Cooperative Reinforcement Learning
You can look these paper. First one is quite related to your task.
http://icamt2016.org/papers/SS-LTMLBDA-06-05.pdf
http://researcher.watson.ibm.com/researcher/files/us-kephart/icml00_qrt.pdf