Improving Intelligent Systems: Specialization

Abstract

The specialization exists in biological systems and in human organizations, as a methodology to improve processes and optimize their aims. This specialization in artificial intelligent systems such as multi-agent systems, can improve their aims, depending on the type of specialization and the goals which they need to achieve. The enterprise networks are a collaboration model between companies which we can apply over these intelligent systems, so that, these systems can achieve more complex aims. Therefore, in this collaboration type, is necessary to consider their specialization type, and how they could collaborate to achieve aims, that by themselves would not be possible.

Adaptable and stable decentralized task allocation for hierarchical domains

“…Emergent cooperation among decentralized agents is characterized by adaptable behavior, beneficial to dynamic applications, such as patrolling (Almeida et al, 2004;Portugal & Rocha 2011). Specialized agents lead to decreased interference and task switching, as well as to increased performance (Ono & Fukumoto 1996;Murciano et al 1997;Li et al, 2002;Nitschke 2008;Hsieh et al, 2009;Campbell & Wu 2011;Agmon et al, 2011;Román et al, 2014).…”