Abstract/Details

Dynamic scheduling of open multiclass queueing networks in a slowly changing environment


2004 2004

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Abstract (summary)

This thesis investigates the dynamic scheduling of computer communication networks that can be periodically overloaded. Such networks are modeled as multiclass queueing networks in a slowly changing environment. A hierarchy framework is established to search for a suitable scheduling policy for such networks through its connection with stochastic fluid models. In this work, the dynamic scheduling of a specific multiclass stochastic fluid model is studied first. Then, a bridge between the scheduling of stochastic fluid models and that of the queueing networks in a changing environment is established.

In the multiclass stochastic fluid model, the focus is on a system with two fluid classes and a single server whose capacity can be shared arbitrarily among these two classes. The server may be overloaded transiently and it is under a quality of service contract which is indicated by a threshold value of each class. Whenever the fluid level of a certain class is above the designated threshold value, the penalty cost is incurred to the server. The optimal and asymptotically optimal resource allocation policies are specified for such a stochastic fluid model.

Afterwards, a connection between the optimization of the queueing networks and that of the stochastic fluid models is established. This connection involves two steps. The first step is to approximate such networks by their corresponding stochastic fluid models with a proper scaling method. The second step is to construct a suitable policy for the queueing network through a successful interpretation of the stochastic fluid model solution, where the interpretation method is provided in this study.

The results developed in this thesis facilitate the process of searching for a nearly optimal scheduling policy for queueing networks in a slowly changing environment.

Indexing (details)


Subject
Industrial engineering;
Operations research;
Mathematics
Classification
0546: Industrial engineering
0796: Operations research
0405: Mathematics
Identifier / keyword
Applied sciences; Pure sciences; Communication networks; Dynamic scheduling; Multiclass; Queueing
Title
Dynamic scheduling of open multiclass queueing networks in a slowly changing environment
Author
Chang, Junxia
Number of pages
194
Publication year
2004
Degree date
2004
School code
0078
Source
DAI-B 65/11, Dissertation Abstracts International
Place of publication
Ann Arbor
Country of publication
United States
ISBN
9780496155187, 0496155180
Advisor
Dai, Jim; Ayhan, Hayriye
University/institution
Georgia Institute of Technology
University location
United States -- Georgia
Degree
Ph.D.
Source type
Dissertations & Theses
Language
English
Document type
Dissertation/Thesis
Dissertation/thesis number
3154920
ProQuest document ID
305187308
Copyright
Database copyright ProQuest LLC; ProQuest does not claim copyright in the individual underlying works.
Document URL
http://search.proquest.com/docview/305187308
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