Title :
A Pattern-Matching Scheme With High Throughput Performance and Low Memory Requirement
Author :
Tsern-Huei Lee ; Nai-Lun Huang
Author_Institution :
Inst. of Commun. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
Pattern-matching techniques have recently been applied to network security applications such as intrusion detection, virus protection, and spam filters. The widely used Aho-Corasick (AC) algorithm can simultaneously match multiple patterns while providing a worst-case performance guarantee. However, as transmission technologies improve, the AC algorithm cannot keep up with transmission speeds in high-speed networks. Moreover, it may require a huge amount of space to store a two-dimensional state transition table when the total length of patterns is large. In this paper, we present a pattern-matching architecture consisting of a stateful pre-filter and an AC-based verification engine. The stateful pre-filter is optimal in the sense that it is equivalent to utilizing all previous query results. In addition, the filter can be easily realized with bitmaps and simple bitwise-AND and shift operations. The size of the two-dimensional state transition table in our proposed architecture is proportional to the number of patterns, as opposed to the total length of patterns in previous designs. Our proposed architecture achieves a significant improvement in both throughput performance and memory usage.
Keywords :
pattern matching; query processing; security of data; storage management; AC-based verification engine; Aho-Corasick algorithm; high throughput performance; information retrieval; intrusion detection; low memory requirement; network security applications; pattern-matching scheme; shift operations; spam filters; stateful pre-filter; text editing; two-dimensional state transition table; virus protection; Algorithm design and analysis; Data structures; Engines; IEEE transactions; Memory management; Pattern matching; Throughput; Aho–Corasick (AC) algorithm; Bloom filter; deep packet inspection; pattern matching;
Journal_Title :
Networking, IEEE/ACM Transactions on
DOI :
10.1109/TNET.2012.2224881