Thank you for your advice rafaelluik.
I have checked all my plugins and disabled all of them. The browser itself becomes a little more stable than before. The frequency of short 'not responding' periods is lower but still exists(occurs about every 20 seconds). Is there any other possible reason that cause this, like some virus?