[en] The next generation multibeam satellites open up a new way to design satellite communication channels with the full flexibility in bandwidth, transmit power and beam coverage management. In this paper, we exploit the flexible multibeam satellite capabilities and the geographical distribution of users to improve the performance of satellite-assisted edge caching systems. Our aim is to jointly optimize the bandwidth allocation in multibeam and caching decisions at the edge nodes to address two important problems: i) cache feeding time minimization and ii) cache hits maximization. To tackle the non-convexity of the joint optimization problem, we transform the original problem into a difference-of-convex (DC) form, which is then solved by the proposed iterative algorithm whose convergence to at least a local optimum is theoretically guaranteed. Furthermore, the effectiveness of the proposed design is evaluated under the realistic beams coverage of the satellite SES-14 and Movielens data set. Numerical results show that our proposed joint design can reduce the caching feeding time by 50% and increase the cache hit ratio (CHR) by 10% to 20% compared to existing solutions. Furthermore, we examine the impact of multispot beams and multicarrier wide-beam on the joint design and discuss potential research directions.
Disciplines :
Ingénierie électrique & électronique
Auteur, co-auteur :
VU, Thang Xuan ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom
Maturo, Nicola
CHATZINOTAS, Symeon ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom
Grotz, Joel
OTTERSTEN, Björn ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
Co-auteurs externes :
yes
Langue du document :
Anglais
Titre :
Dynamic Bandwidth Allocation and Edge Caching Optimization for Nonlinear Content Delivery through Flexible Multibeam Satellites
Date de publication/diffusion :
mai 2022
Nom de la manifestation :
IEEE International Conference on Communications
Lieu de la manifestation :
Seoul, Corée du Sud
Date de la manifestation :
16-5-2022
Titre de l'ouvrage principal :
IEEE International Conference on Communications
Pagination :
1-6
Peer reviewed :
Peer reviewed
Projet FnR :
FNR13696663 - Resource Optimization For Next Generation Of Flexible Satellite Payloads, 2019 (01/03/2020-31/08/2023) - Eva Lagunas
Cisco, "Cisco visual networking index: Global mobile data traffic forecast update 2016-2021, " 2017, white paper.
W. Han, A. Liu, and V. K. N. Lau, "PHY-caching in 5G wireless networks: design and analysis, " IEEE Commun. Mag., vol. 54, no. 8, pp. 30-36, Aug. 2016.
O. Kodheli et al., "Satellite Communications in the New Space Era: A Survey and Future Challenges, " IEEE Communications Surveys& Tutorials, vol. 23, no. 1, pp. 70-109, Q1. 2021.
B. Evans, M. Werner, E. Lutz, M. Bousquet, G. E. Corazza, G. Maral, and R. Rumeau, "Integration of satellite and terrestrial systems in future multimedia communications, " IEEE Wireless Commun., vol. 12, no. 5, pp. 72-80, Oct. 2005.
A. Kalantari, M. Fittipaldi, S. Chatzinotas, T. X. Vu, and B. Ottersten, "Cache-Assisted Hybrid Satellite-Terrestrial Backhauling for 5G Cellular Networks, " in Proc. IEEE Global Commun. Conf., Singapore, 2017, pp. 1-6.
C. G. Brinton, E. Aryafar, S. Corda, S. Russo, R. Reinoso, and M. Chiang, "An Intelligent Satellite Multicast and Caching Overlay for CDNs to Improve Performance in Video Applications", in Proc. 31st AIAA Int. Commun. Satellite Systems Conf., 2013-5664.
H. Linder, H. D. Clausen, and B. Collini-Nocker, "Satellite internet services using DVB/MPEG-2 and multicast web caching, " IEEE Commun. Mag., vol. 38, no. 6, pp. 156-161, Jun. 2000.
T. X. Vu et al., "Efficient 5G Edge Caching Over Satellite", in Proc. Int. Commun.Satellite Syst. Conf., Niagara, 2018, pp. 1-5.
T. X. Vu, Y. Poirier, S. Chatzinotas, N. Maturo, J. Grotz, and F. Roelens, "Modeling and Implementation of 5G Edge Caching over Satellite, " Int. J. of Satellite Commun. and Netw., Jan. 2020
T. X. Vu, S. Chatzinotas, and B. Ottersten, "Energy-efficient design for edge-caching wireless networks: When is coded-caching beneficial?" in Proc. IEEE Int. Workshop Signal Process. Wireless Commun., Sapporo, 2017, pp. 1-5.
Glyn Thomas, "Enabling Technologies for flexible HTS payloads, " in Proc. 33th AIAA Int. Commun. Satellite Systems Conf., AIAA 2015-4348.
S. Mehrizi, T. X. Vu, S. Chatzinotas, and B. Ottersten, "Trend-Aware Proactive Caching via Tensor Train Decomposition: A Bayesian Viewpoint, " in IEEE OJ-COMS, vol. 2, pp. 975-989, 2021.
L. Lei, L. You, G. Dai, T. X. Vu, D. Yuan and S. Chatzinotas, "A deep learning approach for optimizing content delivering in cache-enabled HetNet, " in Proc. Int. Symp. on Wireless Commun. Syst. (ISWCS), Bologna, 2017, pp. 449-453.
B. N. Bharath, K. G. Nagananda, and H. V. Poor, "A learning-based approach to caching in heterogenous small cell networks, " IEEE Transactions on Communications, vol. 64, Apr. 2016.
H. A. Le Thi, V. N. Huynh, and T. P. Dinh, "DC programming and DCA for general DC programs, " in Advanced Computational Methods for Knowledge Engineering. Cham: Springer International Publishing, 2014, pp. 15-35.