Heat is the issue.. as the plastics cool they contract, which makes them peel up. You just need something with stronger adhesion. PET tape + gluestick has been a popular choice, but it's hit/miss for some people.

Another option is a product called wolfbite nano from airwolf 3d.. it's relatively expensive compared to home brew solutions, but it does work extremely well for PLA.. a little will last you quite a while.