Currently, prior to the Second Coming, when we die our bodies lie in the earth, but our soul goes to God. Those deemed worthy and capable of heaven, after any necessary purification, are admitted into heaven.
 
Only at the Second Coming, will our bodies rise, when, as Scripture attests, the trumpet shall sound and the bodies of the dead will come forth (1 Cor 15:52). Our body which rises, will be truly our body, but gloriously transformed as St. Paul details in the same place in Scripture (1 Cor 15:35ff)
 
What this most fundamentally means is that Christ did not come to save only our souls but the whole of us, soul and body. One great dignity of the human person is that we unite both the spiritual and material aspects of God’s creation in our very person. This glory will be restored to us at the Second Coming.
 
An additional meaning of this truth is that we must reverence both our soul and body through the spiritual and corporal works of mercy and we must fulfill the mandate to glorify God in our body as well as our soul.

This level of detail is not supplied to us by the biblical texts. Nor are such details defined in the magisterial teachings of the Church. Hence, we are in the realm of speculative theology when it comes to such matters. 
 
We ought to begin by saying that the Day of Judgment will not be a day like any other. There are many unknown factors, especially related to the mystery of time, that underlie our speculations. For example, is Judgment Day really a day of 24 hours? Or is it a moment in time that happens like a flash? Perhaps it is a longer period of some indeterminate length? Does time even exist, as we know it now, at a moment like that? 
 
There is also a premise in your question, which is not unassailable. Namely, that Purgatory ends on the Day of Judgment. We do not know this. Perhaps Purgatory, or the process of purgation, may exist for a time after the last judgment. But here too is another question. What does it mean to say that something exists “for a time,” if time as we know it no longer exists? 
 
Perhaps the best we can do with a question like this is to say that it is not for us to know such details, and that God will accomplish the purifications and purgation necessary in ways known to Him. 
 
It would certainly seem that such purification would in fact be necessary based on Scripture, which says of heaven, Nothing impure will ever enter it (Rev 21:27). And thus, while Purgatory, or the process of purgation, is set forth in Scripture for us who die now, how God will accomplish this for souls in the rarefied conditions of the Great Second Coming is known to Him, but not revealed to us with enough specificity to answer your question without speculation.