A Machine Learning Framework for Handling Delayed/Lost Packets in Tactile Internet Remote Robotic Surgery

Boabang, Francis; Ebrahimzadeh, Amin; Glitho, Roch; Elbiaze, Halima; Maier, Martin; Belqami, Fatna

doi:10.1109/tnsm.2021.3106577

Cited by 17 publications

(13 citation statements)

References 50 publications

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“…Currently, the research on immersive interactive networks is still in its infancy. Several existing studies include the network architecture, KPIs, and vision of the tactile Internet [91], [662], [663], enabling technologies of the human bond communication [664], possible technologies and optimization schemes for immersive services [665], and the adaptation of high-speed wireless communication protocols for the haptic data transmission [666]. However, there are still a lot of blanks to be filled.…”

Section: B Challenges To Approach the 6g Visionmentioning

confidence: 99%

“…Besides, issues such as ensuring network latency requirements, designing applicable network routing, and guaranteeing system security under large amounts of data are quite challenging. At present, it is also a hot issue to introduce edge computing [667], [668], ML [663], [669], and other technologies to effectively improve the intelligence level and performance of the network.…”

Section: B Challenges To Approach the 6g Visionmentioning

confidence: 99%

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On the Road to 6G: Visions, Requirements, Key Technologies, and Testbeds

Wang

You

Gao

et al. 2023

IEEE Commun. Surv. Tutorials

616

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Section: B Challenges To Approach the 6g Visionmentioning

confidence: 99%

Section: B Challenges To Approach the 6g Visionmentioning

confidence: 99%

On the Road to 6G: Visions, Requirements, Key Technologies, and Testbeds

Wang

You

Gao

et al. 2023

IEEE Commun. Surv. Tutorials

616

View full text Add to dashboard Cite

show abstract

“…Currently, the research on immersive interactive networks is still in its infancy. Several existing studies include the network architecture, KPIs, and vision of the tactile Internet [91], [661], [662], enabling technologies of the human bond communication [663], possible technologies and optimization schemes for immersive services [664], and the adaptation of high-speed wireless communication protocols for the haptic data transmission [665]. However, there are still a lot of blanks to be filled.…”

Section: Future Research Directions and Challengesmentioning

confidence: 99%

“…Besides, issues such as ensuring network latency requirements, designing applicable network routing, and guaranteeing system security under large amounts of data are quite challenging. At present, it is also a hot issue to introduce edge computing [666], [667], ML [662], [668], and other technologies to effectively improve the intelligence level and performance of the network.…”

Section: Future Research Directions and Challengesmentioning

confidence: 99%

On the Road to 6G: Visions, Requirements, Key Technologies and Testbeds

Wang¹,

You²,

Gao³

et al. 2023

Preprint

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“…However, unlike the bandwidth and computational resources required by AR/VR, the tactile Internet requires ultra reliable and low latency for the human-human and human-computer interaction and is extremely sensitive to network jitter [125]. Therefore, the authors propose a forecasting algorithm for delayed or lost data in [111] that uses scalable Gaussian process regression (GPR) for content prediction. To support telerobotic surgery, they build an online learning model using GPR coefficients and a low-rank matrix decomposition for service context.…”

Section: B Human-in-the-loop Communicationmentioning

confidence: 99%

A Full Dive into Realizing the Edge-enabled Metaverse: Visions, Enabling Technologies,and Challenges

Xu¹,

Ng²,

Lim³

et al. 2022

Preprint

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Dubbed "the successor to the mobile Internet", the concept of the Metaverse has grown in popularity. While there exist lite versions of the Metaverse today, they are still far from realizing the full vision of an immersive, embodied, and interoperable Metaverse. Without addressing the issues of implementation from the communication and networking, as well as computation perspectives, the Metaverse is difficult to succeed the Internet, especially in terms of its accessibility to billions of users today. In this survey, we focus on the edge-enabled Metaverse to realize its ultimate vision. We first provide readers with a succinct tutorial of the Metaverse, an introduction to the architecture, as well as current developments. To enable the ubiquitous, seamless, and embodied access to the Metaverse, we discuss the communication and networking challenges and survey cutting-edge solutions and concepts that leverage next-generation communication systems for users to be telepresent and teleoperate in the Metaverse. Moreover, given the high computation costs required, e.g., to render immersive 3D worlds and run data hungry artificial intelligence (AI) driven applications, we discuss the computation challenges and cloud-edge-end computation framework driven solutions to realize the Metaverse on resource-constrained edge devices. Next, we explore how blockchain technologies can aid in the interoperable development of the Metaverse, not just in terms of empowering the economic circulation of virtual usergenerated contents, but also to manage physical edge resources in a decentralized, transparent, and tamper-proof manner. Finally, we discuss the future research directions towards realizing the true vision of the edge-enabled Metaverse.

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A Machine Learning Framework for Handling Delayed/Lost Packets in Tactile Internet Remote Robotic Surgery

Cited by 17 publications

References 50 publications

On the Road to 6G: Visions, Requirements, Key Technologies, and Testbeds

On the Road to 6G: Visions, Requirements, Key Technologies, and Testbeds

On the Road to 6G: Visions, Requirements, Key Technologies and Testbeds

A Full Dive into Realizing the Edge-enabled Metaverse: Visions, Enabling Technologies,and Challenges

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