Yes - you can. There is a specific US Domestic Streamlined Procedure for individuals who fail to meet the residence requirement (having lived at least one year abroad out of last three). You can read more about it here: http://www.irs.gov/Individuals/International-Taxpayers/U-S-Taxpayers-Residing-in-the-United-States