Abstract
As more processors are integrated into Multiprocessor System-on-Chips (MPSoCs) via relentless technology scaling, the mean-time-to-failure (MTTF) is reduced to the extent that unexpected processor failures are considered during design time. A popular approach to tolerate processor failures is to migrate tasks on the faulty processor to live processors. This approach, however, is not suitable for real-time digital signal processing (DSP) applications since it may not guarantee real-time constraints. In this paper, we propose the re-scheduling of the entire application to minimize throughput degradation under a latency constraint, given that the application is specified by a Synchronous Data Flow (SDF) graph. We obtain sub-optimal re-scheduling results using a genetic algorithm for each scenario of processor failures at compile-time. If a failure is detected at run-time, the live processors obtain the saved schedule, perform task transfer, and execute the remaining tasks of the current iteration. We compare preemptive and non-preemptive migration policies and propose a hybrid policy to obtain better performance. We demonstrate the viability of the proposed technique through experiments with real-life DSP applications as well as randomly generated graphs under timing constraints and random fault scenarios.
| Original language | English |
|---|---|
| Pages (from-to) | 201-212 |
| Number of pages | 12 |
| Journal | Journal of Signal Processing Systems |
| Volume | 73 |
| Issue number | 2 |
| DOIs | |
| State | Published - 2013.11 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 10 Reduced Inequalities
Keywords
- Failure-aware scheduling
- Genetic algorithm
- Permanent fault
- Task migration
- Task rescheduling
Quacquarelli Symonds(QS) Subject Topics
- Computer Science & Information Systems
- Mathematics
- Data Science
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