Semantic Communication Enabled 6G-NTN Framework: A Novel Denoising and Gateway Hop Integration Mechanism Article Swipe
Loc X. Nguyen
,
Sheikh Salman Hassan
,
Yan Kyaw Tun
,
Ki Tae Kim
,
Zhu Han
,
Choong Seon Hong
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2409.14726
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2409.14726
The sixth-generation (6G) non-terrestrial networks (NTNs) are crucial for real-time monitoring in critical applications like disaster relief. However, limited bandwidth, latency, rain attenuation, long propagation delays, and co-channel interference pose challenges to efficient satellite communication. Therefore, semantic communication (SC) has emerged as a promising solution to improve transmission efficiency and address these issues. In this paper, we explore the potential of SC as a bandwidth-efficient, latency-minimizing strategy specifically suited to 6G satellite communications. While existing SC methods have demonstrated efficacy in direct satellite-terrestrial transmissions, they encounter limitations in satellite networks due to distortion accumulation across gateway hop-relays. Additionally, certain ground users (GUs) experience poor signal-to-noise ratios (SNR), making direct satellite communication challenging. To address these issues, we propose a novel framework that optimizes gateway hop-relay selection for GUs with low SNR and integrates gateway-based denoising mechanisms to ensure high-quality-of-service (QoS) in satellite-based SC networks. This approach directly mitigates distortion, leading to significant improvements in satellite service performance by delivering customized services tailored to the unique signal conditions of each GU. Our findings represent a critical advancement in reliable and efficient data transmission from the Earth observation satellites, thereby enabling fast and effective responses to urgent events. Simulation results demonstrate that our proposed strategy significantly enhances overall network performance, outperforming conventional methods by offering tailored communication services based on specific GU conditions.
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Metadata
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2409.14726
- https://arxiv.org/pdf/2409.14726
- OA Status
- green
- Cited By
- 1
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4403780256
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4403780256Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.48550/arxiv.2409.14726Digital Object Identifier
- Title
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Semantic Communication Enabled 6G-NTN Framework: A Novel Denoising and Gateway Hop Integration MechanismWork title
- Type
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preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2024Year of publication
- Publication date
-
2024-09-23Full publication date if available
- Authors
-
Loc X. Nguyen, Sheikh Salman Hassan, Yan Kyaw Tun, Ki Tae Kim, Zhu Han, Choong Seon HongList of authors in order
- Landing page
-
https://arxiv.org/abs/2409.14726Publisher landing page
- PDF URL
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https://arxiv.org/pdf/2409.14726Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
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https://arxiv.org/pdf/2409.14726Direct OA link when available
- Concepts
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Computer science, Gateway (web page), Hop (telecommunications), Mechanism (biology), Computer network, Distributed computing, World Wide Web, Epistemology, PhilosophyTop concepts (fields/topics) attached by OpenAlex
- Cited by
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1Total citation count in OpenAlex
- Citations by year (recent)
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2025: 1Per-year citation counts (last 5 years)
- Related works (count)
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10Other works algorithmically related by OpenAlex
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| abstract_inverted_index.satellites, | 186 |
| abstract_inverted_index.significant | 151 |
| abstract_inverted_index.accumulation | 93 |
| abstract_inverted_index.applications | 13 |
| abstract_inverted_index.attenuation, | 22 |
| abstract_inverted_index.challenging. | 111 |
| abstract_inverted_index.conventional | 209 |
| abstract_inverted_index.demonstrated | 78 |
| abstract_inverted_index.improvements | 152 |
| abstract_inverted_index.interference | 28 |
| abstract_inverted_index.performance, | 207 |
| abstract_inverted_index.specifically | 67 |
| abstract_inverted_index.transmission | 47, 181 |
| abstract_inverted_index.Additionally, | 97 |
| abstract_inverted_index.communication | 37, 110, 214 |
| abstract_inverted_index.gateway-based | 133 |
| abstract_inverted_index.outperforming | 208 |
| abstract_inverted_index.significantly | 203 |
| abstract_inverted_index.communication. | 34 |
| abstract_inverted_index.transmissions, | 83 |
| abstract_inverted_index.communications. | 72 |
| abstract_inverted_index.non-terrestrial | 3 |
| abstract_inverted_index.satellite-based | 141 |
| abstract_inverted_index.signal-to-noise | 104 |
| abstract_inverted_index.sixth-generation | 1 |
| abstract_inverted_index.latency-minimizing | 65 |
| abstract_inverted_index.bandwidth-efficient, | 64 |
| abstract_inverted_index.satellite-terrestrial | 82 |
| abstract_inverted_index.high-quality-of-service | 138 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 6 |
| citation_normalized_percentile |