Results show that QMA considerably increases reliability and throughput in comparison to CSMA/CA, especially in networks with a high load.
Q-Learning Networking and Internet Architecture C.2.2
In this paper we investigate the usage of machine learning for interpreting measured sensor values in sensor modules.
The unslotted CSMA/CA MAC layer of IEEE 802. 15. 4 is closely modeled as well as an enhanced model of the neighborhood allows for consideration of collisions of packets including interferences with acknowledgements.
Networking and Internet Architecture