Aiming at the problems of poor load balancing ability and weak generalization of the existing
routing algorithms, this paper proposes an intelligent routing algorithm, GNN-DRL, in the …

Routing optimization is a well‐known and established topic with the fundamental goal of
operating networks efficiently. Traditional optimization heuristics may suffer from …

Routing optimization has long been a problem in the networking field. With the rapid
development of user applications, network traffic is continuously increasing in dynamicity …

The demand for the Internet of Everything has slowed down network routing efficiency.
Traditional routing policies rely on manual configuration, which has limitations and …

A mobile ad hoc network (MANET) is a self-organizing network composed of multiple mobile
nodes. These nodes achieve distributed communication and wireless resource sharing …

The traditional routing method makes use of limited information on the network links to make
routing decisions, which makes it difficult to adapt to the dynamic and complex network and …

Routing is one of the key functions for stable operation of network infrastructure. Nowadays,
the rapid growth of network traffic volume and changing of service requirements call for more …

Software-Defined Networking (SDN) adapts logically-centralized control by decoupling
control plane from data plane and provides the efficient use of network resources. However …

Routing optimization has been researched in network design for a long time, and plenty of
optimization schemes have been proposed from both academia and industry. However …

With an exponential increase in network traffic demands requiring quality of services, the
need for routing optimization has become more prominent. Recently, the advent of software …