Samsung galaxy tab s - restarts while battery is lower than 50%

Tablet sometimes restarts, sometimes screen is black and sometimes on the screen appear very thin colourful stripes. All that is happening while battery is 50% and lower.

Always turns off when battery is about 20-30% full.

Battery was exchanged

Android 5.0.2