap2stamps package: a free tool to automate the SNAP-StaMPS Workflow

I will try to use a different DEM downloaded manually as you have mentioned

But I highly believe the atmospheric signal to be the main reason of having topography-like pattern and very noisy time series plot like this.

I have used TRAIN’s linear approach which you have mentioned in this paper https://www.researchgate.net/publication/327253039_ESA_SNAP_-_StaMPS_Integrated_processing_for_Sentinel-1_Persistent_Scatterer_Interferometry
but unfortunately the noise persisted, so what may I do?

Have you tried using other correction models?