State income tax while working abroad

Anyone has working abroad experience and know how to deal with state return? I am getting relocated to China for 2 years and was advised by a non professional friend to move my residency to no income tax state like Florida before my move, otherwise I have to continue and pay state tax even though the income is not made from here. Can you please share your experience? Thanks in advanced!