TY - GEN
T1 - Hierarchical proactive caching for vehicular ad hoc networks
AU - Gad, Mohamed E.
AU - Hosny, Sameh
AU - Mokhtar, Bassem
AU - El-Sherif, Amr A.
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/10
Y1 - 2019/10
N2 - Recently, emerging vehicular applications are increasing the demand of vehicles which form significant burdens on network backhaul and represents a cause to the quality of experience (QoE) decay of the vehicular users. Proactive caching is a promising technique to mitigate the load on core networks by caching some of the expected data items. This work proposes a hierarchical proactive caching scheme which jointly considers caching in vehicles and roadside units (RSUs). Minimization of the vehicle communication latency is the main objective of our study. The optimization problem is formulated to find the optimal caching decision at RSUs and vehicles. Numerical results show that proactive caching has a great performance gain compared to the baseline reactive scenario. Moreover, results reveal that caching in vehicles, with small memory cache size, has effective impact on the total network latency.
AB - Recently, emerging vehicular applications are increasing the demand of vehicles which form significant burdens on network backhaul and represents a cause to the quality of experience (QoE) decay of the vehicular users. Proactive caching is a promising technique to mitigate the load on core networks by caching some of the expected data items. This work proposes a hierarchical proactive caching scheme which jointly considers caching in vehicles and roadside units (RSUs). Minimization of the vehicle communication latency is the main objective of our study. The optimization problem is formulated to find the optimal caching decision at RSUs and vehicles. Numerical results show that proactive caching has a great performance gain compared to the baseline reactive scenario. Moreover, results reveal that caching in vehicles, with small memory cache size, has effective impact on the total network latency.
KW - Mobility
KW - Proactive caching
KW - Vehicular network
UR - https://www.scopus.com/pages/publications/85076389324
UR - https://www.scopus.com/pages/publications/85076389324#tab=citedBy
U2 - 10.1109/NILES.2019.8909331
DO - 10.1109/NILES.2019.8909331
M3 - Conference contribution
AN - SCOPUS:85076389324
T3 - NILES 2019 - Novel Intelligent and Leading Emerging Sciences Conference
SP - 150
EP - 153
BT - NILES 2019 - Novel Intelligent and Leading Emerging Sciences Conference
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2019 Novel Intelligent and Leading Emerging Sciences Conference, NILES 2019
Y2 - 28 October 2019 through 30 October 2019
ER -