Modify hardware affinity after deployment

After deploying two seperate servers and setting up and configuring PowerHA on them I would like to midify the hardware affinity of them so they will always run on different hardware for the nodes in the cluster. Currently affinity can only be set by deploying multiple instances of the same image.