activity
20182021
most citedTraffic Prediction and Random Access Control Optimization: Learning and Non-learning based Approaches

7 citations · 17 across the 5 of their papers we have counts for

collaborators

7 papers

cs.NI2021

A Self-Configurable Grouping Method for Integrated Wi-SUN FAN and TSCH-based Networks

Xinyu Ni, Michael Baddeley, Nan Jiang +1

Recent applications in large-scale wireless mesh networks (WSN), e.g., Advanced Metering Infrastructure (AMI) scenarios, expect to support an extended number of nodes with higher t…

eess.SP20202 cited

Analysis of Random Access in NB-IoT Networks with Three Coverage Enhancement Groups: A Stochastic Geometry Approach

Yan Liu, Yansha Deng, Nan Jiang +2

NarrowBand-Internet of Things (NB-IoT) is a new 3GPP radio access technology designed to provide better coverage for Low Power Wide Area (LPWA) networks. To provide reliable connec…

cs.NI20203 cited

A Decoupled Learning Strategy for Massive Access Optimization in Cellular IoT Networks

Nan Jiang, Yansha Deng, Arumugam Nallanathan +1

Cellular-based networks are expected to offer connectivity for massive Internet of Things (mIoT) systems. However, their Random Access CHannel (RACH) procedure suffers from unrelia…

cs.NI20207 cited

Traffic Prediction and Random Access Control Optimization: Learning and Non-learning based Approaches

Nan Jiang, Yansha Deng, Arumugam Nallanathan

Random access schemes in modern wireless communications are generally based on the framed-ALOHA (f-ALOHA), which can be optimized by flexibly organizing devices' transmission and r…

cs.NI2019

Online Supervised Learning for Traffic Load Prediction in Framed-ALOHA Networks

Nan Jiang, Yansha Deng, Osvaldo Simeone +1

Predicting the current backlog, or traffic load, in framed-ALOHA networks enables the optimization of resource allocation, e.g., of the frame size. However, this prediction is made…

cs.NI20185 cited

Deep Reinforcement Learning for Real-Time Optimization in NB-IoT Networks

Nan Jiang, Yansha Deng, Arumugam Nallanathan +1

NarrowBand-Internet of Things (NB-IoT) is an emerging cellular-based technology that offers a range of flexible configurations for massive IoT radio access from groups of devices w…