TY - JOUR
T1 - 3-D Stochastic Geometry-Based Modeling and Performance Analysis of Efficient Security Enhancement Scheme for IoT Systems
AU - Chamkhia, Hela
AU - Erbad, Aiman
AU - Al-Ali, Abdulla Khalid
AU - Mohamed, Amr
AU - Refaey, Ahmed
AU - Guizani, Mohsen
N1 - Publisher Copyright:
© 2014 IEEE.
PY - 2022/5/1
Y1 - 2022/5/1
N2 - Internet of Things (IoT) systems are becoming core building blocks for different services and applications supporting every day's life. The heterogeneous nature of IoT devices and the complex use scenarios make it hard to build secure and private IoT systems. Physical-layer security (PLS) can lead to efficient solutions reducing the impact of the increasing security threats. In this work, we propose a new PLS-based IoT transmission scheme that offers a highly secured transmission probability, low-computational complexity, and reduced power consumption. We utilize 3-D stochastic geometry to model a more realistic IoT system and test our proposed scheme in different practical scenarios, where sensors, access points (APs), and eavesdroppers are randomly located in 3-D space. We focus on the system performance, in terms of secrecy outage probability (SOP) and secured successful transmission probability (SSTP), using tight closed-form expressions. An optimization problem is developed to deduce the optimal sensors' transmit power, the APs' density, and the maximum number of transmission tentative, when maximizing the SSTP. The proposed scheme outperforms the baseline retransmission scheme, in terms of SOP and SSTP based on analytical and simulation results.
AB - Internet of Things (IoT) systems are becoming core building blocks for different services and applications supporting every day's life. The heterogeneous nature of IoT devices and the complex use scenarios make it hard to build secure and private IoT systems. Physical-layer security (PLS) can lead to efficient solutions reducing the impact of the increasing security threats. In this work, we propose a new PLS-based IoT transmission scheme that offers a highly secured transmission probability, low-computational complexity, and reduced power consumption. We utilize 3-D stochastic geometry to model a more realistic IoT system and test our proposed scheme in different practical scenarios, where sensors, access points (APs), and eavesdroppers are randomly located in 3-D space. We focus on the system performance, in terms of secrecy outage probability (SOP) and secured successful transmission probability (SSTP), using tight closed-form expressions. An optimization problem is developed to deduce the optimal sensors' transmit power, the APs' density, and the maximum number of transmission tentative, when maximizing the SSTP. The proposed scheme outperforms the baseline retransmission scheme, in terms of SOP and SSTP based on analytical and simulation results.
KW - Analytical models
KW - Geometry
KW - Internet of Things
KW - Internet of Things (IoT)
KW - Jamming
KW - Security
KW - Solid modeling
KW - Stochastic geometry
KW - Stochastic processes
KW - physical-layer security (PLS)
UR - http://www.scopus.com/inward/record.url?scp=85115162372&partnerID=8YFLogxK
U2 - 10.1109/JIOT.2021.3112883
DO - 10.1109/JIOT.2021.3112883
M3 - Article
AN - SCOPUS:85115162372
SN - 2327-4662
VL - 9
SP - 6663
EP - 6677
JO - IEEE Internet of Things Journal
JF - IEEE Internet of Things Journal
IS - 9
ER -