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. 2023 Oct 28;23(21):8792. doi: 10.3390/s23218792

Table 6.

Summary of current efforts on ML applications for dynamic function splitting in O-RAN.

Year Ref Contribution
2021 [41] Applied RL to dynamically perform function split decisions for DUs and CU in a virtualized O-RAN architecture.
2023 [42] Applied DRL to propose an energy-efficient RAN disaggregation and virtualization approach across edge sites, including DUs, and a cloud site, including CUs.
2022 [43] Proposed a DRL-based algorithm to jointly solve the optimal placement of network functions between the CU, DU, and user RU in an O-RAN architecture.
2023 [59] Proposed a DRL-based algorithm for a multi-objective optimization to minimize computational costs and the overhead associated with periodically reconfiguring dynamic VNFs splitting.