DocumentCode :
2505442
Title :
Robust resource allocation in weather data processing systems
Author :
Oltikar, Mohana ; Brateman, Jeff ; White, Joe ; Martin, Jon ; Knapp, Keith ; Maciejewski, Anthony A. ; Siegel, H.J.
Author_Institution :
Dept. of Electr. & Comput. Eng., Colorado State Univ., Fort Collins, CO
fYear :
0
fDate :
0-0 0
Lastpage :
454
Abstract :
Reliability of weather data processing systems is of prime importance to ensure the efficient operation of space-based weather monitoring systems. This work defines a heterogeneous weather data processing system that is susceptible to uncertainties in data set arrival times. The resource allocation must be robust with respect to these uncertainties. The tasks to be executed by the data processing system are classified into three broad categories: telemetry, tracking and control (high priority); data processing (medium priority); and data research (low priority). The high priority tasks must be completed before considering medium and low priority tasks. The goal of this research is to find a resource allocation that minimizes makespan of the high priority tasks, and to find a mapping that maximizes a function of the completion time and priority of the medium and low priority tasks. Different heuristic techniques to find near optimal solutions are studied, and their performance is evaluated
Keywords :
data analysis; geophysics computing; meteorology; resource allocation; scheduling; telemetry; data research; heuristic techniques; robust resource allocation; space-based weather monitoring systems; telemetry; tracking and control; weather data processing systems; Computer science; Costs; Data processing; Educational technology; Reliability engineering; Resource management; Robustness; Satellites; Telemetry; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel Processing Workshops, 2006. ICPP 2006 Workshops. 2006 International Conference on
Conference_Location :
Columbus, OH
ISSN :
1530-2016
Print_ISBN :
0-7695-2637-3
Type :
conf
DOI :
10.1109/ICPPW.2006.68
Filename :
1690732
Link To Document :
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