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Design and Resource Allocation of NOMA-based Transmission Scheme for Industrial Collaborative AR
Mid Sweden University, Faculty of Science, Technology and Media, Department of Information Systems and Technology.
Mid Sweden University, Faculty of Science, Technology and Media, Department of Information Systems and Technology.ORCID iD: 0000-0003-3717-7793
Mid Sweden University, Faculty of Science, Technology and Media, Department of Information Systems and Technology.
Mid Sweden University, Faculty of Science, Technology and Media, Department of Information Systems and Technology.
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2022 (English)In: 2022 IEEE GLOBECOM Workshops, GC Wkshps 2022 - Proceedings, IEEE conference proceedings, 2022, p. 1604-1609Conference paper, Published paper (Refereed)
Abstract [en]

Collaborative augmented reality (AR), which enables interaction and consistency in multi-user AR scenarios, is a promising technology for AR-guided remote monitoring, optimization, and troubleshooting of complex manufacturing processes. However, for uplink high data rate demands in collaborative-AR, the design of an efficient transmission and resource allocation scheme is demanding in resource-constrained wireless systems. To address this challenge, we propose a collaborative non-orthogonal multiple access (C-NOMA)-enabled transmission scheme by exploiting the fact that multi-user interaction often leads to common and individual views of the scenario (e.g., the region of interest). C-NOMA is designed as a two-step transmission scheme by treating these views separately and allowing users to offload the common views partially. Further, we define an optimization problem to jointly optimize the time and power allocation for AR users, with an objective of minimizing the maximum rate-distortion of the individual views for all users while guaranteeing a target distortion of their common view for its mutual significance. For its inherent non-linearity and non-convexity, we solve the defined problem using a primal-dual interior-point algorithm with a filter line search as well as by developing a successive convex approximation (SCA) method. The simulation results demonstrate that the optimized C-NOMA outperforms the non-collaborative baseline scheme by 23.94% and 77.28% in terms of energy consumption and achievable distortion on the common information, respectively. 

Place, publisher, year, edition, pages
IEEE conference proceedings, 2022. p. 1604-1609
Keywords [en]
AR, interior-point filter line search, NOMA, rate-distortion, successive convex approximation (SCA)
National Category
Telecommunications
Identifiers
URN: urn:nbn:se:miun:diva-47508DOI: 10.1109/GCWkshps56602.2022.10008766ISI: 001572877200266Scopus ID: 2-s2.0-85146910037ISBN: 9781665459754 (print)OAI: oai:DiVA.org:miun-47508DiVA, id: diva2:1734974
Conference
2022 IEEE GLOBECOM Workshops, GC Wkshps 2022, 4 December 2022 through 8 December 2022
Available from: 2023-02-07 Created: 2023-02-07 Last updated: 2026-03-12Bibliographically approved
In thesis
1. Medium Access Design for 5G and Beyond: Multi-Service Coexistence and Collaboration Strategies
Open this publication in new window or tab >>Medium Access Design for 5G and Beyond: Multi-Service Coexistence and Collaboration Strategies
2025 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

The transition from 5G to beyond 5G presents fundamental challenges in medium access (MA) design, requiring efficient coexistence and collaboration across heterogeneous services. As networks evolve, MA strategies must become spectrally efficient to support diverse applications, including enhanced mobile broadband (eMBB), ultra-reliable low-latency communication (URLLC), and multi-user augmented reality (AR). To address these demands, this thesis proposes three non-orthogonal MA solutions: cooperative relaying for heterogeneous coexistence, collaborative transmissions for multi-user AR, and MA switching mechanisms for balanced multiservice integration.

The first contribution introduces a cooperative relaying framework using non-orthogonal multiple access (NOMA) for primary-secondary coexistence. A novel piecewise-forward NOMA (PF-NOMA) protocol integrates decode-and-forward(DF) and amplify-and-forward (AF) relaying, dynamically adjusting power and time allocation based on real-time conditions.

The second contribution focuses on latency-sensitive AR applications, wherehigh data rates, low latency, and energy efficiency are critical. A NOMA-based ratedistortion optimization framework is proposed, integrating adaptive power allocation to minimize video distortion while optimizing resource utilization.

The third contribution advances radio access network (RAN) slicing by introducing a hybrid MA framework that integrates NOMA, rate-splitting multiple access (RSMA), and puncturing for efficient resource allocation across slices with competing quality of service (QoS) requirements. By balancing age of information (AoI) and throughput, the proposed solution ensures scalable and adaptive resource management for URLLC and eMBB services.

Extensive mathematical modeling and simulation-based evaluations validate the proposed frameworks, demonstrating significant gains in spectral efficiency, reliability, and energy efficiency across diverse deployment scenarios. This work establishes a unified and adaptive MA paradigm, enabling seamless multi-service coexistence, fostering collaboration, and ensuring scalable resource allocation in future 5G and beyond networks.

Place, publisher, year, edition, pages
Sundsvall: Mid Sweden University, 2025. p. 76
Series
Mid Sweden University doctoral thesis, ISSN 1652-893X ; 424
Keywords
NOMA, RSMA, AoI, eMBB, URLLC
National Category
Telecommunications
Identifiers
urn:nbn:se:miun:diva-54055 (URN)978-91-90017-14-2 (ISBN)
Public defence
2025-04-24, M108, Mittuniversitetet, Holmgatan 10,, Sundsvall, 10:15 (English)
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Supervisors
Note

Vid tidpunkten för disputationen var följande delarbete opublicerat: delarbete 5 under granskning.

At the time of the doctoral defence the following paper was unpublished: paper 5 Under Review.

Available from: 2025-03-24 Created: 2025-03-21 Last updated: 2025-09-25Bibliographically approved

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Khodakhah, FarnazMahmood, AamirAbedin, Sarder FakhrulThar, KyiÖsterberg, PatrikGidlund, Mikael

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Khodakhah, FarnazMahmood, AamirAbedin, Sarder FakhrulThar, KyiÖsterberg, PatrikGidlund, Mikael
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