TY - JOUR
T1 - Joint Link Selection and Resource Allocation for Aeronautical Heterogeneous Networks
AU - Yu, Hao
AU - Bai, Tong
AU - Dan, Zhiqiang
AU - Wang, Zhipeng
AU - Zhu, Yanbo
N1 - Publisher Copyright:
© 1967-2012 IEEE.
PY - 2025
Y1 - 2025
N2 - Comprising both air-to-ground data links and satellite communications, the aeronautical telecommunication network (ATN) is inherently heterogeneous. However, the potential of the ATN has not been fully exploited, predominantly due to the suboptimal resource provisioning strategy, which overlooks the link-switching overhead and unbalanced cost trade-offs. This paper aims at providing a cost-minimization strategy for airborne terminals, by jointly designing the link selection and the resource allocation. Specifically, in contrast to the state-of-the-art on the ATN, where link-switching costs are ignored, a network economics trade-off between the expense paid to communication service providers and the link switching overhead is formulated as a combinatorial optimization problem, whilst guaranteeing the performance of the airborne queue backlog. With the aid of the Lyapunov optimization framework, the original stochastic problem is decomposed into a set of sub-problems at each temporal interval, while ensuring punctual data transmission by introducing the virtual queues. The problem is posed as an NP-hard mixed integer nonlinear programming, and hence it is difficult to find its solutions within polynomial time using the classic optimization approaches. Alternatively, a heuristic solution is then provided as the link selection and resource allocation strategy. Our extensive numerical results demonstrate the superiority of the strategy proposed. It has been confirmed that the proposed strategy achieves near-optimal cost performance, simultaneously balancing service provider expenses and network switching overhead at a low computational complexity of O(T · K), especially under the N ≪ K condition, while maintaining costs merely 6.3% higher than the commercial optimizer Gurobi.
AB - Comprising both air-to-ground data links and satellite communications, the aeronautical telecommunication network (ATN) is inherently heterogeneous. However, the potential of the ATN has not been fully exploited, predominantly due to the suboptimal resource provisioning strategy, which overlooks the link-switching overhead and unbalanced cost trade-offs. This paper aims at providing a cost-minimization strategy for airborne terminals, by jointly designing the link selection and the resource allocation. Specifically, in contrast to the state-of-the-art on the ATN, where link-switching costs are ignored, a network economics trade-off between the expense paid to communication service providers and the link switching overhead is formulated as a combinatorial optimization problem, whilst guaranteeing the performance of the airborne queue backlog. With the aid of the Lyapunov optimization framework, the original stochastic problem is decomposed into a set of sub-problems at each temporal interval, while ensuring punctual data transmission by introducing the virtual queues. The problem is posed as an NP-hard mixed integer nonlinear programming, and hence it is difficult to find its solutions within polynomial time using the classic optimization approaches. Alternatively, a heuristic solution is then provided as the link selection and resource allocation strategy. Our extensive numerical results demonstrate the superiority of the strategy proposed. It has been confirmed that the proposed strategy achieves near-optimal cost performance, simultaneously balancing service provider expenses and network switching overhead at a low computational complexity of O(T · K), especially under the N ≪ K condition, while maintaining costs merely 6.3% higher than the commercial optimizer Gurobi.
KW - Aeronautical heterogeneous networks
KW - Lyapunov optimization
KW - multilink selection
KW - resource allocation
UR - https://www.scopus.com/pages/publications/105008668764
U2 - 10.1109/TVT.2025.3579787
DO - 10.1109/TVT.2025.3579787
M3 - 文章
AN - SCOPUS:105008668764
SN - 0018-9545
VL - 74
SP - 17609
EP - 17622
JO - IEEE Transactions on Vehicular Technology
JF - IEEE Transactions on Vehicular Technology
IS - 11
ER -