Shielding Wireless Sensor Network Using Markovian IDS
碩士 === 國立中興大學 === 資訊科學與工程學系所 === 97 === Wireless sensor node is congenitally limited by its insufficient resources of hardware such as memory size and battery duration; these factors not only affect the lifespan of wireless sensor network but also impose great challenges on adding security mechanism...
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ndltd-TW-097NCHU53940292016-04-29T04:19:43Z http://ndltd.ncl.edu.tw/handle/48928649467113044110 Shielding Wireless Sensor Network Using Markovian IDS 以MarkovianIDS提升無線感測網路的防禦能力 Kuen-Tzung Chen 陳坤宗 碩士 國立中興大學 資訊科學與工程學系所 97 Wireless sensor node is congenitally limited by its insufficient resources of hardware such as memory size and battery duration; these factors not only affect the lifespan of wireless sensor network but also impose great challenges on adding security mechanism on sensor nodes. However, protecting sensor nodes from malicious attacks becomes more and more important as the applications of wireless sensor networks increase rapidly. In this thesis, we propose a new intrusion detection system (IDS) called Markovian IDS for protecting sensor nodes from malicious attacks. Markovian IDS incorporates game theory with anomaly detection and misuse detection for finding the best defense strategy of sensor nodes, and it employs Markov Decision Process (MDP) to predict attack patterns and then take appropriate defense strategies. Experimental results show that the proposed Markovian IDS has better successful defense rate compared to game theory only or MDP only methods. 廖宜恩 2009 學位論文 ; thesis 51 zh-TW |
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碩士 === 國立中興大學 === 資訊科學與工程學系所 === 97 === Wireless sensor node is congenitally limited by its insufficient resources of hardware such as memory size and battery duration; these factors not only affect the lifespan of wireless sensor network but also impose great challenges on adding security mechanism on sensor nodes. However, protecting sensor nodes from malicious attacks becomes more and more important as the applications of wireless sensor networks increase rapidly.
In this thesis, we propose a new intrusion detection system (IDS) called Markovian IDS for protecting sensor nodes from malicious attacks. Markovian IDS incorporates game theory with anomaly detection and misuse detection for finding the best defense strategy of sensor nodes, and it employs Markov Decision Process (MDP) to predict attack patterns and then take appropriate defense strategies. Experimental results show that the proposed Markovian IDS has better successful defense rate compared to game theory only or MDP only methods.
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廖宜恩 |
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廖宜恩 Kuen-Tzung Chen 陳坤宗 |
author |
Kuen-Tzung Chen 陳坤宗 |
spellingShingle |
Kuen-Tzung Chen 陳坤宗 Shielding Wireless Sensor Network Using Markovian IDS |
author_sort |
Kuen-Tzung Chen |
title |
Shielding Wireless Sensor Network Using Markovian IDS |
title_short |
Shielding Wireless Sensor Network Using Markovian IDS |
title_full |
Shielding Wireless Sensor Network Using Markovian IDS |
title_fullStr |
Shielding Wireless Sensor Network Using Markovian IDS |
title_full_unstemmed |
Shielding Wireless Sensor Network Using Markovian IDS |
title_sort |
shielding wireless sensor network using markovian ids |
publishDate |
2009 |
url |
http://ndltd.ncl.edu.tw/handle/48928649467113044110 |
work_keys_str_mv |
AT kuentzungchen shieldingwirelesssensornetworkusingmarkovianids AT chénkūnzōng shieldingwirelesssensornetworkusingmarkovianids AT kuentzungchen yǐmarkovianidstíshēngwúxiàngǎncèwǎnglùdefángyùnénglì AT chénkūnzōng yǐmarkovianidstíshēngwúxiàngǎncèwǎnglùdefángyùnénglì |
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1718252015120809984 |