No, you cannot use filing status Singe, however If you are legally married, you can still be considered unmarried in the eyes of the IRS if you didn't live with your spouse for the last half of the year. You can file as head of household, if you have qualified dependent and other requirements are met.
Divorced or Separated Individuals