A graphics processing unit based network intrusion detection system with bloom filter pattern matching algorithm
Network Intrusion Detection System (NIDS) is a network security system designed and built to detect malicious packets by monitoring the incoming and outgoing network packets. The computer network speed has now reached Gigabit per second (Gbps) due to rapid development of network hardware technologie...
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| Format: | Thesis |
| Language: | English |
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2015
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| Online Access: | http://eprints.utm.my/48887/25/OngWenJianMFKE2015.pdf |
| _version_ | 1796859406944567296 |
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| author | Ong, Wen Jian |
| author_facet | Ong, Wen Jian |
| author_sort | Ong, Wen Jian |
| collection | ePrints |
| description | Network Intrusion Detection System (NIDS) is a network security system designed and built to detect malicious packets by monitoring the incoming and outgoing network packets. The computer network speed has now reached Gigabit per second (Gbps) due to rapid development of network hardware technologies. This project proposes a Graphics Processing Unit (GPU) based NIDS with Bloom Filter pattern matching algorithm. Bloom Filter is a set of data structures to determine if a given piece of data belongs to a set and it is widely used for the pattern matching applications. The system developed is able to support network packets with TCP, UDP and ICMP protocols. The developed system is simulated with Snort NIDS ruleset version 2.9. Experimental results indicate that the throughput achieved is 3.6 Gbps with a false positive probability of 3.04 x 10-8. |
| first_indexed | 2024-03-05T19:26:42Z |
| format | Thesis |
| id | utm.eprints-48887 |
| institution | Universiti Teknologi Malaysia - ePrints |
| language | English |
| last_indexed | 2024-03-05T19:26:42Z |
| publishDate | 2015 |
| record_format | dspace |
| spelling | utm.eprints-488872020-07-05T03:53:31Z http://eprints.utm.my/48887/ A graphics processing unit based network intrusion detection system with bloom filter pattern matching algorithm Ong, Wen Jian TK7885-7895 Computer engineer. Computer hardware Network Intrusion Detection System (NIDS) is a network security system designed and built to detect malicious packets by monitoring the incoming and outgoing network packets. The computer network speed has now reached Gigabit per second (Gbps) due to rapid development of network hardware technologies. This project proposes a Graphics Processing Unit (GPU) based NIDS with Bloom Filter pattern matching algorithm. Bloom Filter is a set of data structures to determine if a given piece of data belongs to a set and it is widely used for the pattern matching applications. The system developed is able to support network packets with TCP, UDP and ICMP protocols. The developed system is simulated with Snort NIDS ruleset version 2.9. Experimental results indicate that the throughput achieved is 3.6 Gbps with a false positive probability of 3.04 x 10-8. 2015-01 Thesis NonPeerReviewed application/pdf en http://eprints.utm.my/48887/25/OngWenJianMFKE2015.pdf Ong, Wen Jian (2015) A graphics processing unit based network intrusion detection system with bloom filter pattern matching algorithm. Masters thesis, Universiti Teknologi Malaysia, Faculty of Electrical Engineering. http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:86752 |
| spellingShingle | TK7885-7895 Computer engineer. Computer hardware Ong, Wen Jian A graphics processing unit based network intrusion detection system with bloom filter pattern matching algorithm |
| title | A graphics processing unit based network intrusion detection system with bloom filter pattern matching algorithm |
| title_full | A graphics processing unit based network intrusion detection system with bloom filter pattern matching algorithm |
| title_fullStr | A graphics processing unit based network intrusion detection system with bloom filter pattern matching algorithm |
| title_full_unstemmed | A graphics processing unit based network intrusion detection system with bloom filter pattern matching algorithm |
| title_short | A graphics processing unit based network intrusion detection system with bloom filter pattern matching algorithm |
| title_sort | graphics processing unit based network intrusion detection system with bloom filter pattern matching algorithm |
| topic | TK7885-7895 Computer engineer. Computer hardware |
| url | http://eprints.utm.my/48887/25/OngWenJianMFKE2015.pdf |
| work_keys_str_mv | AT ongwenjian agraphicsprocessingunitbasednetworkintrusiondetectionsystemwithbloomfilterpatternmatchingalgorithm AT ongwenjian graphicsprocessingunitbasednetworkintrusiondetectionsystemwithbloomfilterpatternmatchingalgorithm |