Klaus I. Pedersen’s research while affiliated with Nokia and other places

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Publications (317)


FIGURE 6. Release 18 XR enhancements introduced for configured grant: multi-PUSCH and UTO-UCI.
FIGURE 9. Illustration of non-integer cycle introduced for DRX in Release 18.
FIGURE 11. CDF of realized overhead in terms of PRBs and bytes from different BSR formats in UL FR1 InH, 10 Mbps and 30 ms PSDB.
FIGURE 12. CDF of FTP3 throughput for Refined Long BSR and legacy Long BSR for eMBB users in a mixed XR + eMBB users scenario.
Simulation Parameters for FR1 InH
Overview of NR Enhancements for Extended Reality (XR) in 3GPP 5G-Advanced
  • Preprint
  • File available

December 2024

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59 Reads

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Stefano Paris

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Markus Isomaki

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[...]

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Klaus I. Pedersen

Extended reality (XR) is unlocking numerous possibilities and continues attracting individuals and larger groups across different business sectors. With Virtual reality (VR), Augmented reality (AR), or Mixed reality (MR) it is possible to improve the way we access, deliver and exchange information in education, health care, entertainment, and many other aspects of our daily lives. However, to fully exploit the potential of XR, it is important to provide reliable, fast and secure wireless connectivity to the users of XR and that requires refining existing solutions and tailoring those to support XR services. This article presents a tutorial on 3GPP 5G-Advanced Release 18 XR activities, summarizing physical as well as higher layer enhancements introduced for New Radio considering the specifics of XR. In addition, we also describe enhancements across 5G system architecture that impacted radio access network. Furthermore, the paper provides system-level simulation results for several Release 18 enhancements to show their benefits in terms of XR capacity and power saving gains. Finally, it concludes with an overview of future work in Release 19 that continues developing features to support XR services.

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Application Awareness for Extended Reality Services: 5G-Advanced and Beyond

August 2024

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7 Reads

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2 Citations

IEEE Communications Magazine

Extended reality (XR) services form the basis of the metaverse, a fully immersive experience where users can interact with each other and digital objects in a three-dimensional real or imagined digital space. Past and ongoing standardization activities focus on enabling cellular networks to effectively support XR to ensure that the metaverse can be enabled everywhere. One enabling feature is application awareness (AA) within the service provisioning framework of 5G-Advanced. AA is extending the current quality of service (QoS) model to support a finer QoS granularity and add more detailed application information to improve radio resource management and eventually enhance users' immersive experience. Current and future AA innovations will enable cellular networks to improve system capacity and further optimize service provisioning to fit specific application needs. In this article, we present a comprehensive overview of AA for XR services in cellular networks and future research directions in that area.






Revisiting Data Recovery Loops in 6G Networks

April 2024

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54 Reads

Mechanisms for data recovery and packet reliability are essential components of the upcoming 6 th generation (6G) communication system. In this paper, we evaluate the interaction between a fast hybrid automatic repeat request (HARQ) scheme, present in the physical and medium access control layers, and a higher layer automatic repeat request (ARQ) scheme which may be present in the radio link control layer. Through extensive system-level simulations, we show that despite its higher complexity , a fast HARQ scheme yields > 66 % downlink average user throughput gains over simpler solutions without energy combining gains and orders of magnitude larger gains for users in challenging radio conditions. We present results for the design trade-off between HARQ and higher-layer data recovery mechanisms in the presence of realistic control and data channel errors, network delays, and transport protocols. We derive that, with a suitable design of 6G control and data channels reaching residual errors at the medium access control layer of 5 × 10 −5 or better, a higher layer data recovery mechanism can be disabled. We then derive design targets for 6G control channel design, as well as promising enhancements to 6G higher layer data recovery to extend support for latency-intolerant services.


FIGURE 6. Release 18 XR enhancements introduced for configured grant: multi-PUSCH and UTO-UCI.
FIGURE 9. Illustration of non-integer cycle introduced for DRX in Release 18.
FIGURE 11. CDF of realized overhead in terms of PRBs and bytes from different BSR formats in UL FR1 InH, 10 Mbps and 30 ms PSDB.
FIGURE 12. CDF of FTP3 throughput for Refined Long BSR and legacy Long BSR for eMBB users in a mixed XR + eMBB users scenario.
Simulation Parameters for FR1 InH
Overview of NR Enhancements for Extended Reality (XR) in 3GPP 5G-Advanced

January 2024

·

12 Reads

IEEE Access

Extended reality (XR) is unlocking numerous possibilities and continues attracting individuals and larger groups across different business sectors. With Virtual reality (VR), Augmented reality (AR), or Mixed reality (MR) it is possible to improve the way we access, deliver and exchange information in education, health care, entertainment, and many other aspects of our daily lives. However, to fully exploit the potential of XR, it is important to provide reliable, fast and secure wireless connectivity to the users of XR and that requires refining existing solutions and tailoring those to support XR services. This article presents a tutorial on 3GPP 5G-Advanced Release 18 XR activities, summarizing physical as well as higher layer enhancements introduced for New Radio considering the specifics of XR. In addition, we also describe enhancements across 5G system architecture that impacted radio access network. Furthermore, the paper provides system-level simulation results for several Release 18 enhancements to show their benefits in terms of XR capacity and power saving gains. Finally, it concludes with an overview of future work in Release 19 that continues developing features to support XR services.


A Tutorial on Radio System-Level Simulations With Emphasis on 3GPP 5G-Advanced and Beyond

January 2024

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30 Reads

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14 Citations

IEEE Communications Surveys & Tutorials

In this tutorial we present recipes for dynamic systemlevel simulations (SLSs) of 5G and beyond cellular radio systems. A key ingredient for such SLSs is selection of proper models to make sure that the performance determining effects are properly reflected to ensure output of realistic radio performance results. We therefore present a significant number of SLS models and related methodologies for a variety of use cases. Our focus is on generally accepted models that are largely supported by academia and industrial players and adopted by 3GPP as being realistic. Among others, we touch on deployment models, traffic models, non-terrestrial cellular networks with satellites, SLS methodologies for Machine Learning (ML) enabled air-interface solutions, and many more. We also present several recommendations for best practices related to preparing and running detailed SLS campaigns, and agile software engineering considerations. Throughout the article we use the 3GPP defined 5G and 5G-Advanced systems to illustrate our points, extending it also into the 6G-era that is predicted to build on alike SLS methodologies and best practices.


Citations (72)


... For the delay awareness (for both application-aware and M-LWDF) the information is obtained via an ideal DSR where reporting delays and quantization errors are ignored. More details on the logic applied at the scheduler to implement PDU set awareness are described in [33]. Fig. 13 shows the XR capacity (number of satisfied XR users) versus the PSDB for different schedulers. ...

Reference:

Overview of NR Enhancements for Extended Reality (XR) in 3GPP 5G-Advanced
PDU-set Scheduling Algorithm for XR Traffic in Multi-Service 5G-Advanced Networks
  • Citing Conference Paper
  • June 2024

... However, these works only capture performance of classical Shannon capacity in the physical layer assuming infinite backlog, overlooking statistical QoS limitations attributed to queue length violation and buffer overflow probabilities in the data-link layer [13]. As a result, these studies are not applicable to emerging wireless communication systems with delay-sensitive applications [14], such as automatic driving, extended reality, and factory automation, etc. ...

Application Awareness for Extended Reality Services: 5G-Advanced and Beyond
  • Citing Article
  • August 2024

IEEE Communications Magazine

... Note that the used stochastic XR traffic originally was derived from analysis of real XR traffic flows (see e.g., [18] where SA4 conducted an extensive study and gathered information related to media and eXtended Reality traffic), and other models of the system-level simulator are also extracted from measurements (e.g., the used radio propagation models). Our system-level simulations follow the tutorial in [29], where more information of the models of the simulations can be found. ...

A Tutorial on Radio System-Level Simulations With Emphasis on 3GPP 5G-Advanced and Beyond
  • Citing Article
  • January 2024

IEEE Communications Surveys & Tutorials

... Analyzing virtual reality services, in which 5G was considered "eXtend Reality" (XR), incorporating in this concept: virtual reality, augmented reality and mixed reality. In which its standard for operation requires a high level of connectivity and bandwidth used, due to the volume of simultaneous users, as well as the response time allowed must be minimal [10]. ...

Enhanced CQI to Boost the Performance of 5G-Advanced XR With Code Block Group Transmissions
  • Citing Article
  • January 2023

IEEE Transactions on Vehicular Technology

... For AR services, the E2E latency requirement can be modeled as a packet delay budget (PDB), where a packet consists of the bits from a video frame, and the delay budget specifies the maximum allowable E2E latency [2]. In [3], to minimize wireless resource usage while meeting latency requirements, the PDB was treated as the hard constraint. ...

Standardization of Extended Reality (XR) over 5G and 5G-Advanced 3GPP New Radio

IEEE Network

... It is important to minimize power consumption while ensuring effective communication. Techniques such as power control, duty cycling (turning devices on and off period-ically) and implementing sleep modes can help enhance energy efficiency [15]. Additionally, optimal power allocation plays a significant role in enhancing network performance, mitigating interference, and improving energy efficiency. ...

Optimizing Mixed Capacity of Extended Reality and Mobile Broadband Services in 5G-Advanced Networks

IEEE Access

... Additional improvements for XR were demonstrated in [14] with the help of XR application feedback for loop back mechanism that adjusts XR traffic to network conditions. In [15], the article showed performance of XR in presence of enhanced mobile broadband (eMBB) users, where adding eMBB users decreased the number of supported XR users. ...

Performance of Joint XR and Best-Effort eMBB Traffic in 5G-Advanced Networks
  • Citing Conference Paper
  • June 2023

... As the requirement of 5G Alliance for Connected Industries and Automation (5G-ACIA), scenarios referred as indoor factory have been studied in Release 16 and 17, where four sub-scenarios are further distinguished by clutter density and the relative height of the base station (BS). Based on these, many works have been conducted on various conditions to analyze and evaluate system performance for apply 5G in factory [6]- [8]. However, these studies are all simulations that did not consider the complex layouts and harsh operating conditions of real-world environments. ...

Modeling and System-Level Performance Evaluation of Sub-Band Full Duplexing for 5G-Advanced

IEEE Access

... The pre-emption mechanism in the 5G standard satisfies the low-latency requirement of URLLC data by allowing the URLLC data queue to be processed before the finalization of ongoing resource allocation [23]. However, multiple HARQ re-transmissions can affect the quality of experience of the eMBB users and result in throughput degradation. ...

Enhanced Link Adaptation for Extended Reality Code Block Group based HARQ Transmissions
  • Citing Conference Paper
  • December 2022

... To this end, we model the problem of minimizing the UE power consumption over time subject to UE satisfaction as a stochastic optimization problem. To solve this problem, we derive Adaptive DRX (A-DRX) using the drift-plus-penalty method, where we defined the Lyapunov drift and penalty to model the drifting of the UE satisfaction and the UE power consumption, respectively [34]. A-DRX dynamically learns the best parameters of the DRX configuration using the information related to the PDU set and End of Data Burst specified in Release 18, which helps to evaluate the drifting of the UE satisfaction due to XR packets delivered beyond the PSDB and the penalty paid when keeping the UE awake more than needed to deliver a XR packet. ...

Adaptive Discontinuous Reception in 5G Advanced for Extended Reality Applications
  • Citing Conference Paper
  • June 2022