Handover management for mmWave networks with proactive performance prediction using camera images and deep reinforcement learning

Y Koda, K Nakashima, K Yamamoto… - … and Networking, 2019 - ieeexplore.ieee.org
… Abstract—For millimeter-wave networks, this paper presents a paradigm shift for leveraging
time-consecutive camera images in handover decision problems. While making handover

Multi-agent deep reinforcement learning for distributed handover management in dense mmWave networks

M Sana, A De Domenico, EC Strinati… - ICASSP 2020-2020 …, 2020 - ieeexplore.ieee.org
… In this work, we have proposed a framework to manage handover events based on multi-agent
deep reinforcement learning. We maximize the average network sum-rate taking into …

Handover management for next-generation wireless networks: A brief overview

Ş Sönmez, I Shayea, SA Khan… - 2020 IEEE Microwave …, 2020 - ieeexplore.ieee.org
millimeter Wave (mmWave), in the development of the Fifth Generation (5G) wireless
communication system. In a HetNet, small cells are suitable to operate by using mmWave … …

Deep reinforcement learning based handover management for millimeter wave communication

M Mollel, S Kaijage, K Michael - 2021 - dspace.nm-aist.ac.tz
… intelligent method based on DRL for HO reduction in mm-wave BSs in a UDN environment.
… HO management in 5G networks, and a review of the state-of-the-art HO management

Mobility management for heterogeneous networks: Leveraging millimeter wave for seamless handover

O Semiari, W Saad, M Bennis… - GLOBECOM 2017-2017 …, 2017 - ieeexplore.ieee.org
… variations of millimeter wave (mmW) … handover in highly mobile wireless environments. In
this paper, a novel approach for analyzing and managing mobility in joint 𝜇W-mmW networks

Learning-based handover in mobile millimeter-wave networks

S Khosravi, H Shokri-Ghadikolaei… - … and Networking, 2020 - ieeexplore.ieee.org
… We consider the downlink of a mmWave network with N BSs and mobile UEs. We assume
a two-dimensional Poisson point process (PPP) with density ρ for the spatial distributions of …

Managing vertical handovers in millimeter wave heterogeneous networks

S Zang, W Bao, PL Yeoh, B Vucetic… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
… , and signal blockages in mmWave small cells. To … handover properties of mmWave
HetNets. While maintaining optimality, theoretical analysis shows that our proposed handover

Mobility management for TCP in mmWave networks

M Polese, M Mezzavilla, S Rangan… - … Millimeter-Wave Networks …, 2017 - dl.acm.org
… in [10], the handover procedure may negatively … handovers in mmWave networks, it is
important to design mobility procedures that aim at minimizing the packet losses during handovers, …

Learning-based load balancing handover in mobile millimeter wave networks

S Khosravi, HS Ghadikolaei… - GLOBECOM 2020-2020 …, 2020 - ieeexplore.ieee.org
… In this section, we evaluate the performance of our proposed handover method in the downlink
of a mmWave network operating at 28 GHz with 4 BSs and 7 UEs. The mmWave links are …

A survey of machine learning applications to handover management in 5G and beyond

MS Mollel, AI Abubakar, M Ozturk, SF Kaijage… - IEEE …, 2021 - ieeexplore.ieee.org
… 5G networks. We provide an extensive tutorial on HO management in 5G networks accompanied
… Furthermore, we present the main characteristics of 5G networks, including mm-wave