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IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Article . 2010 . Peer-reviewed
License: IEEE Copyright
Data sources: Crossref
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Improving FPGA Placement With Dynamically Adaptive Stochastic Tunneling

Authors: Mingjie Lin; John Wawrzynek;

Improving FPGA Placement With Dynamically Adaptive Stochastic Tunneling

Abstract

This paper develops a dynamically adaptive stochastic tunneling (DAST) algorithm to avoid the “freezing” problem commonly found when using simulated annealing for circuit placement on field-programmable gate arrays (FPGAs). The main objective is to reduce the placement runtime and improve the quality of final placement. We achieve this by allowing the DAST placer to tunnel energetically inaccessible regions of the potential solution space, adjusting the stochastic tunneling schedule adaptively by performing detrended fluctuation analysis, and selecting move types dynamically by a multi-modal scheme based on Gibbs sampling. A prototype annealing-based placer, called DAST, was developed as part of this paper. It targets the same computer-aided design flow as the standard versatile placement and routing (VPR) but replaces its original annealer with the DAST algorithm. Our experimental results using the benchmark suite and FPGA architecture file which comes with the Toronto VPR5 software package have shown a 18.3% reduction in runtime and a 7.2% improvement in critical-path delay over that of conventional VPR.

Country
United States
Keywords

ARCHITECTURE, POTENTIAL-ENERGY LANDSCAPES, Hardware & Architecture, stochastic tunneling, placement, Engineering, Computer Science, Electrical & Electronic, Interdisciplinary Applications, simulated annealing, MINIMIZATION, OPTIMIZATION, Field-programmable gate array (FPGA)

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
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11
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