TY - GEN
T1 - Robust Optimization of Computing and Communication Resources for Cache-Aided Wireless Edge Networks with Uncertainty
AU - Lee, Ming Chun
AU - Huang, Yue Rong
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - To satisfy the demands of emerging mobile applications, the design and optimization for wireless edge networks jointly considering the caching, computing, and communication (3C) functionalities has drawn attention in the past years. However, robust approaches to address network uncertainty have been underexplored. To bridge this gap, this paper investigates the robust optimization technique for computing and communication resources in wireless caching networks, considering channel uncertainty, task workload uncertainty, and resource uncertainty. We formulate a robust latency minimization problem aimed at jointly optimizing offloading decisions, bandwidth allocation, transmit power allocation, and computing power allocation. Subsequently, we propose an iterative algorithm to solve this problem. Simulation results show that our proposed approach is more robust than the reference schemes.
AB - To satisfy the demands of emerging mobile applications, the design and optimization for wireless edge networks jointly considering the caching, computing, and communication (3C) functionalities has drawn attention in the past years. However, robust approaches to address network uncertainty have been underexplored. To bridge this gap, this paper investigates the robust optimization technique for computing and communication resources in wireless caching networks, considering channel uncertainty, task workload uncertainty, and resource uncertainty. We formulate a robust latency minimization problem aimed at jointly optimizing offloading decisions, bandwidth allocation, transmit power allocation, and computing power allocation. Subsequently, we propose an iterative algorithm to solve this problem. Simulation results show that our proposed approach is more robust than the reference schemes.
UR - http://www.scopus.com/inward/record.url?scp=85213042470&partnerID=8YFLogxK
U2 - 10.1109/VTC2024-Fall63153.2024.10757904
DO - 10.1109/VTC2024-Fall63153.2024.10757904
M3 - Conference contribution
AN - SCOPUS:85213042470
T3 - IEEE Vehicular Technology Conference
BT - 2024 IEEE 100th Vehicular Technology Conference, VTC 2024-Fall - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 100th IEEE Vehicular Technology Conference, VTC 2024-Fall
Y2 - 7 October 2024 through 10 October 2024
ER -