Audited Closed-Loop Queue Regulation through PRB Control in a Virtual 5G/O-RAN Testbed

This paper reports an evidence-audited implementation and experimental evaluation of closed-loop regulation of a real radio link control (RLC) queue through discrete physical resource block (PRB) allocation in a virtual 5G/O-RAN testbed. Queue occupancy in bytes is the regulated variable; PRB quota is the actuator; and received UDP throughput is an independently observed performance outcome rather than the controlled setpoint.A causally measured queue, a discrete proportional-integral (PI) law with conditional integration, strict request confirmation, and a bounded prospective protocol are combined with immutable evidence and independent offline replay.An initial calibration was insufficient for its original tuning gate. The first PI configuration terminated after exhausting its command budget and breaching a queue-peak criterion. A revised, frozen configuration completed a 40 s traffic window, 500 raw queue readings, and 395 exactly replayed PI decisions while satisfying its predefined pilot gates.A later 14-attempt replication series yielded 12 full observations, of which 11 satisfied the specified seven pilot gates; two attempts were technically interrupted, and one full attempt failed packet accounting. The mean five-frame queue tracking RMSE across the 12 complete replications was 48.29 kB.These are conditional results for one traffic profile, not evidence of general robustness, absolute capacity or validated M2/M3 models. The contribution is the auditable experimental method and its real implementation, not a novel PI algorithm.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-07
DOI
https://doi.org/10.5281/zenodo.24036363
Primary Topic
Software-Defined Networks and 5G
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
preprint

Audited Closed-Loop Queue Regulation through PRB Control in a Virtual 5G/O-RAN Testbed

Oleksandr Khoshaba
4 links
Zenodo (CERN European Organization for Nuclear Research)
Software-Defined Networks and 5G
preprint

Audited Closed-Loop Queue Regulation through PRB Control in a Virtual 5G/O-RAN Testbed

Oleksandr Khoshaba
preprint en

Abstract

This paper reports an evidence-audited implementation and experimental evaluation of closed-loop regulation of a real radio link control (RLC) queue through discrete physical resource block (PRB) allocation in a virtual 5G/O-RAN testbed. Queue occupancy in bytes is the regulated variable; PRB quota is the actuator; and received UDP throughput is an independently observed performance outcome rather than the controlled setpoint.A causally measured queue, a discrete proportional-integral (PI) law with conditional integration, strict request confirmation, and a bounded prospective protocol are combined with immutable evidence and independent offline replay.An initial calibration was insufficient for its original tuning gate. The first PI configuration terminated after exhausting its command budget and breaching a queue-peak criterion. A revised, frozen configuration completed a 40 s traffic window, 500 raw queue readings, and 395 exactly replayed PI decisions while satisfying its predefined pilot gates.A later 14-attempt replication series yielded 12 full observations, of which 11 satisfied the specified seven pilot gates; two attempts were technically interrupted, and one full attempt failed packet accounting. The mean five-frame queue tracking RMSE across the 12 complete replications was 48.29 kB.These are conditional results for one traffic profile, not evidence of general robustness, absolute capacity or validated M2/M3 models. The contribution is the auditable experimental method and its real implementation, not a novel PI algorithm.

Zenodo (CERN European Organization for Nuclear Research)
Vinnytsia National Technical University (UA)
Software-Defined Networks and 5G
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon