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Khodakhah, F., Mahmood, A., Österberg, P. & Gidlund, M. (2025). Adaptive User Pairing with Non-orthogonal Medium Access Choices for Balanced Coexistence of Mission-Critical and eMBB Services in Cellular IoT. IEEE Open Journal of the Communications Society, 6, 5414-5433
Open this publication in new window or tab >>Adaptive User Pairing with Non-orthogonal Medium Access Choices for Balanced Coexistence of Mission-Critical and eMBB Services in Cellular IoT
2025 (English)In: IEEE Open Journal of the Communications Society, E-ISSN 2644-125X, Vol. 6, p. 5414-5433Article in journal (Refereed) Published
Abstract [en]

This paper investigates adaptive user pairing (UP) under different non-orthogonal medium access choices in 5G-and-beyond cellular IoT networks to balance the uplink performance of mission-critical (MC) and enhanced mobile broadband (eMBB) services. Our objective is to enhance eMBB rates while ensuring quality of service (QoS) for MC users, assessed through average age of information (AoI) and peak AoI (PAoI) violation probabilities. By deriving a signal-to-noise ratio (SNR) gap threshold between a pair of eMBB and MC users, we identify optimal access scheme—puncturing, non-orthogonal mul tiple access (NOMA), or rate-splitting multiple access (RSMA)—with respect to activation probability (pm) and cellular network radius. By using this derived threshold, we design an adaptive pairing algorithm that achieves near-optimal QoS for MC users and maximizes eMBB data rates. To realize different spatial associations among users in the cell, the proposed pairing strategy for eMBB and MC services is evaluated for three user distributions around the base station: concave (eMBB users concentrated near the BS), uniform (evenly spread eMBB and MC users), and convex (MC users concentrated near the BS). The extensive numerical analysis of the proposed solution demonstrates significant performance gains over random and traditional NOMA-based pairings, especially under concave scenarios. In concave distributions, our strategy reduces MC users’ QoS outage by 85% at pm=0.1, achieving zero outage for pm≥0.3. Uniform and convex distributions confirm method robustness, maintaining low or zero outage probabilities across all pm values. We also analyzed the impact of network radius and MC user activation probabilities on access scheme selection. Results show that RSMA generally outperforms other multiple access schemes in terms of eMBB rate, but NOMA exhibits superior performance compared to RSMA and puncturing in larger networks.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2025
National Category
Telecommunications
Identifiers
urn:nbn:se:miun:diva-54061 (URN)10.1109/OJCOMS.2025.3578727 (DOI)001525507800002 ()2-s2.0-105008546233 (Scopus ID)
Available from: 2025-03-24 Created: 2025-03-24 Last updated: 2025-09-25Bibliographically approved
Khodakhah, F., Mahmood, A., Stefanović, Č., Farag, H., Österberg, P. & Gidlund, M. (2025). Balancing AoI and Rate for Mission-Critical and eMBB Coexistence with Puncturing, NOMA, and RSMA in Cellular Uplink. IEEE Transactions on Vehicular Technology, 74(1), 1475-1488
Open this publication in new window or tab >>Balancing AoI and Rate for Mission-Critical and eMBB Coexistence with Puncturing, NOMA, and RSMA in Cellular Uplink
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2025 (English)In: IEEE Transactions on Vehicular Technology, ISSN 0018-9545, E-ISSN 1939-9359, Vol. 74, no 1, p. 1475-1488Article in journal (Refereed) Published
Abstract [en]

Through the lens of average and peak age-of-information (AoI), this paper takes a fresh look into the uplink medium access solutions for mission-critical (MC) communication coexisting with enhanced mobile broadband (eMBB) service. Considering the stochastic packet arrivals from an MC user, we study three access schemes: orthogonal multiple access (OMA) with eMBB preemption (puncturing), non-orthogonal multiple access (NOMA), and rate-splitting multiple access (RSMA), the latter two both with concurrent eMBB transmissions. Puncturing is found to reduce both average AoI and peak AoI (PAoI) violation probability but at the expense of decreased eMBB user rates and increased signaling complexity. Conversely, NOMA and RSMA offer higher eMBB rates but may lead to MC packet loss and AoI degradation. The paper systematically investigates the conditions under which NOMA or RSMA can closely match the average AoI and PAoI violation performance of puncturing while maintaining data rate gains. Closed-form expressions for average AoI and PAoI violation probability are derived, and conditions on the eMBB and MC channel gain difference with respect to the base station are analyzed. Additionally, optimal power and rate splitting factors in RSMA are determined through an exhaustive search to minimize MC outage probability. Notably, our results indicate that with a small loss in the average AoI and PAoI violation probability the eMBB rate in NOMA and RSMA can be approximately five times higher than that achieved through puncturing. 

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2025
Keywords
AoI, eMBB, heterogeneous services, MC, NOMA, PAoI, puncturing, RSMA, URLLC
National Category
Signal Processing
Identifiers
urn:nbn:se:miun:diva-52584 (URN)10.1109/TVT.2024.3452966 (DOI)001397799200042 ()2-s2.0-85203646849 (Scopus ID)
Available from: 2024-09-25 Created: 2024-09-25 Last updated: 2025-09-25Bibliographically approved
Khodakhah, F., Stefanović, Č., Mahmood, A., Farag, H., Österberg, P. & Gidlund, M. (2023). NOMA or Puncturing for Uplink eMBB-URLLC Coexistence from an AoI Perspective?. In: GLOBECOM 2023 - 2023 IEEE Global Communications Conference: . Paper presented at Proceedings - IEEE Global Communications Conference, GLOBECOM (pp. 4301-4306). IEEE
Open this publication in new window or tab >>NOMA or Puncturing for Uplink eMBB-URLLC Coexistence from an AoI Perspective?
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2023 (English)In: GLOBECOM 2023 - 2023 IEEE Global Communications Conference, IEEE, 2023, p. 4301-4306Conference paper, Published paper (Refereed)
Abstract [en]

Through the lens of the age-of-information (AoI) metric, this paper takes a fresh look into the performance of coexisting enhanced mobile broadband (eMBB) and ultra-reliable low-latency (URLLC) services in the uplink scenario. To reduce AoI, a URLLC user with stochastic packet arrivals has two options: orthogonal multiple access (OMA) with the preemption of the eMBB user (labeled as puncturing) or non-orthogonal multiple access (NOMA) with the ongoing eMBB transmission. Puncturing leads to lower average AoI at the expense of the decrease in the eMBB user's rate, as well as in signaling complexity. On the other hand, NOMA can provide a higher eMBB rate at the expense of URLLC packet loss due to interference and, thus, the degradation in AoI performance. We study under which conditions NOMA could provide an average AoI performance that is close to the one of the puncturing, while maintaining the gain in the data rate. To this end, we derive a closed-form expression for the average AoI and investigate conditions on the eMBB and URLLC distances from the base station at which the difference between the average AoI in NOMA and in puncturing is within some small gap β. Our results show that with β as small as 0.1 minislot, the eMBB rate in NOMA can be roughly 5 times higher than that of puncturing. Thus, by choosing an appropriate access scheme, both the favorable average AoI for URLLC users and the high data rate for eMBB users can be achieved. 

Place, publisher, year, edition, pages
IEEE, 2023
National Category
Telecommunications
Identifiers
urn:nbn:se:miun:diva-50903 (URN)10.1109/GLOBECOM54140.2023.10437787 (DOI)001178562004143 ()2-s2.0-85187329190 (Scopus ID)9798350310900 (ISBN)
Conference
Proceedings - IEEE Global Communications Conference, GLOBECOM
Available from: 2024-03-20 Created: 2024-03-20 Last updated: 2025-09-25Bibliographically approved
Forsström, S., Forsberg, M., O'Nils, M., Sidén, J., Österberg, P. & Engberg, B. A. (2023). Specialanpassade kurser för yrkesverksamma ingenjörer: Erfarenheter och upplevelser. In: Bidrag från den 9:e utvecklingskonferensen för Sveriges ingenjörsutbildningar: . Paper presented at 9:e utvecklingskonferensen för Sveriges ingenjörsutbildningar (pp. 348-353). Mälardalens universitet
Open this publication in new window or tab >>Specialanpassade kurser för yrkesverksamma ingenjörer: Erfarenheter och upplevelser
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2023 (Swedish)In: Bidrag från den 9:e utvecklingskonferensen för Sveriges ingenjörsutbildningar, Mälardalens universitet, 2023, p. 348-353Conference paper, Published paper (Other academic)
Abstract [sv]

I dagens samhälle blir det allt viktigare att fortbilda sig under hela sitt yrkesverksamma liv. För att möta efterfrågan på det livslånga lärandet har Mittuniversitetet utvecklat och genomfört ett antal kurser som riktar sig mot yrkesverksamma ingenjörer. Detta arbete presenterar våra erfarenheter av att ge dessa kurser, med en tyngdpunkt på studenternas upplevelser. Syftet med detta är att bygga upp en vetenskaplig bas för vad vi gör som är bra, men även vad som kan förbättras och förändras. Målsättningen är att göra dessa specialanpassade kurser riktade mot yrkesverksamma ingenjörer så givande och flexibla som möjligt. Våra initiala resultat visar bland annat att studenternas negativa upplevelser ofta var kopplade till antagningsförfarandet och det praktiska genomförandet av kurserna. Man hade svårigheter med att hitta hur man skulle registrera sig på kursen och att tidsramen för registrering kunde vara ett problem. Läroplattformen uppfattades som svår att överblicka och det förekom även viss otydlighet gällande var undervisningen skulle äga rum. Den positiva responsen i utvärderingarna gällde främst det faktiska kursinnehållet, då man ansåg att uppgifter och kursmaterial var givande. Vidare uppskattades kursupplägget, att man kunde kombinera studierna med arbete. Framledes kommer vi att fortsätta med dessa utvärderingar i takt med att kurserna ges, och därefter anpassa vårt mottagande och kommunikationen med studenterna. Även kursupplägget ses över kontinuerligt via den återkoppling vi mottar. 

Place, publisher, year, edition, pages
Mälardalens universitet, 2023
Keywords
Livslångt lärande, Expertkompetens, Ingenjörer, Microlearning, Yrkesverksamma.
National Category
Educational Sciences
Identifiers
urn:nbn:se:miun:diva-49951 (URN)978-91-7485-620-0 (ISBN)
Conference
9:e utvecklingskonferensen för Sveriges ingenjörsutbildningar
Available from: 2023-11-26 Created: 2023-11-26 Last updated: 2025-09-25Bibliographically approved
Khodakhah, F., Mahmood, A., Abedin, S. F., Thar, K., Österberg, P. & Gidlund, M. (2022). Design and Resource Allocation of NOMA-based Transmission Scheme for Industrial Collaborative AR. In: 2022 IEEE GLOBECOM Workshops, GC Wkshps 2022 - Proceedings: . Paper presented at 2022 IEEE GLOBECOM Workshops, GC Wkshps 2022, 4 December 2022 through 8 December 2022 (pp. 1604-1609). IEEE conference proceedings
Open this publication in new window or tab >>Design and Resource Allocation of NOMA-based Transmission Scheme for Industrial Collaborative AR
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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
Keywords
AR, interior-point filter line search, NOMA, rate-distortion, successive convex approximation (SCA)
National Category
Telecommunications
Identifiers
urn:nbn:se:miun:diva-47508 (URN)10.1109/GCWkshps56602.2022.10008766 (DOI)001572877200266 ()2-s2.0-85146910037 (Scopus ID)9781665459754 (ISBN)
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
Butun, I. & Österberg, P. (2021). A Review of Distributed Access Control for Blockchain Systems towards Securing the Internet of Things. IEEE Access, 9, 5428-5441
Open this publication in new window or tab >>A Review of Distributed Access Control for Blockchain Systems towards Securing the Internet of Things
2021 (English)In: IEEE Access, E-ISSN 2169-3536, Vol. 9, p. 5428-5441Article in journal (Refereed) Published
Abstract [en]

As the Internet of Things (IoT) paradigm gets more attention from academia and industry, implementation tools of IoT will be explored more and more. One example is the applicability of blockchain systems to provide security and privacy of IoT networks, which is the topic of this article. Blockchain systems are on the rise, as crypto-currency payment systems (such as Bitcoin, Litecoin, etc.) boomed in the last few years due to their attractive de-centralized and anonymous features. As in every transaction, access of the users to IoT systems needs to be controlled. However, these systems are peer-to-peer systems and do not have centralized control, which means that traditional access control techniques will not be optimal. As a result, distributed access control schemes are needed and this paper aims at providing the state of the art in the literature. Thereby, we introduce and discuss the details and applicability of centralized (rolebased) and distributed (threshold-signature, reputation, trusted-computing, identity, capability, ACL, groupsignature, and hybrid) access control schemes to blockchain systems under the IoT ecosystems. Moreover, permissioned vs. permissionless blockchain systems are also discussed. Finally, challenges and research directions related to the application of all those presented blockchain systems to IoT are discussed. 

Keywords
Access control, Bitcoin, Blockchain, Cryptography, Internet of Things, IoT, ledger, LoRa, P2P, Peer-to-peer computing, permissioned, permissionless, security, Servers, survey
National Category
Computer and Information Sciences
Identifiers
urn:nbn:se:miun:diva-40889 (URN)10.1109/ACCESS.2020.3047902 (DOI)000608205100001 ()2-s2.0-85099111516 (Scopus ID)
Available from: 2021-01-19 Created: 2021-01-19 Last updated: 2025-09-25
Beltramelli, L., Mahmood, A., Österberg, P., Gidlund, M., Ferrari, P. & Sisinni, E. (2021). Energy efficiency of slotted LoRaWANcommunication with out-of-band synchronization. IEEE Transactions on Instrumentation and Measurement
Open this publication in new window or tab >>Energy efficiency of slotted LoRaWANcommunication with out-of-band synchronization
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2021 (English)In: IEEE Transactions on Instrumentation and Measurement, ISSN 0018-9456, E-ISSN 1557-9662Article in journal (Refereed) Published
Abstract [en]

Although the idea of using wireless links for covering large areas is not new, the advent of Low Power Wide area networks (LPWANs) has recently started changing the game. Simple, robust, narrowband modulation schemes permit the implementation of low-cost radio devices offering high receiver sensitivity, thus improving the overall link budget. The several technologies belonging to the LPWAN family, including the well-known LoRaWAN solution, provide a cost-effective answer to many Internet-of-things (IoT) applications, requiring wireless communication capable of supporting large networks of many devices (e.g., smart metering). Generally, the adopted medium access control (MAC) strategy is based on pure ALOHA, which, among other things, allows to minimize the traffic overhead under constrained duty cycle limitations of the unlicensed bands. Unfortunately, ALOHA suffers from poor scalability, rapidly collapsing in dense networks. This work investigates the design of an improved LoRaWAN MAC scheme based on slotted ALOHA. In particular, the required time dissemination is provided by out-of-band communications leveraging on Radio Data System(FM-RDS) broadcasting, which natively covers wide areas both indoor and outdoor. An experimental setup based on low-cost hardware is used to characterize the obtainable synchronization performance and derive a timing error model. Consequently, improvements in success probability and energy efficiency have been validated by means of simulations in very large networks with up to 10000 nodes. It is shown that the advantage of the proposed scheme over conventional LoRaWAN communication is up to 100% when short update time and large payload are required. Similar results are obtained regarding the energy efficiency improvement, that is close to 100% for relatively short transmission intervals and long message duration; however, due to the additional overhead for listening the time dissemination messages, efficiency gain can be negative for very short duration of message fastly repeating.

Keywords
LoRaWAN, LPWAN, slotted ALOHA, time synchronization, FM-RDS
National Category
Communication Systems Telecommunications
Identifiers
urn:nbn:se:miun:diva-41035 (URN)10.1109/TIM.2021.3051238 (DOI)000636274000050 ()2-s2.0-85099535787 (Scopus ID)
Funder
Knowledge Foundation, NIIT
Available from: 2021-02-01 Created: 2021-02-01 Last updated: 2026-03-13Bibliographically approved
Beltramelli, L., Mahmood, A., Österberg, P. & Gidlund, M. (2021). LoRa beyond ALOHA: An Investigation of Alternative Random Access Protocols. IEEE Transactions on Industrial Informatics, 17(5), 3544-3554
Open this publication in new window or tab >>LoRa beyond ALOHA: An Investigation of Alternative Random Access Protocols
2021 (English)In: IEEE Transactions on Industrial Informatics, ISSN 1551-3203, E-ISSN 1941-0050, Vol. 17, no 5, p. 3544-3554Article in journal (Refereed) Published
Abstract [en]

We present a stochastic geometry-based model to investigate alternative medium access choices for LoRaWAN a widely adopted low-power wide-area networking (LPWAN) technology for the Internet-of-things (IoT). LoRaWAN adoption is driven by its simplified network architecture, air interface, and medium access. The physical layer, known as LoRa, provides quasi-orthogonal virtual channels through spreading factors (SFs) and time-power capture gains. However, the adopted pure ALOHA access mechanism suffers, in terms of scalability, under the same-channel same-SF transmissions from a large number of devices. In this paper, our objective is to explore access mechanisms beyond-ALOHA for LoRaWAN. Using recent results on time- and power-capture effects of LoRa, we develop a unified model for the comparative study of other choices, i.e., slotted ALOHA and carrier-sense multiple access (CSMA). The model includes the necessary design parameters of these access mechanisms, such as guard time and synchronization accuracy for slotted ALOHA, carrier sensing threshold for CSMA. It also accounts for the spatial interaction of devices in annular shaped regions, characteristic of LoRa, for CSMA. The performance derived from the model in terms of coverage probability, throughput, and energy efficiency are validated using Monte-Carlo simulations. Our analysis shows that slotted ALOHA indeed has higher reliability than pure ALOHA but at the cost of lower energy efficiency for low device densities. Whereas, CSMA outperforms slotted ALOHA at smaller SFs in terms of reliability and energy efficiency, with its performance degrading to pure ALOHA at higher SFs.

Keywords
Interference, Multiaccess communication, Logic gates, Modulation, Analytical models, Scalability, Synchronization, Energy efficiency, Internet-of-things, LoRa, Low-power wide-area networks, Medium access
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:miun:diva-38600 (URN)10.1109/TII.2020.2977046 (DOI)000622100800055 ()2-s2.0-85101784182 (Scopus ID)
Available from: 2020-03-09 Created: 2020-03-09 Last updated: 2025-09-25Bibliographically approved
Lindén, J., Zhang, T., Forsström, S. & Österberg, P. (2021). Multi-language Information Extraction with Text Pattern Recognition. In: David C. Wyld, Dhinaharan Nagamalai (Ed.), Computer Science & Information Technology (CS & IT): Natural Language Computing7th International Conference on Natural Language Computing (NATL 2021), November 27~28, 2021, London, United Kingdom. Paper presented at 7th International Conference on Natural Language Computing (NATL 2021), London, United Kingdom, November 27 - 28, 2021 (pp. 1-17). , 11
Open this publication in new window or tab >>Multi-language Information Extraction with Text Pattern Recognition
2021 (English)In: Computer Science & Information Technology (CS & IT): Natural Language Computing7th International Conference on Natural Language Computing (NATL 2021), November 27~28, 2021, London, United Kingdom / [ed] David C. Wyld, Dhinaharan Nagamalai, 2021, Vol. 11, p. 1-17Conference paper, Published paper (Refereed)
Abstract [en]

Information extraction is a task that can extract meta-data information from text. The research in this article proposes a new information extraction algorithm called GenerateIE. The proposed algorithm identifies pairs of entities and relations described in a piece of text. The extracted meta-data is useful in many areas, but within this research the focus is to use them in news-media contexts to provide the gist of the written articles for analytics and paraphrasing of news information. GenerateIE algorithm is compared with existing state of the art algorithms with two benefits. Firstly, the GenerateIE provides the co-referenced word as the entity instead of using he, she, it, etc. which is more beneficial for knowledge graphs. Secondly GenerateIE can be applied on multiple languages without changing the algorithm itself apart from the underlying natural language text-parsing. Furthermore, the performance of GenerateIE compared with state-of-the-art algorithms is not significantly better, but it offers competitive results. 

Keywords
Information Extraction, IE, Information representation, Knowledge Graph, Natural Language Processing, NLP, Pattern Recognition, Entity Recognition
National Category
Computer Sciences
Identifiers
urn:nbn:se:miun:diva-41798 (URN)978-1-925953-54-1 (ISBN)
Conference
7th International Conference on Natural Language Computing (NATL 2021), London, United Kingdom, November 27 - 28, 2021
Available from: 2021-04-01 Created: 2021-04-01 Last updated: 2025-09-25Bibliographically approved
Khodakhah, F., Mahmood, A., Österberg, P. & Gidlund, M. (2021). Multiple Access-Enabled Relaying with Piece-Wise and Forward NOMA: Rate Optimization under Reliability Constraints. Sensors, 21(14), Article ID 4783.
Open this publication in new window or tab >>Multiple Access-Enabled Relaying with Piece-Wise and Forward NOMA: Rate Optimization under Reliability Constraints
2021 (English)In: Sensors, E-ISSN 1424-8220, Vol. 21, no 14, article id 4783Article in journal (Refereed) Published
Abstract [en]

The increasing proliferation of Internet-of-things (IoT) networks in a given space requires exploring various communication solutions (e.g., cooperative relaying, non-orthogonal multiple access, spectrum sharing) jointly to increase the performance of coexisting IoT systems. However, the design complexity of such a system increases, especially under the constraints of performance targets. In this respect, this paper studies multiple-access enabled relaying by a lower-priority secondary system, which cooperatively relays the incoming information to the primary users and simultaneously transmits its own data. We consider that the direct link between the primary transmitter-receiver pair uses orthogonal multiple access in the first phase. In the second phase, a secondary transmitter adopts a relaying strategy to support the direct link while it uses non-orthogonal multiple access (NOMA) to serve the secondary receiver. As a relaying scheme, we propose a piece-wise and forward (PF) relay protocol, which, depending on the absolute value of the received primary signal, acts similar to decode-and-forward (DF) and amplify-and-forward (AF) schemes in high and low signal-to-noise ratio (SNR), respectively. By doing so, PF achieves the best of these two relaying protocols using the adaptive threshold according to the transmitter-relay channel condition. Under PF-NOMA, first, we find the achievable rate region for primary and secondary receivers, and then we formulate an optimization problem to derive the optimal PF-NOMA time and power fraction that maximize the secondary rate subject to reliability constraints on both the primary and the secondary links. Our simulation results and analysis show that the PF-NOMA outperforms DF-NOMA and AF-NOMA-based relaying techniques in terms of achievable rate regions and rate-guaranteed relay locations.

Keywords
cooperative communication, NOMA, piece-wise and forward (PF), relaying protocols, rate optimization, QoS
National Category
Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:miun:diva-42738 (URN)10.3390/s21144783 (DOI)000677159800001 ()34300522 (PubMedID)2-s2.0-85109469357 (Scopus ID)
Available from: 2021-08-09 Created: 2021-08-09 Last updated: 2025-09-25
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0003-3433-2997

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