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Probabilistic analysis of bufferless pipelines of real-time tasks

Published: 04 April 2016 Publication History

Abstract

In this paper, we consider real--time applications consisting of multiple tasks, which are executed on computing cores managed by a resource reservatin scheduler. The tasks are organised in a linear topology (pipeline). The result produced by a task as a result of one of its activations is used as input for the task at the next stage of the pipeline. The time required for each execution of a task is a random variable. We assume a bufferless communication semantic, whereby a data item produced by a task is outright dropped if the consumer is not ready to execute.
Assuming a bufferless communication simplifies the computation of the probability distribution of the end--to--end delay, since when an item is correctly processed by the pipeline its accumulated delay is simply the sum of the delays incurred in each stage. However, data can be dropped at any stage if the pipeline, and this requires a precedure to compute the probability of such an event. This computation is the main problem addressed in the paper, where we also show the practical applicability of the approach through a set of experiments.

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      cover image ACM Conferences
      SAC '16: Proceedings of the 31st Annual ACM Symposium on Applied Computing
      April 2016
      2360 pages
      ISBN:9781450337397
      DOI:10.1145/2851613
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Publication History

      Published: 04 April 2016

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      Author Tags

      1. multiprocessor
      2. soft real-time
      3. stochastic analysis

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      SAC 2016: Symposium on Applied Computing
      April 4 - 8, 2016
      Pisa, Italy

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      SAC '16 Paper Acceptance Rate 252 of 1,047 submissions, 24%;
      Overall Acceptance Rate 1,650 of 6,669 submissions, 25%

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      Cited By

      View all
      • (2018)On Soft Real-Time Implementation of LQG Controllers2018 IEEE 13th International Symposium on Industrial Embedded Systems (SIES)10.1109/SIES.2018.8442078(1-8)Online publication date: Jun-2018
      • (2017)A lightweight progress maximization scheduler for non-volatile processor under unstable energy harvestingACM SIGPLAN Notices10.1145/3140582.308103852:5(101-110)Online publication date: 21-Jun-2017
      • (2017)Optimal functional unit assignment and voltage selection for pipelined MPSoC with guaranteed probability on time performanceACM SIGPLAN Notices10.1145/3140582.308103652:5(41-50)Online publication date: 21-Jun-2017
      • (2017)Towards SMT-based LTL model checking of clock constraint specification language for real-time and embedded systemsACM SIGPLAN Notices10.1145/3140582.308103552:5(61-70)Online publication date: 21-Jun-2017
      • (2017)Unified nvTCAM and sTCAM architecture for improving packet matching performanceACM SIGPLAN Notices10.1145/3140582.308103452:5(91-100)Online publication date: 21-Jun-2017
      • (2017)Towards memory-efficient processing-in-memory architecture for convolutional neural networksACM SIGPLAN Notices10.1145/3140582.308103252:5(81-90)Online publication date: 21-Jun-2017
      • (2017)Integrated IoT programming with selective abstractionACM SIGPLAN Notices10.1145/3140582.308103152:5(51-60)Online publication date: 21-Jun-2017
      • (2017)Optimal functional unit assignment and voltage selection for pipelined MPSoC with guaranteed probability on time performanceProceedings of the 18th ACM SIGPLAN/SIGBED Conference on Languages, Compilers, and Tools for Embedded Systems10.1145/3078633.3081036(41-50)Online publication date: 21-Jun-2017
      • (2016)Optimal functional-unit assignment and buffer placement for probabilistic pipelinesProceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis10.1145/2968456.2968467(1-10)Online publication date: 1-Oct-2016
      • (2008)Modelling and simulation of biological processes in BlenXACM SIGMETRICS Performance Evaluation Review10.1145/1364644.136465335:4(32-39)Online publication date: 1-Mar-2008
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