Gradient Network - Motivation

Motivation

Real-world networks evolve to fulfill a main function, which is often to transport entities such as information, cars, power, water, etc. All these large-scale networks mentioned above are non-globally designed. They evolve and grow through local changes, through a natural selection-like dynamics. For example, if a router on the Internet is frequently congested and packets are lost or delayed due to that, it will get replaced by several interconnected new routers. Recent research investigate the connection between network topology and the flow efficiency of the transportation.

The flow is often generated or influenced by local gradients of a scalar, for example: electric current driven by a gradient of electric potential; in the information networks, properties of nodes will generate a bias in the way of information is transmitted from a node to its neighbors. This idea motivated the approach through gradient networks which studies flow efficiency on the network when the flow is driven by gradients of a scalar field distributed on the network

Read more about this topic:  Gradient Network

Famous quotes containing the word motivation:

    Self-determination has to mean that the leader is your individual gut, and heart, and mind or we’re talking about power, again, and its rather well-known impurities. Who is really going to care whether you live or die and who is going to know the most intimate motivation for your laughter and your tears is the only person to be trusted to speak for you and to decide what you will or will not do.
    June Jordan (b. 1939)