DocumentCode :
1904154
Title :
Quality of Information aware scheduling in task processing networks
Author :
Urgaonkar, Rahul ; Ciftcioglu, Ertugrul Necdet ; Yener, Aylin ; Neely, Michael J.
Author_Institution :
Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
fYear :
2011
fDate :
9-13 May 2011
Firstpage :
401
Lastpage :
406
Abstract :
We investigate Quality of Information (QoI) aware scheduling in task processing networks. Specifically, we consider the scenario where a network sequentially receives tasks from an end user, utilizes its resources to process them, and sends back its response. The utility derived by the end user from this response depends on both the accuracy and the freshness of the information. There is often a trade-off between these two attributes and we present a model that quantifies this dependence. Using dynamic programming and optimal stopping theory, we characterize the optimal scheduling policy that maximizes the time average utility delivered by the network. We show that for many scenarios of practical interest, the optimal policy has a simple threshold structure. We also propose a method to approximately compute the threshold in closed-form. This work takes a step towards incorporating application aware objectives in making optimal scheduling decisions.
Keywords :
decision making; dynamic programming; scheduling; task analysis; telecommunication networks; dynamic programming; optimal scheduling decision making; optimal scheduling policy; quality of information aware scheduling; task processing networks; threshold structure; time average utility; Accuracy; Approximation methods; Delay; Dynamic programming; Optimal scheduling; Process control; Dynamic Programming; Optimal Stopping; Quality of Information; Scheduling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt), 2011 International Symposium on
Conference_Location :
Princeton, NJ
Print_ISBN :
978-1-61284-822-8
Type :
conf
DOI :
10.1109/WIOPT.2011.5930052
Filename :
5930052
Link To Document :
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