Hi.
For splitting the invoice there are some cases as of my knowledge.
1. In your case , please make sure payer, payment terms, and billing date should be same.
2. As prashanth sharma mentioned , on your copy controls reference no., and assignment no. Fields, due to this 2 fields also invoice might split.
Regards,
Adithya