Title :
A Model of Human Activity Automatization as a Basis of Artificial Intelligence Systems
Author :
Bielecki, Andrzej
Author_Institution :
Fac. of Electr. Eng., Autom., Comput. Sci. & Biomed. Eng., AGH Univ. of Sci. & Technol., Cracow, Poland
Abstract :
In this paper, a human activity automatization phenomenon is analyzed as a process as a result of which a cognitive structure is replaced by the equivalent reflexive structure. Such replacement plays an essential role as a mechanism that optimizes human mental processes according to their energetic and time consuming aspects. The main goal of the studies described in this paper is working out the algorithm that enables us to create the analogous mechanism in artificial intelligence (AI) systems. The solution would enable us to use in real time systems such AI systems, that, so far, could not have been used due to their high time consumption. The information metabolism theory (IMT) is the basis for the analysis. A cybernetic model of automatization, based on IMT, is introduced. There have been specified conditions according to which such solution is profitable. An automatization-type mechanism has been applied to IP traffic scanner and to a mutiagent system. As a result, time and memory properties of the systems have been improved significantly.
Keywords :
artificial intelligence; multi-agent systems; AI systems; IMT; IP traffic scanner; analogous mechanism; artificial intelligence systems; automatization cybernetic model; cognitive structure; human activity automatization model; human activity automatization phenomenon; human mental process; information metabolism theory; mutiagent system; reflexive structure; Artificial intelligence; Biochemistry; Computational modeling; Cybernetics; Information processing; Mathematical model; Optimization; Activity automatization; artificial intelligence; cognitive structures; cybernetic model of automatization; reflexive structures; time consumption optimization;
Journal_Title :
Autonomous Mental Development, IEEE Transactions on
DOI :
10.1109/TAMD.2014.2319740