A Case Study of 5G gNodeB Throughput Analysis Using Practical KPIs

Enhanced mobile broadband is one of the three major operating scenarios of 5G, directly impacting the average mobile user. Therefore, capacity planning is crucial for providing excellent user experience. The 3GPP, in its TS 38.306 specification, established a theoretical model to estimate maximum throughput values. However, this equation presents challenges for real usage analysis because capacity is tracked in practice using key performance indicators (KPIs) that do not entirely correspond to the model’s input parameters. This paper presents a case study of real 5G gNodeB throughput, integrating practical KPIs within the 3GPP model framework. Various tests were conducted in different usage scenarios, comparing real measured throughput with predictions using a proposed hybrid version of the 3GPP model. A good correlation between predictions and measurements was observed regarding hourly throughput variation. Additionally, it was found that considering the actual use of the available bandwidth, rather than assuming all resource blocks are fully occupied at all times, applying a scale factor can improve the predictions, leading to a good convergence with the measurements.

Authors

Institutions

Publication Details

Journal
Journal of Communication and Information Systems
Published
2025-01-01
DOI
https://doi.org/10.14209/jcis.2025.2
Primary Topic
Telecommunications and Broadcasting Technologies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Case Study of 5G gNodeB Throughput Analysis Using Practical KPIs

Maurício Dias, Rômulo Torres Serra
Journal of Communication and Information Systems
Telecommunications and Broadcasting Technologies
article

A Case Study of 5G gNodeB Throughput Analysis Using Practical KPIs

Maurício Dias, Rômulo Torres Serra
article en

Abstract

Enhanced mobile broadband is one of the three major operating scenarios of 5G, directly impacting the average mobile user. Therefore, capacity planning is crucial for providing excellent user experience. The 3GPP, in its TS 38.306 specification, established a theoretical model to estimate maximum throughput values. However, this equation presents challenges for real usage analysis because capacity is tracked in practice using key performance indicators (KPIs) that do not entirely correspond to the model’s input parameters. This paper presents a case study of real 5G gNodeB throughput, integrating practical KPIs within the 3GPP model framework. Various tests were conducted in different usage scenarios, comparing real measured throughput with predictions using a proposed hybrid version of the 3GPP model. A good correlation between predictions and measurements was observed regarding hourly throughput variation. Additionally, it was found that considering the actual use of the available bandwidth, rather than assuming all resource blocks are fully occupied at all times, applying a scale factor can improve the predictions, leading to a good convergence with the measurements.

Journal of Communication and Information Systems
Federal Center for Technological Education Celso Suckow da Fonseca (BR), New York Times (US), Timpel (Brazil) (BR)
Openalex Percentile: Top 85%
Telecommunications and Broadcasting Technologies
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.