DocumentCode :
2160138
Title :
Heterogeneous multiprocessor mapping for real-time streaming systems
Author :
Lin, Jing ; Srivatsa, Akshaya ; Gerstlauer, Andreas ; Evans, Brian L.
Author_Institution :
Univ. of Texas at Austin, Austin, TX, USA
fYear :
2011
fDate :
22-27 May 2011
Firstpage :
1605
Lastpage :
1608
Abstract :
Real-time streaming signal processing systems typically de sire high throughput and low latency. Many such systems can be modeled as synchronous data flow graphs. In this paper, we address the problem of multi-objective mapping of SDF graphs onto heterogeneous multi-processor platforms. The primary contributions include (1) an integer linear programming (ILP) model that globally optimizes throughput, latency and cost; (2) a low-complexity two-stage heuristic based on a combination of an evolutionary algorithm with an ILP to generate either a single sub-optimal mapping solution or a Pareto front for design space optimization. In our simulations, the proposed heuristic shows a 10-6 gap from the ILP optimal solution, with up to 12× better run-time efficiency.
Keywords :
Pareto optimisation; evolutionary computation; integer programming; linear programming; multiprocessing systems; signal processing; ILP model; Pareto front; SDF graphs; design space optimization; evolutionary algorithm; heterogeneous multiprocessor mapping; heterogeneous multiprocessor platforms; integer linear programming; low-complexity two-stage heuristic; real-time streaming systems; suboptimal mapping solution; Evolutionary computation; Optimization; Program processors; Real time systems; Schedules; Space exploration; Throughput; Synchronous data flow; heterogenous multiprocessor; mapping; scheduling; streaming;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
ISSN :
1520-6149
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2011.5946804
Filename :
5946804
Link To Document :
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