CAMP: A New Bitmap Index for Data Retrieval in Traffic Archivaln

被引:3
|
作者
Wu, Yinjun [1 ]
Chen, Zhen [2 ]
Cao, Junwei [3 ]
Li, Haoxun [4 ]
Li, Chenxing [5 ]
Wang, Yijie [6 ]
Zheng, Wenxun [1 ]
Chang, Jiahui [7 ]
Zhou, Jing [8 ]
Hu, Ziwei [8 ]
Guo, Jinghong [8 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
[2] Tsinghua Univ, iCtr, Beijing 100084, Peoples R China
[3] Tsinghua Univ, Res Inst Informat Technol, Tsinghua Natl Lab Informat Sci & Technol, Beijing 100084, Peoples R China
[4] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
[5] Tsinghua Univ, Inst Interdisciplinary Informat Sci, Beijing 100084, Peoples R China
[6] Tsinghua Univ, Dept Hydraul Engn, Beijing 100084, Peoples R China
[7] Tsinghua Univ, Dept Aerosp Engn, Beijing 100084, Peoples R China
[8] Global Energy Internet Res Inst, Beijing 102209, Peoples R China
基金
中国国家自然科学基金;
关键词
Bitmap index; big data; CAMP; compression; query; traffic archival; COMPRESSION;
D O I
10.1109/LCOMM.2016.2551719
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Traffic archival, an indispensable task for network analysis, has suffered from a huge amount of data. These rapid growing data can exceed storage capacity and thwart real-time analysis. In order to take insight from Internet traffic, bitmap indexing is applied in this field. However, raw bitmap indexes can consume more space and longer delay for loading larger indexes into memory. This leads to the invention of various bitmap index compression algorithms to save storage and ensure query efficiency. This paper proposes a new algorithm called common affix merging with partition. By merging common affixes in a bit sequence, it saves more storage and conducts at least one order of magnitude faster bitwise operations when compared with ROARING, WAH, CONCISE, and COMPAX. In practice, besides bitwise operations, a query should also contain the operations of loading index files into memory. The experimental results demonstrate that the speedup is still considerable even taking loading time into consideration.
引用
收藏
页码:1128 / 1131
页数:4
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