基于层次关系和关联度的Tile数据缓存替换策略

Xing Chen, Feixiang Chen, Jiaxing Liu
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引用次数: 0

摘要

针对瓦片空间数据传输中存在的服务器和网络压力过大、瓦片响应时间过长的问题,提出了一种名为关联瓦片价值评估的数据缓存预置方法。该方法将分层块和相邻块之间的相关性结合起来,定义块的值。在此基础上,将瓦片值和缓存空间抽象为0/1背包问题,并采用蚁群算法求解。实验结果表明,该方法在贴图命中率和字节命中率上都有显著提高,特别是在缓存容量较小的情况下,缓存命中率明显高于其他算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Tile Data Cache Replacement Policy Based on Hierarchical Relationship and Correlation Degree
To solve the problems that server and network pressure is too large and tile response time is too long in tile spatial data transmission, a data cache preplacement method named Value Evaluation of Associated Tiles was put forward in this paper. This method combined the tiles of hierarchy and the correlation between adjacent tiles, and the value of tiles was defined. On the basis of this method, the tile value and cache space were abstracted as 0/1 knapsack problem, and solved by ant colony algorithm. Experimental results showed that this method was significantly improved in tile hit rate and byte hit rate, especially in the small cache capacity, the cache hit rate was significantly higher than other algorithms.
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