数字地球中影像数据的Zipf-like访问分布及应用分析

Zipf-like Distribution and Its Application to Image Data Tile Request in Digital Earth

  • 摘要: 在数字地球GlobeSIGht系统中,统计分析不同采集时间尺度的4个系统日志,得出了影像数据瓦片请求均符合幂律分布中的Zipf-like分布的结论。该结论有助于数字地球系统在诸如影像数据存储分布和缓存等方面的性能优化设计和分析。

     

    Abstract: Network geography information systems,such as digital Earth,are getting more popular and offering geography navigation services for data requests of large-scale and high intensity.Hotmap is designed for Microsoft Virtual Earth by Microsoft Research to analyze the access distribution of spatial data.For the first time,Hotmap understands the request distribution of image data as power-law.However,Hotmap does not characterize the details.Through statistical analysis of four GlobeSIGht server logs with different granularity of times,the Zipf-like distribution(one of power-law)for image tile requests is found.Image data has a heavy skewed access,which means hotspot data exist and 20%(5%)of tiles pull nearly 80%(50%)requests.This finding helps the design and optimization of digital Earth system,for example,in aspects of image data storage declusting and distributed cache.

     

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