Dear Vamsi,
You need to calculate the power budget and try your best to estimate the noise level from the setup. I can’t comment on this because I didn’t read the paper.
In General, that is why you have different results. You may try to eliminate all noise sources in your setup and compare then add one by one.
Regards,
Ahmad