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Surface Spline Interpolation Method for Thermal Reconstruction with Limited Sensor Data of Non-Uniform Placements
  • ISSN号:1009-8054
  • 期刊名称:《信息安全与通信保密》
  • 时间:0
  • 分类:TN433[电子电信—微电子学与固体电子学]
  • 作者机构:[1]Key Laboratory of Ministry of Education of Design and Electromagnetic Compatibility" of High" Speed Electronic Systems, Shanghai Jiaotong University, Shanghai 200240, China
  • 相关基金:the National Basic Research Program (973) of China (No. 2009CB320206) and the National Natural Science Foundation of China (No. 60821062)
中文摘要:

With the characteristic size reducing as well as the power densities exponentially increasing, elevated chip temperatures are true limiters to the performance and reliability of integrated circuits. To address these thermal issues, it is essential to use a set of on-chip thermal sensors to monitor temperatures during operation.These temperature sampling results are then used by thermal management techniques to appropriately manage chip performance. In this paper, we propose a surface spline interpolation method to reconstruct the full thermal characterization of integrated circuits with non-uniform thermal sensor placements. We construct the thermal surface function using the mathematical tool of surface spline with the matrix calculation of the non-uniform sample data. Then, we take the coordinates of the points at grid locations into the surface function to get its temperature value so that we can reconstruct the full thermal signals. To evaluate the effiectiveness of our method,we develop an experiment for reconstructing full thermal status of a 16-core processor. Experimental results show that our method outperforms the inverse distance weighting method based on dynamic Voronoi diagram and spectral analysis techniques both in the average absolute error metric and the hot spot absolute error metric with short enough runtime to meet the real-time process demand. Besides, our method still has the advantages such as its mathematical simplicity with no need of pre-process.

英文摘要:

With the characteristic size reducing as well as the power densities exponentially increasing, elevated chip temperatures are true limiters to the performance and reliability of integrated circuits. To address these thermal issues, it is essential to use a set of on-chip thermal sensors to monitor temperatures during operation. These temperature sampling results are then used by thermal management techniques to appropriately manage chip performance. In this paper, we propose a surface spline interpolation method to reconstruct the full thermal characterization of integrated circuits with non-uniform thermal sensor placements. We construct the thermal surface function using the mathematical tool of surface spline with the matrix calculation of the non-uniform sample data. Then, we take the coordinates of the points at grid locations into the surface function to get its temperature value so that we can reconstruct the full thermal signals. To evaluate the effectiveness of our method, we develop an experiment for reconstructing full thermal status of a 16-core processor. Experimental results show that our method outperforms the inverse distance weighting method based on dynamic Voronoi diagram and spectral analysis techniques both in the average absolute error metric and the hot spot absolute error metric with short enough runtime to meet the real-time process demand. Besides, our method still has the advantages such as its mathematical simplicity with no need of prehprocess.

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期刊信息
  • 《信息安全与通信保密》
  • 主管单位:中国电子科技集团公司
  • 主办单位:中国电子第三十研究所
  • 主编:惠志斌 鲁传颖
  • 地址:四川成都市高新区创业路8号
  • 邮编:610041
  • 邮箱:
  • 电话:028-88203306 85169935
  • 国际标准刊号:ISSN:1009-8054
  • 国内统一刊号:ISSN:51-1608/TN
  • 邮发代号:62-208
  • 获奖情况:
  • 国内外数据库收录:
  • 被引量:7388