… They also state that the requirements can be met if the 5G numerology with 2 symbols/
slot with 15 KHz spacing. In [36], the GF procedure is discussed in detail along with its …

… between the learning agent and the underlying environment, and the learning agent uses
future … In order to create autonomous wireless systems, we need to mix different software …

… characterise agents by their importance in the learning pro… of the packet schedulers and
the numerology on the QoS (i) … and (ii) a non-sliced scenario with mixed LC/TO traffic. We then …

… maximization problem formulated by mixed-integer nonlinear … : i) How to prevent the agent
from learning a selfish policy that … and users on numerology 1. That is, the bandwidth and time …

… agent to learn an accurate representation of the system. Then, when it comes to closedloop
control through Deep Reinforcement Learning (… of learning a table of Q-values, we learn the …

… While beginners can learn about the novel techniques to … mixed numerology, and Part II is
focused on layers higher than PHY. … Then a multi-agent reinforcement learning based smart …

… the SCS numerology … agent can be misleading when the information and reward are not
accurate [27]. To accurately judge an agent’s selected action, we adopt an intermittent learning …

… The principle is that timefrequency resources with the same numerology are grouped together
… puts the traffic mix and the intent requirements to be met by the slices. Table II provides an …

… We define the DRP design by: State: The DRP agent considers … The base station uses
numerology 1 and a TDD period of 5ms. … The Mixed slot is required between UL and DL slots to …

… We first model it as a multi-agent reinforcement learning (RL) system with compound action
… as a mixed-integer optimization problem. The transformation and variable substitution have …