Postdoc position: AI-based Resource Management of Deterministic QoS for (beyond) 5G Networks

Postdoc position: AI-based Resource Management of Deterministic QoS for (beyond) 5G Networks

Published Deadline Location
18 Jul 1 Oct Delft

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Job description

The research is motivated by 5G (and beyond) telecommunications. Those future, mobile networks are being developed to offer innovative services in domains such as Media & Entertainment (virtual 3D reality), Automotive/Mobility, e-Health and Smart Industry (machine-to-machine communications). The plethora of services are characterized by widely varying traffic characteristics and often highly challenging Quality of Service (QoS) requirements in terms of throughput, latency, packet loss and/or reliability. Moreover, a high degree of user/device mobility and arduous propagation conditions further challenge QoS offering per service or traffic flow.
The goal of the project is to design an architecture and self-learning algorithms that can optimise and guarantee deterministic QoS of individual traffic flows whilst maximizing network resource efficiency. The general QoS architecture for end-to-end communication of heterogeneous types of traffic will include routing and scheduling for each traffic type and admission control possibly with QoS renegotiations and with shaping and spacing. Ideally, the performance of the proposed QoS architecture will be evaluated by using stochastic modelling and queuing theory, in addition to simulations that will complement the mathematical analysis. Employing AI/ML methodologies are strongly encouraged.

Specifications

Delft University of Technology (TU Delft)

Requirements

We are looking for a brilliant postdoc who has experience in stochastic modelling and queuing theory. The ideal candidate is multidisciplinary, well-versed in probability theory, algorithms, network science, with a background in telecommunications. An open mind for a university-company collaboration on this novel 5G theme is an advantage.

Conditions of employment

Fixed-term contract: 1 year ( but extendable to 2 years).

The TU Delft offers a customisable compensation package, a discount for health insurance and sport memberships, and a monthly work costs contribution. Flexible work schedules can be arranged. An International Children’s Centre offers childcare and an international primary school. Dual Career Services offers support to accompanying partners. Salary and benefits are in accordance with the Collective Labour Agreement for Dutch Universities.

Employer

Technische Universiteit Delft

Delft University of Technology (TU Delft) is a multifaceted institution offering education and carrying out research in the technical sciences at an internationally recognised level. Education, research and design are strongly oriented towards applicability. TU Delft develops technologies for future generations, focusing on sustainability, safety and economic vitality. At TU Delft you will work in an environment where technical sciences and society converge. TU Delft comprises eight faculties, unique laboratories, research institutes and schools.

Department

Faculty Electrical Engineering, Mathematics and Computer Science

The Faculty of Electrical Engineering, Mathematics and Computer Science (EEMCS) is known worldwide for its high academic quality and the social relevance of its research programmes. The faculty’s excellent facilities accentuate its international position in teaching and research. Within this interdisciplinary and international setting the faculty employs more than 1100 employees, including about 400 graduate students and about 2100 students. Together they work on a broad range of technical innovations in the fields of sustainable energy, telecommunications, microelectronics, embedded systems, computer and software engineering, interactive multimedia and applied mathematics.
The Networks Architectures and Services (NAS) section, part of the Department of Quantum & Computer Engineering in EEMCS, educates and conducts research in the broad area of complex networks, ranging from data communications and Internetworking, to other man-made infrastructures such as road-traffic networks, and to biological, brain, social, and financial sector networks. The emphasis lies on design and management of infrastructures. NAS also has expertise in concepts (e.g. routing, robustness) of network architectures, in the performance analysis of quality of service-aware protocols and Internet behaviour, and in strategic and business-oriented challenges for network operators.

Specifications

  • Postdoc
  • Engineering
  • 38—40 hours per week
  • €2709—€4274 per month
  • EWI2019-52

Employer

Delft University of Technology (TU Delft)

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Location

Stevinweg 1, 2628 CN, Delft

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