2nd 6G-PDN Workshop

2nd 6G-PDN Workshop: 6G Programmable Deterministic Networking with AI

PREDICT-6G, DETERMINISTIC6G and DESIRE6G are organizing the second edition of 6G-PDN on the 18 of November 2024, co-located with the 30th Annual International Conference on Mobile Computing And Networking (MobiCom 2024), which will be held in Washington DC, USA, 18- 22 November 2024.

The workshop will discuss the roadmap and challenges in the technological areas of deterministic communications and deep network programmability in 6G to support future end-to-end time-critical applications.  All information is available at: https://6g-pdn2.netcom.it.uc3m.es/

Programme for Monday 18 November 2024

Agenda itemTime
Welcome and Workshop Introduction 14:00
Keynote: 6G – Communication for 2030 and beyond slides


Over the last couple of years, 5G networks have been rapidly deployed across the world, offering unprecedented capabilities. Nevertheless, to meet future expectations, discussions on the next generation cellular networks – commonly referred to as 6G – will start in 3GPP in 2025, targeting deployments in 2030 and beyond. Spectrum flexibility, improved energy efficiency, improved support for reliable and time-critical communication, and beyond-communication services are some examples of areas considered for 6G.

In this talk, an overview of 6G and its key technologies will be given, with focus on time-critical and dependable communication. A smooth evolution from 5G to 6G is essential – introducing 6G should be as smooth as introducing a new release of 5G – and solutions fo this will be discussed.



Stefan Parkvall (Senior Expert, Ericsson Research)


Stefan Parkvall is currently a Senior Expert at Ericsson Research working with research on 6G and future radio access. He is one of the key persons in the development of HSPA, LTE and NR radio access and has been deeply involved in 3GPP standardization for many years. Dr Parkvall is a fellow of the IEEE, served as an IEEE Distinguished lecturer 2011-2012, holds numerous patents in the area of cellular communication, and is co-author of several popular books such as “5G NR – The Next Generation Wireless Access”. In 2005, he received the Ericsson “Inventor of the Year” award, in 2009 the Swedish government’s Major Technical Award for his contributions to the success of HSPA, and in 2014 he and colleagues at Ericsson was one of three finalists for the European Inventor Award for their contributions to LTE. Dr Parkvall received the Ph.D. degree in electrical engineering from the Royal Institute of Technology in 1996. His previous positions include assistant professor in communication theory at the Royal Institute of Technology, Stockholm, Sweden, and a visiting researcher at University of California, San Diego, USA.


14:05
Technical session #1
Environmental-aware Reinforcement Learning-based Scheduler for Trustworthy 6G in the Factory Floor
F. Ademaj-Berisha, R. Khanzadeh, A. Springer, H. Bernhard
14:50
Routing-Aware Shaping for Feasible Multi-Domain Determinismslides, photo
A. Francini, R. Miller, B. Cilli, C. Di Martino
15:10
Experimental Evaluation of a Multi-Domain TSN Scenario in Industry 4.0slides
D. Rico-Menéndez, P. Picazo-Martínez, A. de la Oliva
15:30
An Architectural Framework for 6G Network Digital Twins Systemslides
Z. Yang, C. Papagianni, A. Belloum, P. Grosso
15:50
Break 16:10
Keynote: “6G Security and AI/ML – Opportunities and Challenges” slides

Next generation cellular networks such as 5G and 6G promise to support emerging applications such as enhanced mobile broadband, mission critical applications for the first responder, remote surgery, and industrial IOT among others. While Network Function Virtualization and Software Defined Networking open up the door for programmable networks and rapid service creation, these also offer both security opportunities, and introduces additional challenges and complexities. The talk focuses on various security challenges and opportunities introduced by 5G enablers, namely hypervisor, virtualization, SDN controller, orchestration, network slicing, Open RAN, edge cloud, and open source. This talk introduces threat taxonomy for 5G security from an end-to-end system perspective including, interfaces, protocols, potential threats introduced by these enablers, and associated mitigation techniques. Additionally, this talk highlights how AI/ML can help enhance security features of these networks and elaborates some adverse effects of AI/ML. Finally, the talk introduces some of the ongoing activities within various standards communities including open source consortiums, large scale NSF testbeds, and illustrates a few deployment use case scenarios.


Ashutosh Dutta (Senior Scientist and 5G Chief Strategist at the Johns Hopkins University Applied Physics Laboratory (JHU/APL))

Ashutosh Dutta is Chief 5G Strategist and APL Fellow at Johns Hopkins University’s Applied Physics Labs, USA. He serves as the director of Doctor of Engineering at Johns Hopkins University. In the past, he served as the chair of ECE department of Engineering for Professionals at JHU, Director of Technology Security at AT&T, CTO of Wireless at NIKSUN, Senior Scientist in Telcordia Research, Director of Central Research Facility at Columbia University, and Computer Engineer with TATA Motors. He has authored more than 110 technical papers, one book published by John and Wiley, and 5 book chapters, and has 31 issued patents. Ashutosh is recipient of IEEE MGA’s 2009 Leadership Award, IEEE-USA’s 2010 Professional Leadership Award, 2022 IEEE-USA George F. McClure Citation of Honor and 2022 IEEE North American Region Exceptional Service Award. Ashutosh served as Member-At-Large for IEEE Communications Society for 2020-2025 and Distinguished Lecturer from 2018-2021. He co-founded the IEEE STEM conference (ISEC) in 2011 and has served its co-chair since then. Ashutosh currently serves as the Chair for IEEE Industry Connection’s O-RAN activities and 6G. As the Founding co-chair of IEEE Future Networks he led technology roadmap, publications, standardization, testbed, education, industry engagement, conferences and workshops in the area of 5G and 6G, while keeping a focus on humanitarian needs. Ashutosh is a Distinguished Alumnus of NIT Rourkela with a BS in Electrical Engineering, MS in Computer Science from NJIT, and a Ph.D. in EE from Columbia University. Ashutosh is an IEEE Fellow and an ACM Distinguished member.

16:40
Technical session #2
“Artificial Intelligence Control Plane for Deterministic Networks Proof-of-Concept” slides, photo
A. Calvillo-Fernandez, M. Ravalli, J. Brenes, P. Giardina, J. Carcel, D. Rico-Menendez, F. Agraz, S. Spadaro, L. Velasco
17:25
Lightweight INT on the Tofino Programmable Switchslides, photo
A. Dimoglis, L. de Almeida, K. Papadopoulos, C. Papagianni, P. Papadimitriou, P. Grosso
17:40
Closing 17:55

We plan for a half-day workshop with an open call for papers to be presented in two technical sessions. In addition, we will invite experts from the field to provide their view stemming from IEEE 802.1 TSN, IETF DetNet and 3GPP TSC to foster the exchange of different viewpoints.

Call for papers

Over the past decade the mobile communications system has transformed into a fundamental infrastructure that supports digital demands from all industry sectors. 6G is envisioned to accelerate the path started in 5G for catering to the needs of a wide variety of vertical use cases, both current and emerging. That will however require major enhancements to the current 5G capabilities, in terms of well-established key performance indicators (latency, reliability, bandwidth etc.), as well as new key value indicators (sustainability, trustworthiness etc.) that are currently being formed. Creating a deterministic network, understood as end-to-end time sensitive, reliable, and predictable communications, remains a challenge for cellular networks, especially in an industrial context. Wired deterministic communication standards have already emerged including Time Sensitive Networking (TSN) and Deterministic Networking (DetNet) and 5G has specified mechanisms for interworking with those standards. However, the available support of 5G in conjunction with TSN and DetNet is not sufficient for future end-to-end time-critical applications. Network programmability and predictability is key in supporting emerging 6G networks in achieving their promises of increased performance and flexibility at a lower cost. Deep network programmability, that is the ability to program the network fabric both vertically (control and data plane) and horizontally (end-to-end from the radio to edge and core network), is expected to characterize the new generation of mobile networks (6G), currently under development, towards supporting extreme performance requirements and service-specific operations. Enriching next-generation mobile networks with data plane programming capabilities can bring significant benefits with regards to network slicing and multi-tenancy, dynamic traffic engineering, offloading network functions to the data plane, etc. Coupled with edge solutions and advanced machine learning algorithms for prediction and network automation can help to overcome network performance limits, e.g., in terms of latency and deterministic delivery.


TPC Chairs

Dr. János Harmatos, Ericsson Hungary – General co-chair

Dr. Antonio de la Oliva, University Carlos III Madrid (UC3M) – General co-chair

Dr. Chrysa Papagianni, University of Amsterdam (UvA) – General co-chair

Key dates
  • Paper submission: 15 August 2024
  • Notification of Acceptance: 1 September 2024
  • Camera Ready and Registration: 13 September 2024
  • Start conference & Workshop: 18 November 2024

TPC Committee

This workshop is organized by three Horizon Europe 6G-SNS JU projects, DETERMINISTIC6GPREDICT-6G and DESIRE6G. As such, we propose to invite key researchers from top European institutions participating in similar projects to be part of the TPC list. These researchers include:

Carla Chiasserini (POLITO), Claudio Casetti (POLITO), Carlos J. Bernardos (UC3M), Manuel Lorenzo (Ericsson), Peter Szilagyi (Nokia), Juan Jose Vegas Olmo (nVidia), Aurora Ramos (Atos), Sebastian Robitzsch (InterDigital), Sandor Laki (ELTE), Silvester Nádas (Ericsson), Istvan Godor (Ericsson), Xi Li (NEC), Fabio Verdi (UFScar), Panagiotis Papadimitriou (UoM), Filippo Cugini (CNIT), Luca Valcarenghi (SSSA), Hasanin Harkous (Nokia Bell Labs), Chia-Yu Chang (Nokia Bell Labs), Gergely Pongracz (Ericsson), Marios Avgeris (ÉTS), Paola Grosso (UvA), James Gross (KTH), Joachim Sachs (Ericsson), Janos Harmatos (Ericsson), Raheeb Muzaffar (Silicon Austria Labs), Marilet De Andrade Jardim (Ericsson), Gourav Prateek Sharma (KTH), Hans-Peter Bernhard (Silicon Austria Labs), Fjolla Ademaj (Silicon Austria Labs), Mahin Ahmed (Silicon Austria Labs), Frank Dürr (University of Stuttgart)

Publicity co-Chairs: Jessica Carneiro and Alejandra Espino (AUSTRALO)


Submitted papers may cover any of the following topics:

  • Programmable data planes for TSN
  • Enhancements towards 6G TSN and DetNet integration
  • Network softwarization for 6G
  • Programmable networking protocols
  • Programmable SDN and NFV: languages and architectures (P4 and others)
  • Hardware acceleration for programmable network functions
  • Multitenant data planes
  • Orchestration and management of software-defined deterministic networks
  • Control and management of data plane programmable devices
  • Artificial intelligence for deterministic networks
  • In network machine learning
  • In-network service level tuning and optimization; QoS
  • High precision traffic monitoring/telemetry
  • Service assurance and fulfilment programmability
  • Slicing for 6G
  • Intent-based systems and digital twinning applied in 6G
  • Routing and scheduling algorithms for reliable and real-time IoT
  • Trustworthy edge and cloud computing architectures and services

Submission instructions

Authors are invited to submit original contributions written in English that have not been published or submitted for publication elsewhere. Technical papers must be formatted using the ACM 2-column format and should be 5 pages. Papers should be submitted through https://6g-pdn24.hotcrp.com/