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Content Provider | ACM Digital Library |
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Author | Thomas, Donald E. Hartman, Adam S. Meyer, Brett H. |
Abstract | Temperature-aware design is emerging as a popular approach to addressing a variety of challenges, including system lifetime. In the case of task mapping, temperature-aware approaches indeed improve lifetime due to lifetime's strong dependence on tempera-ture. However, temperature-aware design neglects several impor-tant factors that also influence lifetime: (a) physical parameters such as supply voltage and current density, as well as (b) application and architecture characteristics that affect what failures are survivable. Only lifetime-aware task mapping can expose the relationship between physical parameters, component failure, and system lifetime, and therefore find lifetime-optimal mappings. To address this need, we have developed a new lifetime-aware task mapping technique based on ant colony optimization (ACO). Our technique produces task mappings resulting in lifetimes within 17.9% of the observed optimal results on average, outperforming a lifetime-agnostic task mapping approach by an average of 32.3%. We also observed that the lifetimes resulting from task mappings within 1% of the best maximum system temperature vary by an average of 20.1% while the lifetimes resulting from task mappings within 1% of the best average system temperature vary by an average of 32.6%. Our observations lead us to conclude that one cannot depend on temperature-aware task mapping when system lifetime is a design constraint, but one may depend on lifetime-aware task mapping when one or both of lifetime and temperature are design constraints. |
Starting Page | 145 |
Ending Page | 154 |
Page Count | 10 |
File Format | |
ISBN | 9781605589053 |
DOI | 10.1145/1878961.1878987 |
Language | English |
Publisher | Association for Computing Machinery (ACM) |
Publisher Date | 2010-10-24 |
Publisher Place | New York |
Access Restriction | Subscribed |
Subject Keyword | Ant colony optimization Temperature-aware Lifetime-aware Task mapping |
Content Type | Text |
Resource Type | Article |
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