Passive Rule-Based Approach To Detect Sinkhole Attack In 6lowpan Rpl Based Internet Of Things Networks
The aim of this thesis is to propose a Passive Rule-Based Approach named PRBA to detect sinkhole attacks in 6LoWPAN RPL-based IoT Networks, which consists of four stages to achieve four research objectives, which are: (1) Data collection and preprocessing stage that fulfills the objective to transfo...
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| Format: | Thesis |
| Language: | English |
| Published: |
2024
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| Online Access: | http://eprints.usm.my/63109/ http://eprints.usm.my/63109/1/Pages%20from%20AL%20SARAWI%20SHADI%20MUSTAFA%20SUBHI%20-%20TESIS.pdf |
| _version_ | 1848885154230042624 |
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| author | Subh, Al Sarawi Shadi Mustafa |
| author_facet | Subh, Al Sarawi Shadi Mustafa |
| author_sort | Subh, Al Sarawi Shadi Mustafa |
| building | USM Institutional Repository |
| collection | Online Access |
| description | The aim of this thesis is to propose a Passive Rule-Based Approach named PRBA to detect sinkhole attacks in 6LoWPAN RPL-based IoT Networks, which consists of four stages to achieve four research objectives, which are: (1) Data collection and preprocessing stage that fulfills the objective to transform the collected power consumption values and the captured ICMPv6 network traffic into a meaningful format; (2) Feature Selection stage that fulfills the objective to decrease the size of the features by selecting the most significant features that contribute to detecting sinkhole attacks; (3) Behavioral Indicators stage that fulfills the objective to identify abnormal behavior of sinkhole attacks using the features of the ICMPv6 and power consumption from the previous stage; and (4) Sinkhole Attack Detection stage that fulfills the objective to decide whether there is a sinkhole attack in two steps. |
| first_indexed | 2025-11-15T19:18:05Z |
| format | Thesis |
| id | usm-63109 |
| institution | Universiti Sains Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T19:18:05Z |
| publishDate | 2024 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | usm-631092025-10-28T06:39:23Z http://eprints.usm.my/63109/ Passive Rule-Based Approach To Detect Sinkhole Attack In 6lowpan Rpl Based Internet Of Things Networks Subh, Al Sarawi Shadi Mustafa T1-995 Technology(General) The aim of this thesis is to propose a Passive Rule-Based Approach named PRBA to detect sinkhole attacks in 6LoWPAN RPL-based IoT Networks, which consists of four stages to achieve four research objectives, which are: (1) Data collection and preprocessing stage that fulfills the objective to transform the collected power consumption values and the captured ICMPv6 network traffic into a meaningful format; (2) Feature Selection stage that fulfills the objective to decrease the size of the features by selecting the most significant features that contribute to detecting sinkhole attacks; (3) Behavioral Indicators stage that fulfills the objective to identify abnormal behavior of sinkhole attacks using the features of the ICMPv6 and power consumption from the previous stage; and (4) Sinkhole Attack Detection stage that fulfills the objective to decide whether there is a sinkhole attack in two steps. 2024-02 Thesis NonPeerReviewed application/pdf en http://eprints.usm.my/63109/1/Pages%20from%20AL%20SARAWI%20SHADI%20MUSTAFA%20SUBHI%20-%20TESIS.pdf Subh, Al Sarawi Shadi Mustafa (2024) Passive Rule-Based Approach To Detect Sinkhole Attack In 6lowpan Rpl Based Internet Of Things Networks. PhD thesis, Universiti Sains Malaysia. |
| spellingShingle | T1-995 Technology(General) Subh, Al Sarawi Shadi Mustafa Passive Rule-Based Approach To Detect Sinkhole Attack In 6lowpan Rpl Based Internet Of Things Networks |
| title | Passive Rule-Based Approach To Detect Sinkhole Attack In 6lowpan Rpl Based Internet Of Things Networks |
| title_full | Passive Rule-Based Approach To Detect Sinkhole Attack In 6lowpan Rpl Based Internet Of Things Networks |
| title_fullStr | Passive Rule-Based Approach To Detect Sinkhole Attack In 6lowpan Rpl Based Internet Of Things Networks |
| title_full_unstemmed | Passive Rule-Based Approach To Detect Sinkhole Attack In 6lowpan Rpl Based Internet Of Things Networks |
| title_short | Passive Rule-Based Approach To Detect Sinkhole Attack In 6lowpan Rpl Based Internet Of Things Networks |
| title_sort | passive rule-based approach to detect sinkhole attack in 6lowpan rpl based internet of things networks |
| topic | T1-995 Technology(General) |
| url | http://eprints.usm.my/63109/ http://eprints.usm.my/63109/1/Pages%20from%20AL%20SARAWI%20SHADI%20MUSTAFA%20SUBHI%20-%20TESIS.pdf |