TY - GEN
T1 - Caching and bandwidth allocation policy optimization in heterogeneous networks
AU - Wu, Jiajun
AU - Chen, Binqiang
AU - Yang, Chenyang
AU - Li, Qi
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017/7/2
Y1 - 2017/7/2
N2 - Caching at wireless edge is a promising way to support the explosive growth of traffic load. In this paper, we jointly optimize the caching and bandwidth allocation policy in a cache-enabled heterogeneous network, where macro base stations (BSs) each with high capacity backhaul but not cache and helpers each with cache are random located. Probabilistic caching and random bandwidth allocation are considered. We derive the closed-form expression of successful offloading probability, which is defined as the probability that a user is associated with helpers with the date rate greater than a threshold. The joint optimal problem is not concave in general case. Nonetheless, when the density of helpers is large, the joint global optimum can be obtained, where the optimal bandwidth allocation needs one-dimensional search and the optimal caching policy is with closed-form expression. Numerical results show that the offloading gain can be significantly improved by the joint optimization.
AB - Caching at wireless edge is a promising way to support the explosive growth of traffic load. In this paper, we jointly optimize the caching and bandwidth allocation policy in a cache-enabled heterogeneous network, where macro base stations (BSs) each with high capacity backhaul but not cache and helpers each with cache are random located. Probabilistic caching and random bandwidth allocation are considered. We derive the closed-form expression of successful offloading probability, which is defined as the probability that a user is associated with helpers with the date rate greater than a threshold. The joint optimal problem is not concave in general case. Nonetheless, when the density of helpers is large, the joint global optimum can be obtained, where the optimal bandwidth allocation needs one-dimensional search and the optimal caching policy is with closed-form expression. Numerical results show that the offloading gain can be significantly improved by the joint optimization.
KW - Bandwidth allocation
KW - Caching
KW - Heterogeneous networks
KW - Offloading
UR - https://www.scopus.com/pages/publications/85045280409
U2 - 10.1109/PIMRC.2017.8292443
DO - 10.1109/PIMRC.2017.8292443
M3 - 会议稿件
AN - SCOPUS:85045280409
T3 - IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC
SP - 1
EP - 6
BT - 2017 IEEE International Symposium on Personal, Indoor and Mobile Radio Communications
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 28th Annual IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC 2017
Y2 - 8 October 2017 through 13 October 2017
ER -