NDLI: Reliability estimation of learning based mobile agent system in MANET

Content Provider	IEEE Xplore Digital Library
Author	Chowdhury, C. Neogy, S.
Copyright Year	2011
Description	Author affiliation: Jadavpur University, Kolkata, India (Chowdhury, C.; Neogy, S.)
Abstract	Mobile agents have found wide use in wireless and mobile network applications. This paradigm provides a uniform approach to many problems and is customizable for the user. But dependability issues like reliability and availabilityneed to be addressed before agents can be commercially used in Mobile Adhoc Network (MANET). Since MANET provides a resource constrained dynamic environment, it introduces new aspects to dependability thereby affecting reliability of the services provided by the mobile agent based system (MAS) deployed in MANET. In this paper we show that MAS on MANET can be made more reliable if the agents are intelligent enough to share information and learn (reinforcement learning) about the underlying MANET conditions dynamically. A protocol is proposed to estimate reliability of learning based agents. The MAS consists of independent agent groups pertaining to some application for which these are deployed. The results achieved shows that learning yields better performance and improved reliability in MANET. As a MANET grows the effect is even more apt.
Starting Page	990
Ending Page	995
File Size	255898
Page Count	6
File Format	PDF
ISBN	9781467301275
e-ISBN	9781467301268
DOI	10.1109/WICT.2011.6141383
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2011-12-11
Publisher Place	India
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Learning Computer network reliability Computational modeling Mobile agents Mobile Adhoc network Monte-Carlo Software reliability Mathematical model Reliability Mobile Agent Mobile ad hoc networks
Content Type	Text
Resource Type	Article

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3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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