TY - GEN
T1 - A lightweight IDS based on j48 algorithm for detecting DoS attacks on IoT middleware
AU - Bakhtiar, Fariz Andri
AU - Pramukantoro, Eko Sakti
AU - Nihri, Hilman
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/3
Y1 - 2019/3
N2 - Internet of Things (IoT) is starting to be broadly used in healthcare. The IoT in health comprises health sensors which need to get their data into the cloud through middleware acting as a gateway. Health sensor devices are having issues pertaining interoperability, hence a middleware is needed to resolve them. However, there are Denial of Service (DoS) threats impending the IoT middleware, which can be problems for its availability. Due to DoS attacks, sensors' data would not be able to reach the middleware. An Intrusion Detection System (IDS) can be addressed as a solution for the attack. Since the IoT middleware is resource constrained, an IDS with lightweight algorithm is needed as solution. J48 machine learning algorithm is tested as reliable for use in constrained devices, so at this study we equipped the middleware using a lightweight IDS based on J48 algorithm to overcome the DoS menace. The test results said that the IDS could capture 75% of network packets. It had been 100% successful in detecting the intrusion, though.
AB - Internet of Things (IoT) is starting to be broadly used in healthcare. The IoT in health comprises health sensors which need to get their data into the cloud through middleware acting as a gateway. Health sensor devices are having issues pertaining interoperability, hence a middleware is needed to resolve them. However, there are Denial of Service (DoS) threats impending the IoT middleware, which can be problems for its availability. Due to DoS attacks, sensors' data would not be able to reach the middleware. An Intrusion Detection System (IDS) can be addressed as a solution for the attack. Since the IoT middleware is resource constrained, an IDS with lightweight algorithm is needed as solution. J48 machine learning algorithm is tested as reliable for use in constrained devices, so at this study we equipped the middleware using a lightweight IDS based on J48 algorithm to overcome the DoS menace. The test results said that the IDS could capture 75% of network packets. It had been 100% successful in detecting the intrusion, though.
KW - Denial of Service
KW - Internet of Things
KW - Intrusion Detection System
KW - J48 Algorithm
KW - Middleware
UR - https://www.scopus.com/pages/publications/85074895084
U2 - 10.1109/LifeTech.2019.8884057
DO - 10.1109/LifeTech.2019.8884057
M3 - Conference contribution
AN - SCOPUS:85074895084
T3 - 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019
SP - 41
EP - 42
BT - 2019 IEEE 1st Global Conference on Life Sciences and Technologies, LifeTech 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 1st IEEE Global Conference on Life Sciences and Technologies, LifeTech 2019
Y2 - 12 March 2019 through 14 March 2019
ER -