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23670 Resource-constrained optimal scheduling of synchronous dataflow graphs via timed automata
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Ahmad, W. and de Groote, E. and Hölzenspies, P.K.F. and Stoelinga, M.I.A. and van de Pol, J.C. (2014) Resource-constrained optimal scheduling of synchronous dataflow graphs via timed automata. Technical Report TR-CTIT-13-17, Centre for Telematics and Information Technology, University of Twente, Enschede. ISSN 1381-3625

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Abstract

Synchronous dataflow (SDF) graphs are a widely used formalism for modelling, analysing and realising streaming applications, both on a single processor and in a multiprocessing context. Efficient schedules are essential to obtain maximal throughput under the constraint of available number of resources. This paper presents an approach to schedule SDF graphs using a proven formalism of timed automata (TA). TA maintain a good balance between expressiveness and tractability, and are supported by powerful verification tools, e.g. Uppaal. We describe a compositional translation of SDF graphs to TA, and analysis and verification in the Uppaal state-of-the-art tool. This approach does not require any transformation of SDF graphs and helps to find schedules with a compromise between the number of processors required and the throughput. It also allows quantitative model checking and verification of user-defined properties such as the absence of deadlocks, safety, liveness and throughput analysis. This translation also forms the basis for future work to extend this analysis of SDF graphs with new features such as stochastics, energy consumption and costs.

Item Type:Internal Report (Technical Report)
Research Group:EWI-FMT: Formal Methods and Tools, EWI-CAES: Computer Architecture for Embedded Systems
Research Program:CTIT-DSN: Dependable Systems and Networks
Research Project:SENSATION: Self Energy-supporting Autonomous Computation
Additional Information:Technical report accompanying the ACDS 2014 submission
Uncontrolled Keywords:Synchronous Dataflow Graph, Timed Automata, Throughput, Scheduling, Multiprocessor, Heterogeneous
ID Code:23670
Deposited On:22 January 2014
More Information:statisticsmetis

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