Title :
Resource optimization for CSDF-modeled streaming applications with latency constraints
Author :
Di Liu ; Spasic, Jelena ; Zhai, Jiali Teddy ; Stefanov, Todor ; Gang Chen
Author_Institution :
Leiden Inst. of Adv. Comput. Sci., Leiden Univ., Leiden, Netherlands
Abstract :
In this paper, we study the problem of minimizing the number of processors required for scheduling latency-constrained streaming applications modeled as CSDF graphs, where the actors of a CSDF are executed as strictly periodic tasks. We formalize the problem and prove that due to the strict periodicity of actors the problem is an integer convex programming problem, that can be solved efficiently by using an existing convex programming solver. We evaluate our solution approach on a set of 13 real-life streaming applications modeled as CSDF graphs and demonstrate that it can reduce the number of processors in more than 52% of the conducted experiments in comparison to an existing approach.
Keywords :
graph theory; microprocessor chips; optimisation; scheduling; CSDF graphs; CSDF-modeled streaming applications; integer convex programming problem; periodic tasks; processors; real-life streaming; resource optimization; scheduling latency-constrained streaming applications; strict periodicity; Clocks; Processor scheduling; Production; Program processors; Programming; Real-time systems; Schedules;
Conference_Titel :
Design, Automation and Test in Europe Conference and Exhibition (DATE), 2014
Conference_Location :
Dresden
DOI :
10.7873/DATE.2014.201