Title :
An immunity-based distributed multiagent-control framework
Author :
Lau, Henry Y K ; Wong, Vicky W K
Author_Institution :
Dept. of Ind. & Manuf. Syst. Eng., Univ. of Hong Kong, China
Abstract :
The human immune system is a complex system of cells, molecules, tissues, and diverse organs that can provide us with primary defense against pathogenic organisms. These components are highly interactive and execute the immune response in a coordinated and specific manner. This paper presents a formal mathematical model of an artificial immune system (AIS)-based control framework. The framework aims to provide an integrated solution to control and coordinate complex distributed systems with a large number of autonomous agents such as automated warehouses, distribution centers, and automated material-handling systems. The control framework consists of a set of AIS agents working in response to the changing environment and the occurrence of tasks. The AIS agents manipulate their capabilities to derive appropriate responses to tackle different problems. A methodology describing the response-manipulation algorithm of the AIS agents and their ability to generate new capabilities is discussed in this paper. Through response manipulation and knowledge building, a self-organized and fully distributed system with agents that are able to adapt and accommodate in a dynamic environment via distributed decision making and interagent communication is achieved.
Keywords :
distributed control; distributed decision making; genetic algorithms; materials handling; multi-agent systems; self-adjusting systems; warehouse automation; artificial immune system; automated material-handling systems; automated warehouses; distributed decision making; distribution centers; formal mathematical model; immunity-based distributed multiagent-control; interagent communication; response-manipulation algorithm; Artificial immune systems; Automatic control; Autonomous agents; Control system synthesis; Control systems; Humans; Immune system; Mathematical model; Organisms; Pathogens; Artificial immune system (AIS); complex distributed control; multiagent system;
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
DOI :
10.1109/TSMCA.2005.859103