Is there any way to see the network related logs in chrome mobile phone browser?
I have tried and I found that in desktop browser we can view network related information
I want to see how page load time in network tab for chrome mobile browser
Yeah, you definitely can. Check out this tutorial:
https://developer.chrome.com/docs/devtools/remote-debugging/
It'll allow you to debug your mobile browser from the desktop dev tools.