Yes Jithu, you can use it for the purpose.
Problem I mentioned above is Solved. 
A correct power supply is mandatory for boards/shields. I was using USB port for power supply which was 5V appx. After plugging it to 12V/1A power supply (on UNO + GSM shield), I am now able to connect to internet and send SMS.