Pub Date : 2024-07-25DOI: 10.1109/OJCOMS.2024.3433502
Alireza Maleki;Ha H. Nguyen;Ebrahim Bedeer;Robert Barton
Chirp spread spectrum (CSS) signal is the heart of long-range (LoRa) modulation, also known as CSS modulation, and is used in long-range wide area network (LoRaWAN) in Internet of things (IoT) scenarios. CSS modulation has drawn much attention from the research and industry communities in recent years. However, to the best of our knowledge, a comprehensive tutorial, investigating the mathematical foundations of CSS modulation in the LoRaWAN application, is missing in the literature. Therefore, in the first part of this paper, we provide a thorough analysis and tutorial of CSS modulation as the physical (PHY) layer of LoRaWAN, discussing various aspects such as signal generation, detection, error performance, and spectral characteristics. Moreover, a summary of key recent advances in the context of CSS modulation modifications and applications in IoT networks is presented in the second part of this paper under four main categories, i.e., transceiver configuration and design, data rate improvement, interference modeling, and synchronization algorithms. Finally, future research directions are also provided to discuss the potential issues and solutions for improving the performance of CSS modulation in LoRaWAN.
{"title":"A Tutorial on Chirp Spread Spectrum Modulation for LoRaWAN: Basics and Key Advances","authors":"Alireza Maleki;Ha H. Nguyen;Ebrahim Bedeer;Robert Barton","doi":"10.1109/OJCOMS.2024.3433502","DOIUrl":"10.1109/OJCOMS.2024.3433502","url":null,"abstract":"Chirp spread spectrum (CSS) signal is the heart of long-range (LoRa) modulation, also known as CSS modulation, and is used in long-range wide area network (LoRaWAN) in Internet of things (IoT) scenarios. CSS modulation has drawn much attention from the research and industry communities in recent years. However, to the best of our knowledge, a comprehensive tutorial, investigating the mathematical foundations of CSS modulation in the LoRaWAN application, is missing in the literature. Therefore, in the first part of this paper, we provide a thorough analysis and tutorial of CSS modulation as the physical (PHY) layer of LoRaWAN, discussing various aspects such as signal generation, detection, error performance, and spectral characteristics. Moreover, a summary of key recent advances in the context of CSS modulation modifications and applications in IoT networks is presented in the second part of this paper under four main categories, i.e., transceiver configuration and design, data rate improvement, interference modeling, and synchronization algorithms. Finally, future research directions are also provided to discuss the potential issues and solutions for improving the performance of CSS modulation in LoRaWAN.","PeriodicalId":33803,"journal":{"name":"IEEE Open Journal of the Communications Society","volume":null,"pages":null},"PeriodicalIF":6.3,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10609524","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141770883","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-24DOI: 10.1109/OJCOMS.2024.3430051
Ahmed Samir;Ahmed S. Ibrahim;Mahmoud H. Ismail;Basem M. ElHalawany;Mohamed Elsayed
Vehicle-to-infrastructure (V2I) communication facilitates seamless interaction between vehicles and the surrounding infrastructure. Recently, there has been a notable surge in research interest in ambient backscatter communications (AmBC), primarily due to its ability to enable battery-free communication. Concurrently, reconfigurable intelligent surfaces (RISs) have garnered attention as a promising technology, particularly for the advancement of cellular systems beyond 5G. Additionally, non-orthogonal multiple access (NOMA) assumes a pivotal role in enhancing spectrum utilization. This paper proposes a new RIS-enhanced NOMA-AmBC system where all channels are characterized by Nakagami-m fading and with the main objective of assessing the performance of such system. To this end, new closed-form expressions for the outage probabilities (OPs) were derived under the practical assumption of imperfect successive interference cancellation (SIC). In addition, to gain a deep insight into the system’s performance, we derived asymptotic, upper-bound, and lower-bound expressions for the OPs. Furthermore, we proposed a power allocation optimization problem to achieve an outage-optimal performance. To validate the analytical results, we conducted extensive investigations using Monte Carlo simulations, which indicates a high degree of consistency. Moreover, our results underscore the remarkable performance improvements achieved by the RIS-assisted AmBC-NOMA system when compared to both the traditional benchmark AmBC-NOMA system and the RIS-assisted orthogonal multiple access (AmBCOMA) counterparts.
{"title":"Outage Performance of RIS-Assisted AmBC-NOMA Cooperative V2I Communications","authors":"Ahmed Samir;Ahmed S. Ibrahim;Mahmoud H. Ismail;Basem M. ElHalawany;Mohamed Elsayed","doi":"10.1109/OJCOMS.2024.3430051","DOIUrl":"10.1109/OJCOMS.2024.3430051","url":null,"abstract":"Vehicle-to-infrastructure (V2I) communication facilitates seamless interaction between vehicles and the surrounding infrastructure. Recently, there has been a notable surge in research interest in ambient backscatter communications (AmBC), primarily due to its ability to enable battery-free communication. Concurrently, reconfigurable intelligent surfaces (RISs) have garnered attention as a promising technology, particularly for the advancement of cellular systems beyond 5G. Additionally, non-orthogonal multiple access (NOMA) assumes a pivotal role in enhancing spectrum utilization. This paper proposes a new RIS-enhanced NOMA-AmBC system where all channels are characterized by Nakagami-m fading and with the main objective of assessing the performance of such system. To this end, new closed-form expressions for the outage probabilities (OPs) were derived under the practical assumption of imperfect successive interference cancellation (SIC). In addition, to gain a deep insight into the system’s performance, we derived asymptotic, upper-bound, and lower-bound expressions for the OPs. Furthermore, we proposed a power allocation optimization problem to achieve an outage-optimal performance. To validate the analytical results, we conducted extensive investigations using Monte Carlo simulations, which indicates a high degree of consistency. Moreover, our results underscore the remarkable performance improvements achieved by the RIS-assisted AmBC-NOMA system when compared to both the traditional benchmark AmBC-NOMA system and the RIS-assisted orthogonal multiple access (AmBCOMA) counterparts.","PeriodicalId":33803,"journal":{"name":"IEEE Open Journal of the Communications Society","volume":null,"pages":null},"PeriodicalIF":6.3,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10608159","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141770878","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-22DOI: 10.1109/OJCOMS.2024.3431681
Pau Baguer;Girma M. Yilma;Esteban Municio;Gines Garcia-Aviles;Andres Garcia-Saavedra;Marco Liebsch;Xavier Costa-Pérez
A new generation of open and disaggregated Radio Access Networks (RANs) enabling multi-vendor, flexible, and cost-effective deployments is being promoted by the Open Radio Access Network (O-RAN) Alliance. However, this new level of disaggregation in the RAN also entails new security risks that must be carefully addressed. The O-RAN Alliance has established Working Group 11 (WG11) to ensure that the new specifications are secure by design. Acknowledging the new security challenges arising from the expanded threat surface, O-RAN WG11 provides procedures to identify threats and assess and mitigate risks. Reportedly, as of 2024, 60% of found risks are related to Denial of Service (DoS) and performance degradation. Therefore, in this work, we analyse a vanilla O-RAN deployment and evaluate the endurance of different O-RAN interfaces under attacks in scenarios involving DoS and performance degradation. To do so, we use a reference O-RAN open source deployment to report, risks found, weak points, and counter-intuitive recommended design choices for both control plane (A1, E2, and F1-c) and user plane (F1-u) interfaces. Consequently, we map O-RAN WG11’s threat model and risk assessment methodology to our considered DoS and performance degradation scenarios, and dissect existing threats and potential attacks over O-RAN interfaces that may compromise the security of O-RAN architectural deployments. Finally, we identify mechanisms to mitigate risks and discuss approaches aimed at improving the robustness of future O-RAN networks.
{"title":"Attacking O-RAN Interfaces: Threat Modeling, Analysis and Practical Experimentation","authors":"Pau Baguer;Girma M. Yilma;Esteban Municio;Gines Garcia-Aviles;Andres Garcia-Saavedra;Marco Liebsch;Xavier Costa-Pérez","doi":"10.1109/OJCOMS.2024.3431681","DOIUrl":"10.1109/OJCOMS.2024.3431681","url":null,"abstract":"A new generation of open and disaggregated Radio Access Networks (RANs) enabling multi-vendor, flexible, and cost-effective deployments is being promoted by the Open Radio Access Network (O-RAN) Alliance. However, this new level of disaggregation in the RAN also entails new security risks that must be carefully addressed. The O-RAN Alliance has established Working Group 11 (WG11) to ensure that the new specifications are secure by design. Acknowledging the new security challenges arising from the expanded threat surface, O-RAN WG11 provides procedures to identify threats and assess and mitigate risks. Reportedly, as of 2024, 60% of found risks are related to Denial of Service (DoS) and performance degradation. Therefore, in this work, we analyse a vanilla O-RAN deployment and evaluate the endurance of different O-RAN interfaces under attacks in scenarios involving DoS and performance degradation. To do so, we use a reference O-RAN open source deployment to report, risks found, weak points, and counter-intuitive recommended design choices for both control plane (A1, E2, and F1-c) and user plane (F1-u) interfaces. Consequently, we map O-RAN WG11’s threat model and risk assessment methodology to our considered DoS and performance degradation scenarios, and dissect existing threats and potential attacks over O-RAN interfaces that may compromise the security of O-RAN architectural deployments. Finally, we identify mechanisms to mitigate risks and discuss approaches aimed at improving the robustness of future O-RAN networks.","PeriodicalId":33803,"journal":{"name":"IEEE Open Journal of the Communications Society","volume":null,"pages":null},"PeriodicalIF":6.3,"publicationDate":"2024-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10606000","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141770880","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-22DOI: 10.1109/OJCOMS.2024.3431686
Dipankar Shakya;Mingjun Ying;Theodore S. Rappaport;Hitesh Poddar;Peijie Ma;Yanbo Wang;Idris Al-Wazani
Wide bandwidth requirements for multi-Gbps communications have prompted the global telecommunications industry to consider new mid-band spectrum allocations in the 4–8 GHz FR1(C) and 7–24 GHz FR3 bands, above the crowded bands below 6 GHz. Allocations in the lower and upper mid-band aim to balance coverage and capacity, but there is limited knowledge about the radio propagation characteristics in the 4–24 GHz frequency bands. Here we present the world’s first comprehensive indoor propagation measurement and channel modeling study at 6.75 GHz and 16.95 GHz in mid-band spectrum conducted at the NYU WIRELESS Research Center spanning distances from 11–97 m using 31 dBm EIRP transmit power with 15 and 20 dBi gain rotatable horn antennas at 6.75 GHz and 16.95 GHz, respectively. Analysis of the omnidirectional and directional propagation path loss using the close-in free space model with 1 m reference distance reveals a familiar waveguiding effect in indoor environments for line-of-sight (LOS). Compared to mmWave frequencies, the omnidirectional LOS and non-LOS (NLOS) path loss exponents (PLE) are similar, when using a close-in 1 m free space path loss reference distance model. Observations of the omnidirectional and directional RMS delay spread (DS) at FR1(C) and FR3 as compared to mmWave and sub-THz frequencies indicate decreasing RMS DS as the carrier frequency is increased. The RMS angular spreads (AS) at 6.75 GHz are found to be wider compared to 16.95 GHz, showing greater number of multipath components from a broader set of directions in the azimuthal spatial plane when compared to higher frequencies. This work also presents results from extensive material penetration loss measurements at 6.75 GHz and 16.95 GHz using co and cross polarized antenna configurations for ten common construction materials found inside buildings and on building perimeters, including concrete walls, low-emissivity glass, wood, doors, drywall, and whiteboard. Our findings show penetration loss increases with frequency for all of the ten materials and partitions tested, and suggest further investigation of 3GPP material penetration loss models for at least infrared reflective (IRR) glass and concrete may be necessary. The empirical data and resulting models for radio propagation and penetration loss presented in this paper provide critical information for future 5G and 6G wireless communications.
{"title":"Comprehensive FR1(C) and FR3 Lower and Upper Mid-Band Propagation and Material Penetration Loss Measurements and Channel Models in Indoor Environment for 5G and 6G","authors":"Dipankar Shakya;Mingjun Ying;Theodore S. Rappaport;Hitesh Poddar;Peijie Ma;Yanbo Wang;Idris Al-Wazani","doi":"10.1109/OJCOMS.2024.3431686","DOIUrl":"10.1109/OJCOMS.2024.3431686","url":null,"abstract":"Wide bandwidth requirements for multi-Gbps communications have prompted the global telecommunications industry to consider new mid-band spectrum allocations in the 4–8 GHz FR1(C) and 7–24 GHz FR3 bands, above the crowded bands below 6 GHz. Allocations in the lower and upper mid-band aim to balance coverage and capacity, but there is limited knowledge about the radio propagation characteristics in the 4–24 GHz frequency bands. Here we present the world’s first comprehensive indoor propagation measurement and channel modeling study at 6.75 GHz and 16.95 GHz in mid-band spectrum conducted at the NYU WIRELESS Research Center spanning distances from 11–97 m using 31 dBm EIRP transmit power with 15 and 20 dBi gain rotatable horn antennas at 6.75 GHz and 16.95 GHz, respectively. Analysis of the omnidirectional and directional propagation path loss using the close-in free space model with 1 m reference distance reveals a familiar waveguiding effect in indoor environments for line-of-sight (LOS). Compared to mmWave frequencies, the omnidirectional LOS and non-LOS (NLOS) path loss exponents (PLE) are similar, when using a close-in 1 m free space path loss reference distance model. Observations of the omnidirectional and directional RMS delay spread (DS) at FR1(C) and FR3 as compared to mmWave and sub-THz frequencies indicate decreasing RMS DS as the carrier frequency is increased. The RMS angular spreads (AS) at 6.75 GHz are found to be wider compared to 16.95 GHz, showing greater number of multipath components from a broader set of directions in the azimuthal spatial plane when compared to higher frequencies. This work also presents results from extensive material penetration loss measurements at 6.75 GHz and 16.95 GHz using co and cross polarized antenna configurations for ten common construction materials found inside buildings and on building perimeters, including concrete walls, low-emissivity glass, wood, doors, drywall, and whiteboard. Our findings show penetration loss increases with frequency for all of the ten materials and partitions tested, and suggest further investigation of 3GPP material penetration loss models for at least infrared reflective (IRR) glass and concrete may be necessary. The empirical data and resulting models for radio propagation and penetration loss presented in this paper provide critical information for future 5G and 6G wireless communications.","PeriodicalId":33803,"journal":{"name":"IEEE Open Journal of the Communications Society","volume":null,"pages":null},"PeriodicalIF":6.3,"publicationDate":"2024-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10605910","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141770879","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-19DOI: 10.1109/OJCOMS.2024.3431286
Mohammad Asif Habibi;Girma Mamuye Yilma;Umberto Fattore;Xavier Costa-Pérez;Hans D. Schotten
The service management and orchestration (SMO) framework plays a major role in the management and orchestration (M&O) of applications, services, and components within the open radio access network (O-RAN) architecture, as defined by the O-RAN Alliance. It comprises the non-real-time RAN intelligence controller (Non-RT RIC) and possesses the capability to incorporate management systems and components from multiple standards development organizations (SDOs), notably the Third Generation Partnership Project (3GPP) and the European Telecommunications Standards Institute (ETSI). This multi-SDO-based SMO framework aims to provide a rich set of M&O services in a coherent and unified manner. Leveraging management data analytics (MDA) to deliver M&O services can enhance SMO capabilities. This article proposes an intelligence-driven approach by integrating MDA into the 3GPP and ETSI management systems within the context of SMO. Furthermore, it introduces the artificial intelligence (AI)/machine learning (ML) Function into the Non-RT RIC, consolidating existing intelligent components and introducing novel ones to enhance the intelligence capabilities of the Non-RT RIC. The article further proposes an architectural solution that unifies and facilitates interoperability among the intelligent systems of the 3GPP, ETSI, and Non-RT RIC – collectively referred to as “three modules” – within SMO. It also presents the end-to-end lifecycle workflow of the AI/ML model across the three modules. Finally, the article outlines key research challenges related to integrating MDA within the SMO framework.
根据 O-RAN 联盟的定义,服务管理和协调(SMO)框架在开放式无线接入网(O-RAN)架构内的应用、服务和组件的管理和协调(M&O)中发挥着重要作用。它由非实时 RAN 智能控制器(Non-RT RIC)组成,具有整合来自多个标准开发组织(SDO),特别是第三代合作伙伴关系项目(3GPP)和欧洲电信标准协会(ETSI)的管理系统和组件的能力。这种基于多个 SDO 的 SMO 框架旨在以协调统一的方式提供丰富的管理和运营服务。利用管理数据分析(MDA)提供 M&O 服务可以增强 SMO 能力。本文提出了一种智能驱动的方法,即在 SMO 的背景下将 MDA 集成到 3GPP 和 ETSI 管理系统中。此外,文章还将人工智能(AI)/机器学习(ML)功能引入非 RT RIC,整合现有的智能组件并引入新的组件,以增强非 RT RIC 的智能能力。文章进一步提出了一种架构解决方案,可在 SMO 内统一和促进 3GPP、ETSI 和非 RT RIC(统称为 "三个模块")的智能系统之间的互操作性。文章还介绍了 AI/ML 模型在三个模块中的端到端生命周期工作流程。最后,文章概述了与在 SMO 框架内集成 MDA 相关的主要研究挑战。
{"title":"Unlocking O-RAN Potential: How Management Data Analytics Enhances SMO Capabilities?","authors":"Mohammad Asif Habibi;Girma Mamuye Yilma;Umberto Fattore;Xavier Costa-Pérez;Hans D. Schotten","doi":"10.1109/OJCOMS.2024.3431286","DOIUrl":"10.1109/OJCOMS.2024.3431286","url":null,"abstract":"The service management and orchestration (SMO) framework plays a major role in the management and orchestration (M&O) of applications, services, and components within the open radio access network (O-RAN) architecture, as defined by the O-RAN Alliance. It comprises the non-real-time RAN intelligence controller (Non-RT RIC) and possesses the capability to incorporate management systems and components from multiple standards development organizations (SDOs), notably the Third Generation Partnership Project (3GPP) and the European Telecommunications Standards Institute (ETSI). This multi-SDO-based SMO framework aims to provide a rich set of M&O services in a coherent and unified manner. Leveraging management data analytics (MDA) to deliver M&O services can enhance SMO capabilities. This article proposes an intelligence-driven approach by integrating MDA into the 3GPP and ETSI management systems within the context of SMO. Furthermore, it introduces the artificial intelligence (AI)/machine learning (ML) Function into the Non-RT RIC, consolidating existing intelligent components and introducing novel ones to enhance the intelligence capabilities of the Non-RT RIC. The article further proposes an architectural solution that unifies and facilitates interoperability among the intelligent systems of the 3GPP, ETSI, and Non-RT RIC – collectively referred to as “three modules” – within SMO. It also presents the end-to-end lifecycle workflow of the AI/ML model across the three modules. Finally, the article outlines key research challenges related to integrating MDA within the SMO framework.","PeriodicalId":33803,"journal":{"name":"IEEE Open Journal of the Communications Society","volume":null,"pages":null},"PeriodicalIF":6.3,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10604823","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141737207","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-19DOI: 10.1109/OJCOMS.2024.3431273
Hamad Yahya;Emad Alsusa;Arafat Al-Dweik
non-orthogonal multiple access (NOMA) is a promising candidate to improve the spectral efficiency by multiplexing users in the power-domain. Most of the work in the literature considers the analysis of the single-rate (SR)-NOMA, which can only vary the power per user, limiting its flexibility and bit error rate (BER) performance. Therefore, this work considers the design and performance analysis of multirate (MR)-NOMA, which controls the symbol energy per user by varying the symbol rate and power simultaneously. Both joint-multiuser maximum likelihood sequence detector (JMLSD) based on the maximum liklihood criterion and a novel low-complexity optimal successive interference cancellation (SIC) receiver are designed. Furthermore, closed-form BER expressions are derived considering arbitrary symbol rates and modulation orders. The derived expressions are then used to optimize the power allocation at the base station (BS) to minimize the BER while strictly satisfying certain BER requirements. The presented results show that MR-NOMA offers more trade-off freedom between spectral efficiency and robustness to errors. As such, MR-NOMA can have up to two orders of magnitude improvement in BER performance in some scenarios. The derived expressions are validated via simulations.
{"title":"Design and Performance Analysis of Multirate-NOMA","authors":"Hamad Yahya;Emad Alsusa;Arafat Al-Dweik","doi":"10.1109/OJCOMS.2024.3431273","DOIUrl":"10.1109/OJCOMS.2024.3431273","url":null,"abstract":"non-orthogonal multiple access (NOMA) is a promising candidate to improve the spectral efficiency by multiplexing users in the power-domain. Most of the work in the literature considers the analysis of the single-rate (SR)-NOMA, which can only vary the power per user, limiting its flexibility and bit error rate (BER) performance. Therefore, this work considers the design and performance analysis of multirate (MR)-NOMA, which controls the symbol energy per user by varying the symbol rate and power simultaneously. Both joint-multiuser maximum likelihood sequence detector (JMLSD) based on the maximum liklihood criterion and a novel low-complexity optimal successive interference cancellation (SIC) receiver are designed. Furthermore, closed-form BER expressions are derived considering arbitrary symbol rates and modulation orders. The derived expressions are then used to optimize the power allocation at the base station (BS) to minimize the BER while strictly satisfying certain BER requirements. The presented results show that MR-NOMA offers more trade-off freedom between spectral efficiency and robustness to errors. As such, MR-NOMA can have up to two orders of magnitude improvement in BER performance in some scenarios. The derived expressions are validated via simulations.","PeriodicalId":33803,"journal":{"name":"IEEE Open Journal of the Communications Society","volume":null,"pages":null},"PeriodicalIF":6.3,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10604828","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141737097","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-18DOI: 10.1109/OJCOMS.2024.3427117
Baoluo Chen;Yingcun Su;Liang Huang
This paper focuses on using the age of information (AoI) as a key metric for measuring the freshness of status information in a wireless fading channel. Specifically, we examine a scenario where a sensor can sample, generate, and transmit update packets at will, with the stochasticity of transmission rate intricately linked to the channel state. Moreover, our goal is to formulate a waiting policy that minimizes the time average AoI by determining the waiting time following the completion of a transmission. We first introduce a straightforward yet efficient Learning Optimal Waiting Time Threshold (LoWait) algorithm for two-state Markov channels. LoWait operates without the need for prior knowledge of the probability distributions for transmission rates and the parameters of channel alternation. In the classical ON-OFF channels, we introduce the Robbins-Monroe iteration and prove that the optimality gap of LoWait diminishes at a rate of ${mathrm {O}}(1/sqrt{K})$