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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Lide Duan Ying Zhang Bin Li Lu Peng |
| Copyright Year | 2011 |
| Description | Author affiliation: Department of Electrical and Computer Engineering, Louisiana State University, Baton Rouge, LA 70803 (Lide Duan; Ying Zhang; Lu Peng) || Department of Experimental Statistics, Louisiana State University, Baton Rouge, LA 70803 (Bin Li) |
| Abstract | High-performance processors suffer from soft error vulnerability due to the increasing on-chip transistor density, shrinking processor feature size, lower threshold voltage, etc. In this paper, we propose to use a rule search strategy, i.e. Patient Rule Induction Method (PRIM), to optimize processor soft error robustness. By exploring a huge microarchitectural design space on the Architectural Vulnerability Factor (AVF), we are capable of generating a set of selective rules on key design parameters. Applying these rules at early design stage effectively identifies the configurations that are inherently reliable to soft errors. Furthermore, we propose a generic approach capable of generating a set of “universal” rules that achieves the optimization of the output variable for different programs in execution. The effectiveness of the universal rule set is validated on programs that are not used in training. This cross-program capability is very useful in the era of multi-threading. Finally, the proposed scheme is extended to multiprocessors where multiple design metrics including reliability, performance and power are balanced. Our proposed methodology is able to generate quantitative and universal solutions for both uniprocessors and multiprocessors. |
| Starting Page | 247 |
| Ending Page | 256 |
| File Size | 569312 |
| Page Count | 10 |
| File Format | |
| ISBN | 9781612843674 |
| e-ISBN | 9781612843681 |
| DOI | 10.1109/ISPASS.2011.5762741 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2011-04-10 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Program processors Benchmark testing Registers Reliability engineering Training Input variables multi-objective optimization soft error architectural vulnerability factor cross-program design parameter selection |
| Content Type | Text |
| Resource Type | Article |
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