NDLI: Admission control scheme for distributed service systems based on model and prediction

Content Provider	IEEE Xplore Digital Library
Author	Xiaonong Lu Baoqun Yin Haipeng Zhang Qiang Ling
Copyright Year	2012
Description	Author affiliation: Department of Automation, University of Science and Technology of China, Hefei, 230027, PRC (Xiaonong Lu; Baoqun Yin; Haipeng Zhang; Qiang Ling)
Abstract	In this paper, we propose an admission control method based on model and prediction for distributed service systems. First, we use partly observable Markov decision process (POMDP) to model the service system. Next, we put the service allocation policy into the model parameters and use randomized policy as admission control policies to optimize system performance. The target of optimization is to maximize the system benefits. Based on the POMDP model, we propose an observation-based policy gradient algorithm to solve the optimal policy. We use HMM-based method to detect and predict change of the system, then updating the system model and admission policy with dynamic adaptive method. Experiment result shows compare with the best effort service policy our optimal policy has a better system performance.
Starting Page	5518
Ending Page	5523
File Size	220317
Page Count	6
File Format	PDF
ISBN	9781467325813
ISSN	21612927
e-ISBN	9789881563811
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-07-25
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Chinese Assoc of Automati
Subject Keyword	Adaptation models Admission control Hidden Markov models POMDP Randomized Policy Aerospace electronics Predictive models Resource management Mathematical model Admission Control HMM-based method Distributed Service Systems
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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