DocumentCode
3117877
Title
A framework of multi-characteristics fuzzy dynamic scheduling for parallel video processing on MPSoC architecture
Author
Li, Da ; Hou, Yibin ; Huang, Zhangqin ; Xiao, Chunhua
fYear
2011
fDate
27-30 June 2011
Firstpage
627
Lastpage
634
Abstract
This paper addresses the inherent unreliability and instability of the multiple uncertain characteristics of complex embedded multiprocessor systems, such as MPSoC (multi-processor system on chip) systems. In this work, we propose a fuzzy sets description for the multiple uncertain characteristics of system, and using fuzzy set membership calculation to determine the scheduling priorities of tasks and resources, in order to improve the capability of concurrent executions of tasks. And also we present a method estimation of comprehensive analysis on the multiple performances in order to increase utilization factor and balancing loads on processors. Through simulation, we demonstrate that the fuzzy dynamic scheduling algorithm can handle wide variety requirements of multiple performances, and we also show an improved approach to solve its demerit of partial adjustment. We implemented a prototype MPSoC system, which utilizes the proposed fuzzy dynamic scheduling algorithm to allocating tasks onto the multiprocessors. And in our case studies, we design a parallel architecture h.264 encoder, running on a multicore MPSoC system on FPGA. The speedup ratio of this prototype application system is up to 12.69.
Keywords
fuzzy set theory; multiprocessing systems; parallel architectures; processor scheduling; system-on-chip; video signal processing; FPGA; MPSoC architecture; complex embedded multiprocessor system; fuzzy set membership; h.264 encoder; multicharacteristics fuzzy dynamic scheduling; multiple uncertain characteristic; multiprocessor system-on-chip; parallel architecture; parallel video processing; utilization factor; Algorithm design and analysis; Dynamic scheduling; Fuzzy sets; Heuristic algorithms; Processor scheduling; Schedules; Dynamic Scheduling; Fuzzy Set; MPSoC System; Multi-characteristics; Parallel Processing; Priority Level; Video Processing;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems (FUZZ), 2011 IEEE International Conference on
Conference_Location
Taipei
ISSN
1098-7584
Print_ISBN
978-1-4244-7315-1
Electronic_ISBN
1098-7584
Type
conf
DOI
10.1109/FUZZY.2011.6007386
Filename
6007386
Link To Document