Virtualized network function forwarding graph placing in SDN and NFV-enabled IoT networks: A graph neural network assisted deep reinforcement learning method

Y Xie, L Huang, Y Kong, S Wang, S Xu… - … on Network and …, 2021 - ieeexplore.ieee.org
… To fully exploit the graph structures of services and handle the complexity of dynamic IoT
networks, we combine a novel neural network structure Graph Neural Network (GNN) with …

A graph neural network method for distributed anomaly detection in IoT

A Protogerou, S Papadopoulos, A Drosou, D Tzovaras… - Evolving Systems, 2021 - Springer
… monitors on active network nodes such as IoT devices, SDN forwarders, Fog Nodes, …
activities of the Graph Neural Network algorithm, we create simulated datasets of network flows of …

Optimal relay node selection for robust data forwarding over time-varying IoT networks

S Redhu, M Anupam, RM Hegde - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… However, selection of optimal relay nodes in time-varying networks is very … forwarding in
time-varying IoT networks. Most of the data forwarding algorithms consider only a single network

A local betweenness centrality based forwarding technique for social opportunistic IoT networks

R Nigam, DK Sharma, S Jain, G Srivastava - Mobile Networks and …, 2022 - Springer
… connectivity and network infrastructure are not pervasive. Hence coverage of IoT applications
… introducing another class of IoT networks called Opportunistic IoT (OppIoT) [10] networks. …

A new small-world IoT routing mechanism based on Cayley graphs

Y Jiang, X Ge, Y Zhong, G Mao… - IEEE internet of things …, 2019 - ieeexplore.ieee.org
… In this section, the small-world characteristics of IoT networks based on Cayley graphs are
… The vertex forwarding factor is used to measure the maximum paths going through the node …

Efficient fault-tolerant routing in IoT wireless sensor networks based on bipartite-flow graph modeling

JW Lin, PR Chelliah, MC Hsu, JX Hou - IEEE access, 2019 - ieeexplore.ieee.org
Internet of Things (IoT), a wireless sensor network (WSN) is deployed for collecting the interested
data of an application field. Sensor nodes in an IoT … as the sensed data forwarding role. …

Lightweight multicast forwarding for service discovery in low-power IoT networks

M Antonini, S Cirani, G Ferrari… - … computer networks  …, 2014 - ieeexplore.ieee.org
… a novel multicast forwarding mechanism targeting service discovery in IoT scenarios. The …
-power IoT networks with duty-cycled devices. The rationale behind the presented forwarding

Exploiting concurrency for opportunistic forwarding in duty-cycled IoT networks

D Liu, Z Cao, Y He, X Ji, M Hou, H Jiang - … on Sensor Networks (TOSN), 2019 - dl.acm.org
… Concurrency for Opportunistic Forwarding in duty-cycled IoT networks. COF achieves …
forwarding and COF outperforms the state-of-art protocols under diverse traffic load and network

A trustworthiness-enhanced reliable forwarding scheme in mobile Internet of Things

J Li, X Li, X Cheng, J Yuan, R Zhang - … Network and Computer Applications, 2019 - Elsevier
… is a key challenge of data forwarding for mobile applications. … reliable forwarding (TERF)
scheme for mobile IoT to minimize … mobile IoT network is modeled as a weighted directed graph

Forwarding rule multiplexing for scalable SDN-based Internet of Things

X Zhang, S Yu, J Zhang, Z Xu - IEEE Internet of Things Journal, 2018 - ieeexplore.ieee.org
… The shortage of TCAM becomes a fatal bottleneck for scalable flow management in SDN-based
IoT since billions of IoT devices are connected in the network. One promising direction in …