Publication detail

Delay-Aware Link Scheduling in IAB Networks with Dynamic User Demands

SADOVAYA, Y. VIKHROVA, O. MAO, W. YEH, S. SEMIARI, O. NIKOPOUR, H. TALWAR, S. ANDREEV, S.

Original Title

Delay-Aware Link Scheduling in IAB Networks with Dynamic User Demands

Type

journal article in Web of Science

Language

English

Original Abstract

Integrated Access and Backhaul (IAB) is a costefficient network densification technology for improving the coverage and capacity of the millimeter-wave (mmWave) cellular networks. In IAB systems, user traffic is forwarded to/from the wired base station by one or more relay stations, known as IAB nodes. Due to the multi-hop relaying, these systems may be subject to large packet delays and poor performance when the load is unevenly distributed among nodes. Addressing this limitation via delay-aware access and backhaul link scheduling in IAB networks is challenging due to potentially large network scale, complex topology, half-duplex, and interference constraints. In this paper, the topical link scheduling problem is formulated as a Markov decision problem (MDP) for a single-donor IAB system with a general topology that allows for users with different delay requirements and traffic dynamics. The proposed link scheduling strategy jointly optimizes (i) user traffic routing and (ii) multiplexing of access and backhaul links under half-duplex constraints and non-negligible interference that may arise in dense IAB systems even with high beam directionality. To address the complexity of our formulated MDP, we consider several approximation methods, namely, Q-learning, Monte Carlo Tree Search (MCTS), and genetic algorithms (GAs). Then, we propose a customized version of the GA, which provides the preferred optimality-complexity trade-off and offers a 15% packet delay reduction as compared to the state-of-the-art backpressure algorithm.

Keywords

IAB;millimeter-wave;link scheduling;routing;half-duplex constraint;interference;user dynamics

Authors

SADOVAYA, Y.; VIKHROVA, O.; MAO, W.; YEH, S.; SEMIARI, O.; NIKOPOUR, H.; TALWAR, S.; ANDREEV, S.

Released

21. 6. 2024

Publisher

IEEE

ISBN

1939-9359

Periodical

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Year of study

73

Number

10

State

United States of America

Pages from

15125

Pages to

15139

Pages count

17

URL

https://ieeexplore.ieee.org/document/10568354/

Full text in the Digital Library

http://hdl.handle.net/11012/249919

BibTex

@article{BUT189106,
  author="Yekaterina {Sadovaya} and Olga {Vikhrova} and Wei {Mao} and Shu-Ping {Yeh} and Omid {Semiari} and Hosein {Nikopour} and Shilpa {Talwar} and Sergey {Andreev}",
  title="Delay-Aware Link Scheduling in IAB Networks with Dynamic User Demands",
  journal="IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY",
  year="2024",
  volume="73",
  number="10",
  pages="15125--15139",
  doi="10.1109/TVT.2024.3409179",
  issn="1939-9359",
  url="https://ieeexplore.ieee.org/document/10568354/"
}