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On unreliable computing systems when heavy-tails appear as a result of the recovery procedure
Abstract
For some computing systems, failure is rare enough that it can be ignored. In other systems, failure is so common that how to handle it can have a significant impact on the performance of the system. There are many different recovery schemes for tasks, however, they can be classified into three broad categories: 1) Resume: when a task fails, it knows exactly where it stops and can continue at that point when allowed to resume (i.e., preemptive resume - prs); 2) Replace : when a task fails, then later when the processor continues, it begins with a brand new task (i.e., preemptive repeat different prd); and, 3) Restart: when a task fails it loses all work done to that point and must start anew upon continuing later (i.e., preemptive repeat identical - pri ).In this paper, assuming a computing system is unreliable, we discuss how heavy-tail (hereafter referred to as power-tail - PT) distributions can appear in a job's task stream given the Restart recovery procedure. This is an important consideration since it is known that power-tails can lead to unstable systems [4], We then demonstrate how to obtain performance and dependablity measures for a class of computing systems comprised of P unreliable processors and a finite number of tasks N given the above recovery procedures.
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The generic channel with failures model results in power law distributions when the distributions of L and A have a matrix exponential representation.
“It was first recognized in [6] that this model results in power law distributions when the distributions of L ≡ L ∞ and A have a matrix exponential representation, and this result was rigorously proved and further generalized in [3], [11], and [16].”
From Distribution of the Number of Retransmissions of Bounded Documents (2015) · cites this paper as [6]
Restart mechanisms may result in long-tailed (power law) delays even if job sizes and failure rates are exponential.
“It was first recognized in [6] and [19] that such mechanisms may result in long-tailed (power law) delays even if the job sizes and failure rates are exponential.”
From Distribution of the Number of Retransmissions of Bounded Documents (2015) · cites this paper as [6]
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Research works printed but not linked: 4
- A. Bobbio and K. Trivedi , " Computation of the Distribution of the Completion Time When the Work Requirement is a PH Random Variable ", Communications in Statistics - Stochastic Models , 1990 . A. Bobbio and K. Trivedi, "Computation of the Distribution of the Completion Time When the Work Requirement is a PH Random Variable", Communications in Statistics - Stochastic Models, 1990.
- 10.1287/opre.47.2.313 · DOI
- 10.2307/1427109 · DOI
- L. Lipsky , Queueing Theory: A Linear Algebraic Approach , MacMillan and Company , New York , 1992 . L. Lipsky, Queueing Theory: A Linear Algebraic Approach, MacMillan and Company, New York, 1992.
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Distribution of the Number of Retransmissions of Bounded Documents
Jelenković, P. R., & Skiani, E. D. (2015) · Advances in Applied Probability · doi:10.1239/aap/1435236982 · Cited by 7
“This model was first introduced in [6] in a different application context.”
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Metadata
- Authors
- Fiorini, P. M., Sheahan, R., & Lipsky, L.
- Affiliations
- University of Southern Maine (US)
- University of Connecticut (US)
- Venue
- ACM SIGMETRICS Performance Evaluation Review
- Published
- 2005-09
- Volume
- 33
- Issue
- 2
- Pages
- 15-17
- ISSN
- 0163-5999 (ISSN-L)
- OpenAlex
- W1994216358
- Cited by
- 24
- References
- 0
- Citations by year
- 2024: 1 · 2015: 4 · 2014: 2 · 2013: 5 · 2012: 3
- FWCI
- 2.00
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- ACM SIGMETRICS Performance Evaluation Review (publishedVersion)
- Topics
- Physical Sciences › Computer Science › Computer Networks and Communications › Distributed systems and fault tolerance
- Physical Sciences › Engineering › Safety, Risk, Reliability and Quality › Reliability and Maintenance Optimization
- Social Sciences › Decision Sciences › Management Science and Operations Research › Advanced Queuing Theory Analysis
- Keywords
- heavy-tailed distributions, dependability, system stability, processor failures, performance evaluation
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