Visual Detection-Based Blockage Prediction for Beyond 5G Wireless Systems

Korpi, Dani; Yli-Opas, Perttu; Jaramillo, Mateo Rendon; Uusitalo, Mikko A.

doi:10.1109/6gsummit49458.2020.9083804

Cited by 11 publications

(4 citation statements)

References 6 publications

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“…Another major development we can expect in the timeframe of 6G is seamless integration of awareness of the environment, traffic patterns, mobility patterns and location into the optimization of communication schemes aided by new AI/ML techniques [24]. For example, in environments such as factory floors, video cameras will be able to capture the presence and movement of various machines and devices that can be processed in real time through deep-learning networks to predict changes to the propagation environment, which in turn can be used to optimize communication.…”

Section: ) Context Awarenessmentioning

confidence: 99%

Communications in the 6G Era

Viswanathan

Mogensen²

2020

IEEE Access

583

263

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The focus of wireless research is increasingly shifting toward 6G as 5G deployments get underway. At this juncture, it is essential to establish a vision of future communications to provide guidance for that research. In this paper, we attempt to paint a broad picture of communication needs and technologies in the timeframe of 6G. The future of connectivity is in the creation of digital twin worlds that are a true representation of the physical and biological worlds at every spatial and time instant, unifying our experience across these physical, biological and digital worlds. New themes are likely to emerge that will shape 6G system requirements and technologies, such as: (i) new man-machine interfaces created by a collection of multiple local devices acting in unison; (ii) ubiquitous universal computing distributed among multiple local devices and the cloud; (iii) multi-sensory data fusion to create multi-verse maps and new mixed-reality experiences; and (iv) precision sensing and actuation to control the physical world. With rapid advances in artificial intelligence, it has the potential to become the foundation for the 6G air interface and network, making data, compute and energy the new resources to be exploited for achieving superior performance. In addition, in this paper we discuss the other major technology transformations that are likely to define 6G: (i) cognitive spectrum sharing methods and new spectrum bands; (ii) the integration of localization and sensing capabilities into the system definition, (iii) the achievement of extreme performance requirements on latency and reliability; (iv) new network architecture paradigms involving sub-networks and RAN-Core convergence; and (v) new security and privacy schemes.

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Section: ) Context Awarenessmentioning

confidence: 99%

Communications in the 6G Era

Viswanathan

Mogensen²

2020

IEEE Access

583

263

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“…The frequency selection strategy to combine proactive HCN connections presented in this work is an evolution of the strategy based on RISKs method in [43][44]. The approach chooses the frequency of communication that best balances advantages and disadvantages.…”

Section: Related Workmentioning

confidence: 99%

Dynamic Node Selection Approach for 6G Heterogeneous Cellular Networks (HCN) to Enhance QoS and Low Latency

Samuthira Pandi V

2024

jes

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A wireless multi-hop network is a group of nodes that can interact directly with one another or across longer distances by using other nodes as relay points and routers. 6G heterogeneous cellular network support several transmission modalities, such as single hop, multi-hop transmission and device-to-any device transmission. These transmission services can greatly increase 6G cellular network capacity, spectral efficiency, power efficiency, Quality of Service (QoS) and Ultra Reliable Low Latency Communication (URLLC). According to current research, Heterogeneous Cellular Networks (HCN) can benefit even more from the integration of demand-driven opportunistic networking into HCN. Devices can search look for the connections between nodes that are most efficient. in Proactive HCN connections by taking advantage of the URLLC acceptability of many mobile data services. Multiple Transmission modes necessitate node selection schemes that can determine the best node for each transmission. Previous proposals for node selection schemes have taken into account the introduction of D2X and HCN. Proactive HCN connections, however, cannot be incorporated into the selection process by current node selection schemes. By implementing outward the first node selection scheme that can incorporate Proactive HCN sharing information within 6G and beyond networks, this research work enhances the existing work. The analysis that was carried out shows the potential for Proactive HCN communications as well as the ability of the suggested node selection scheme to choose the best communication node to enhance QoS and Low Latency.

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“…Due to high dynamic blockages in 5G systems, learning and prediction based blockage algorithms to predict and remove blockages to ensure priority for LOS links [270] is a viable solution for this problem. For complex but well known indoor environments such as factory premises, visual detection based blockage prediction algorithms [271] is an interesting approach to ensure the availability of LOS links to the user.…”

Section: H Remaining Challenges and Open Issues (Deploymentmentioning

confidence: 99%

A Survey on Mobile Augmented Reality With 5G Mobile Edge Computing: Architectures, Applications, and Technical Aspects

Siriwardhana

Porambage

Liyanage

et al. 2021

IEEE Commun. Surv. Tutorials

453

108

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The Augmented Reality (AR) technology enhances the human perception of the world by combining the real environment with the virtual space. With the explosive growth of powerful, less expensive mobile devices, and the emergence of sophisticated communication infrastructure, Mobile Augmented Reality (MAR) applications are gaining increased popularity. MAR allows users to run AR applications on mobile devices with greater mobility and at a lower cost. The emerging 5G communication technologies act as critical enablers for future MAR applications to achieve ultra-low latency and extremely high data rates while Multi-access Edge Computing (MEC) brings enhanced computational power closer to the users to complement MAR. This paper extensively discusses the landscape of MAR through the past and its future prospects with respect to the 5G systems and complementary technology MEC. The paper especially provides an informative analysis of the network formation of current and future MAR systems in terms of cloud, edge, localized, and hybrid architectural options. The paper discusses key application areas for MAR and their future with the advent of 5G technologies. The paper also discusses the requirements and limitations of MAR technical aspects such as communication, mobility management, energy management, service offloading and migration, security, and privacy and analyzes the role of 5G technologies.

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Visual Detection-Based Blockage Prediction for Beyond 5G Wireless Systems

Cited by 11 publications

References 6 publications

Communications in the 6G Era

Communications in the 6G Era

Dynamic Node Selection Approach for 6G Heterogeneous Cellular Networks (HCN) to Enhance QoS and Low Latency

A Survey on Mobile Augmented Reality With 5G Mobile Edge Computing: Architectures, Applications, and Technical Aspects

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