SQL Server Distributed Partitioning Views how to add a new node online

We are using distributed partitioning views in SQL Server 2012 Enterprise Edition for scaling out our data across more than one servers. Now we faced to question how to add a new node (server) into the scale outed db servers system without sending the servers
down, so our users will be able to use them during the process as well.
For example we have 4 servers with scaled out data. When we add the new empty server, the CHECKINGs for the partitioning columns should be reorganized. But during the process the partitioning views are not working.
The High Availability, Always On or Failover Cluster approaches seem are not resolve the problems.
So my question is how to add new node online?
KH

Thank you Erland for the reply.
Yes, it's sounds as possible solution but has some not resolvable nuance in it. Let's say we copied some data from Node5 to new added Node6. Let's assume in Node5 we had data in Table1 with partitioning column's values 100,101,102,103,104,105,106.  Now
we want to copy part of the rows with partitioning column's values 103,104,105,106 from Node5.Table1 into Node6.Table1. With this Node5 will contain less data and will work more quickly (less IO, less CPU usage etc), and the rest data will be contained on
Node6. But because of Node5 is already in use, the Node5.Table1 contains CHECK CONSTRAINT = ParttionColumn should be from 100 up to 106. This is check for Node5. The Distributed Partitioning Views are already using the CHECKs to identify what server should
be used to get data from.
Now when we copied part of the Node5.Table1 rows to Node6.Table1 the views are still using the 103-106 rows from Node5.Table1 because the CHECK points there. Then we include the newest Node6.Table1 in the distributed partitioning views. OK, but we should
set some CHECK on new Node6.Table1 which will be used by views. We can't set intersecting checking like Node5 has CHECK 100-106 and Node6 has CHECK 103-106. We also can't edit Node5 check and set it 100-102 untill the data will be removed in it. But this means
that the data will not be available during the execution. 
So, any ideas ?
KH

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