DocumentCode :
463188
Title :
Multi-agent fuzzy inference control system for intelligent environments using Jade
Author :
Wang, K.I. ; Abdulla, W.H. ; Salcic, Z.
Author_Institution :
Auckland Univ.
Volume :
1
fYear :
2006
fDate :
5-6 July 2006
Firstpage :
285
Lastpage :
294
Abstract :
In this paper, a novel physical testbed for intelligent environments and its software based multi-agent control system are presented. In the physical testbed, a fair amount of embedded sensors and actuators are interconnected in three types of physical networks, namely the LonWorks network, RS-485 network and IP network. Universal plug and play (UPnP) is introduced in the system architecture to provide unique control interface between high level multi-agent control system and low level devices on different physical networks. The multi-agent control system is developed on an existing agent platform, JAVA agent development framework (JADE). Fuzzy inference learning is implemented with multiple fuzzy inference agents, each models the human behaviour associated with a predefined group of devices in forms of fuzzy rules. Corresponding fuzzy logic controller agents can be initiated to provide user preferred control actions according to the fuzzy rule bases. A comparative analysis shows that our control system achieves a great improvement in both control accuracy and computational efficiency compared to other offline control systems. Online adaptive learning, automatic device group formation and advanced wireless device networks are within the scope of our system architecture
Keywords :
IP networks; Java; actuators; fuzzy control; fuzzy reasoning; home automation; home computing; human factors; intelligent sensors; learning (artificial intelligence); multi-agent systems; software agents; IP network; JAVA agent development framework; actuators; embedded sensors; fuzzy inference control system; fuzzy inference learning; fuzzy logic controller agent; intelligent environment; multiagent system; online adaptive learning; physical testbed; system architecture;
fLanguage :
English
Publisher :
iet
Conference_Titel :
Intelligent Environments, 2006. IE 06. 2nd IET International Conference on
Conference_Location :
Athens
ISSN :
0537-9989
Print_ISBN :
978-0-86341-663-7
Type :
conf
Filename :
4197798
Link To Document :
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