Safe multi-agent deep reinforcement learning for dynamic virtual network allocation

A Suzuki, S Harada - GLOBECOM 2020-2020 IEEE Global …, 2020 - ieeexplore.ieee.org
Network traffic and computing demand have been changing dramatically due to the growth
of various types of network services, eg, high-quality video delivery and OS update. To …

Placement and scheduling of functions in network function virtualization

R Mijumbi - arXiv preprint arXiv:1512.00217, 2015 - arxiv.org
The virtualization of Radio Access Networks (RANs) has been proposed as one of the
important use cases of Network Function Virtualization (NFV). In VRAN! s (VRAN! s), some …

Design, implementation, and evaluation of learning algorithms for dynamic real‐time network monitoring

R Mijumbi, A Asthana, M Koivunen… - … Journal of Network …, 2021 - Wiley Online Library
Network monitoring is necessary so as to ensure high reliability and availability in telecom
networks. One of the main challenges posed by state‐of‐the‐art monitoring tools is the …

An RBF neural network–based dynamic virtual network embedding algorithm

X Zheng, Y Zhang, H Zhang… - … and Computation: Practice …, 2019 - Wiley Online Library
Network virtualization is a promising technology, which is used to solve the existing
shortcomings of the Internet architecture and in which virtual network (VN) embedding plays …

Darn: Dynamic baselines for real-time network monitoring

R Mijumbi, A Asthana, M Koivunen… - 2018 4th ieee …, 2018 - ieeexplore.ieee.org
Network monitoring is necessary so as to ensure high reliability and availability in telecom
networks. One of the main challenges posed by state-of-the-art monitoring tools is the …

A dynamic placement mechanism of service function chaining based on software-defined networking

Y Liu, Y Lu, X Chen, X Li, W Qiao… - KSII Transactions on …, 2018 - koreascience.kr
To cope with the explosive growth of Internet services, Service Function Chaining (SFC)
based on Software-defined Networking (SDN) is an emerging and promising technology that …

Unfolding the mutual relation between timeliness and scalability in cloud monitoring

G da Cunha Rodrigues, RN Calheiros… - … IEEE Symposium on …, 2018 - ieeexplore.ieee.org
Cloud computing is a suitable solution for professionals, companies, and institutions that
need to have access to computational resources on demand. Clouds rely on proper …

Repeated leader follower game for managing cloud networks with limited resources

AH Al Muktadir, M Jibiki, P Martinez-Julia… - IEEE Access, 2019 - ieeexplore.ieee.org
Virtual resource arbitration, adjustment, and migration are techniques used by infrastructure
providers (InPs) to manage limited resources and maximize revenue by serving as many …

Placement and Assignment of Servers in Virtualized Radio Access Networks

R Mijumbi - arXiv preprint arXiv:1512.00219, 2015 - arxiv.org
The virtualization of Radio Access Networks (RANs) has been proposed as one of the
important use cases of Network Function Virtualization (NFV). In Virtualized Radio Access …

Virtual Network Mapping based on the Prediction of Support Vector Machine

H Zhang, X Zheng, J Tian - 2016 8th International Conference …, 2016 - ieeexplore.ieee.org
Network virtualization plays an important role in the development of the network because of
its dynamics and flexibility on network infrastructure configuration. Virtual network mapping …