Spatio-temporal analysis and prediction of cellular traffic in metropolis

X Wang, Z Zhou, F Xiao, K Xing, Z Yang… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
… of a typical cellular network monitoring system and gives an … been authorized by the cellular
network operator to utilize the … In our study, we exploit downlink traffic for analysis. Table 1 …

Heterogeneous cellular networks with spatio-temporal traffic: Delay analysis and scheduling

Y Zhong, TQS Quek, X Ge - IEEE Journal on Selected Areas in …, 2017 - ieeexplore.ieee.org
… We consider the downlink of a multi-tier heterogeneous cellular network with K tiers of
BSs. The locations of the kth tier (k = 1,..., K) BSs are modeled as a homogeneous PPP k with …

STEP: A spatio-temporal fine-granular user traffic prediction system for cellular networks

L Yu, M Li, W Jin, Y Guo, Q Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… Most existing methods, on the other hand, model traffic patterns as probabilistic distributions
… user traffic p rediction mechanism for cellular networks. A deep graph convolution network, …

Spatio-temporal interference correlation and joint coverage in cellular networks

S Krishnan, HS Dhillon - IEEE Transactions on Wireless …, 2017 - ieeexplore.ieee.org
… for ad hoc networks, the same is not true for cellular networks for which the analysis is …
spatio-temporal interference correlation as well as joint coverage probability in cellular networks

Spatio-temporal network dynamics framework for energy-efficient ultra-dense cellular networks

J Park, SL Kim, M Bennis… - 2016 IEEE Global …, 2016 - ieeexplore.ieee.org
… Consider a downlink cellular network where base stations (BSs) are uniformly distributed
over a two-dimensional infinite Euclidean plane with density λb, leading to a homogeneous …

On the use of ON/OFF traffic models for spatio-temporal analysis of wireless networks

M Marvi, A Aijaz, M Khurram - IEEE Communications Letters, 2019 - ieeexplore.ieee.org
Network Model We assume a single-tier cellular network, where a PPP Φb, with intensity λb,
… We consider a downlink channel model, where at least single user is associated with a BS.…

Mean packet throughput analysis of downlink cellular networks with spatio-temporal traffic

L Liu, Y Zhong, HH Yang, M Sheng… - … 2017-2017 IEEE …, 2017 - ieeexplore.ieee.org
… of flow-level traffic dynamic in cellular networks. To this end, we consider a … cellular network
with spatiotemporal user traffic. In particular, the spatial distribution of users and the temporal

A spatio-temporal analysis of cellular-based iot networks under heterogeneous traffic

PD Mankar, Z Chen, MA Abd-Elmagid… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
… We assume that such real-time applications are supported by cellular networks where cellular
… Unlike the well-known downlink analysis of a cellular network, where the setup can be …

Spatiotemporal modeling and prediction in cellular networks: A big data enabled deep learning approach

J Wang, J Tang, Z Xu, Y Wang, G Xue… - … -IEEE conference on …, 2017 - ieeexplore.ieee.org
… Here, our analysis is performed based on the downlink and uplink traffic load. However, the
proposed model (Section III) can be applied to other features. The dataset includes average …

Spatio-temporal analysis for SINR coverage in small cell networks

HH Yang, TQS Quek - IEEE Transactions on Communications, 2019 - ieeexplore.ieee.org
… of SINR distribution in cellular networks with temporal traffic. We show the … downlink of a
small cell network, as depicted in Fig. 1, that consists of randomly deployed SAPs whose spatial