Active STAR-RIS Empowered Edge System for Enhanced Energy Efficiency and Task Management Article Swipe
Pyae Sone Aung
,
Kitae Kim
,
Yan Kyaw Tun
,
Han Zhu
,
Choong Seon Hong
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2408.12860
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2408.12860
The proliferation of data-intensive and low-latency applications has driven the development of multi-access edge computing (MEC) as a viable solution to meet the increasing demands for high-performance computing and storage capabilities at the network edge. Despite the benefits of MEC, challenges such as obstructions cause non-line-of-sight (NLoS) communication to persist. Reconfigurable intelligent surfaces (RISs) and the more advanced simultaneously transmitting and reflecting (STAR)-RISs have emerged to address these challenges; however, practical limitations and multiplicative fading effects hinder their efficacy. We propose an active STAR-RIS-assisted MEC system to overcome these obstacles, leveraging the advantages of active STAR-RIS. The main contributions consist of formulating an optimization problem to minimize energy consumption with task queue stability by jointly optimizing the partial task offloading, amplitude, phase shift coefficients, amplification coefficients, transmit power of the base station (BS), and admitted tasks. Furthermore, we decompose the non-convex problem into manageable sub-problems, employing sequential fractional programming for transmit power control, convex optimization technique for task offloading, and Lyapunov optimization with double deep Q-network (DDQN) for joint amplitude, phase shift, amplification, and task admission. Extensive performance evaluations demonstrate the superiority of the proposed system over benchmark schemes, highlighting its potential for enhancing MEC system performance. Numerical results indicate that our proposed system outperforms the conventional STAR-RIS-assisted by 18.64\% and the conventional RIS-assisted system by 30.43\%, respectively.
Related Topics
Concepts
Task (project management)
Enhanced Data Rates for GSM Evolution
Star (game theory)
Efficient energy use
Energy (signal processing)
Business
Task force
Management system
Computer science
Operations management
Telecommunications
Physics
Systems engineering
Political science
Astrophysics
Engineering
Public administration
Electrical engineering
Quantum mechanics
Metadata
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2408.12860
- https://arxiv.org/pdf/2408.12860
- OA Status
- green
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4402699042
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4402699042Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.48550/arxiv.2408.12860Digital Object Identifier
- Title
-
Active STAR-RIS Empowered Edge System for Enhanced Energy Efficiency and Task ManagementWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2024Year of publication
- Publication date
-
2024-08-23Full publication date if available
- Authors
-
Pyae Sone Aung, Kitae Kim, Yan Kyaw Tun, Han Zhu, Choong Seon HongList of authors in order
- Landing page
-
https://arxiv.org/abs/2408.12860Publisher landing page
- PDF URL
-
https://arxiv.org/pdf/2408.12860Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://arxiv.org/pdf/2408.12860Direct OA link when available
- Concepts
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Task (project management), Enhanced Data Rates for GSM Evolution, Star (game theory), Efficient energy use, Energy (signal processing), Business, Task force, Management system, Computer science, Operations management, Telecommunications, Physics, Systems engineering, Political science, Astrophysics, Engineering, Public administration, Electrical engineering, Quantum mechanicsTop concepts (fields/topics) attached by OpenAlex
- Cited by
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0Total citation count in OpenAlex
- Related works (count)
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10Other works algorithmically related by OpenAlex
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| abstract_inverted_index.viable | 18 |
| abstract_inverted_index.18.64\% | 209 |
| abstract_inverted_index.Despite | 35 |
| abstract_inverted_index.address | 66 |
| abstract_inverted_index.consist | 99 |
| abstract_inverted_index.demands | 24 |
| abstract_inverted_index.effects | 75 |
| abstract_inverted_index.emerged | 64 |
| abstract_inverted_index.jointly | 114 |
| abstract_inverted_index.network | 33 |
| abstract_inverted_index.partial | 117 |
| abstract_inverted_index.problem | 104, 141 |
| abstract_inverted_index.propose | 80 |
| abstract_inverted_index.results | 198 |
| abstract_inverted_index.station | 131 |
| abstract_inverted_index.storage | 29 |
| abstract_inverted_index.30.43\%, | 216 |
| abstract_inverted_index.Lyapunov | 160 |
| abstract_inverted_index.admitted | 134 |
| abstract_inverted_index.advanced | 57 |
| abstract_inverted_index.benefits | 37 |
| abstract_inverted_index.control, | 152 |
| abstract_inverted_index.however, | 69 |
| abstract_inverted_index.indicate | 199 |
| abstract_inverted_index.minimize | 106 |
| abstract_inverted_index.overcome | 87 |
| abstract_inverted_index.persist. | 49 |
| abstract_inverted_index.proposed | 184, 202 |
| abstract_inverted_index.schemes, | 188 |
| abstract_inverted_index.solution | 19 |
| abstract_inverted_index.surfaces | 52 |
| abstract_inverted_index.transmit | 126, 150 |
| abstract_inverted_index.Extensive | 176 |
| abstract_inverted_index.Numerical | 197 |
| abstract_inverted_index.Q-network | 165 |
| abstract_inverted_index.STAR-RIS. | 95 |
| abstract_inverted_index.benchmark | 187 |
| abstract_inverted_index.computing | 14, 27 |
| abstract_inverted_index.decompose | 138 |
| abstract_inverted_index.efficacy. | 78 |
| abstract_inverted_index.employing | 145 |
| abstract_inverted_index.enhancing | 193 |
| abstract_inverted_index.potential | 191 |
| abstract_inverted_index.practical | 70 |
| abstract_inverted_index.stability | 112 |
| abstract_inverted_index.technique | 155 |
| abstract_inverted_index.admission. | 175 |
| abstract_inverted_index.advantages | 92 |
| abstract_inverted_index.amplitude, | 120, 169 |
| abstract_inverted_index.challenges | 40 |
| abstract_inverted_index.fractional | 147 |
| abstract_inverted_index.increasing | 23 |
| abstract_inverted_index.leveraging | 90 |
| abstract_inverted_index.manageable | 143 |
| abstract_inverted_index.non-convex | 140 |
| abstract_inverted_index.obstacles, | 89 |
| abstract_inverted_index.optimizing | 115 |
| abstract_inverted_index.reflecting | 61 |
| abstract_inverted_index.sequential | 146 |
| abstract_inverted_index.(STAR)-RISs | 62 |
| abstract_inverted_index.challenges; | 68 |
| abstract_inverted_index.consumption | 108 |
| abstract_inverted_index.demonstrate | 179 |
| abstract_inverted_index.development | 10 |
| abstract_inverted_index.evaluations | 178 |
| abstract_inverted_index.formulating | 101 |
| abstract_inverted_index.intelligent | 51 |
| abstract_inverted_index.limitations | 71 |
| abstract_inverted_index.low-latency | 5 |
| abstract_inverted_index.offloading, | 119, 158 |
| abstract_inverted_index.outperforms | 204 |
| abstract_inverted_index.performance | 177 |
| abstract_inverted_index.programming | 148 |
| abstract_inverted_index.superiority | 181 |
| abstract_inverted_index.Furthermore, | 136 |
| abstract_inverted_index.RIS-assisted | 213 |
| abstract_inverted_index.applications | 6 |
| abstract_inverted_index.capabilities | 30 |
| abstract_inverted_index.conventional | 206, 212 |
| abstract_inverted_index.highlighting | 189 |
| abstract_inverted_index.multi-access | 12 |
| abstract_inverted_index.obstructions | 43 |
| abstract_inverted_index.optimization | 103, 154, 161 |
| abstract_inverted_index.performance. | 196 |
| abstract_inverted_index.transmitting | 59 |
| abstract_inverted_index.amplification | 124 |
| abstract_inverted_index.coefficients, | 123, 125 |
| abstract_inverted_index.communication | 47 |
| abstract_inverted_index.contributions | 98 |
| abstract_inverted_index.proliferation | 1 |
| abstract_inverted_index.respectively. | 217 |
| abstract_inverted_index.sub-problems, | 144 |
| abstract_inverted_index.Reconfigurable | 50 |
| abstract_inverted_index.amplification, | 172 |
| abstract_inverted_index.data-intensive | 3 |
| abstract_inverted_index.multiplicative | 73 |
| abstract_inverted_index.simultaneously | 58 |
| abstract_inverted_index.high-performance | 26 |
| abstract_inverted_index.STAR-RIS-assisted | 83, 207 |
| abstract_inverted_index.non-line-of-sight | 45 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 5 |
| citation_normalized_percentile |