A holistic IoT device classification approach through spatial & temporal behaviors modelling
Sign Up to like & getrecommendations! Published in 2022 at "Telecommunication Systems"
DOI: 10.1007/s11235-021-00867-x
Abstract: Traffic management is becoming increasingly complex due to the increasing diversity of IoT platforms and protocols supported by heterogeneous devices. Recently, device fingerprinting techniques for automatic device recognition leveraging on domain knowledge in TCP/IP and… read more here.
Keywords: iot device; iot; traffic; classification ... See more keywords
A Novel Energy-conscious Access Point (eAP) System with Cross-layer Design in Wi-Fi Networks for Reliable IoT Services
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3181304
Abstract: This paper proposes a novel energy-conscious access point (eAP) system with cross-layer design to increase the energy efficiency of IoT devices in IEEE 802.11 Wi-Fi networks for reliable IoT services. The proposed eAP system controls… read more here.
Keywords: system; iot device; energy; eap system ... See more keywords
Timely Status Update in Internet of Things Monitoring Systems: An Age-Energy Tradeoff
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2019.2900528
Abstract: We consider an Internet of Things (IoT) monitoring system, in which an IoT device monitors a physical process and transmits randomly generated status updates to its associated access point (AP) as timely as possible. The… read more here.
Keywords: status; iot device; status update; internet things ... See more keywords
Adversarial Attacks Against IoT Identification Systems
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3229906
Abstract: While machine learning (ML)-based solutions for Internet of Things (IoT) device identification are effective in identifying IoT devices connected to the network, they may be vulnerable to adversarial attacks. Conventional approaches for crafting adversarial attacks… read more here.
Keywords: adversarial attacks; device identification; identification; iot identification ... See more keywords
An Effective Machine Learning Based Algorithm for Inferring User Activities From IoT Device Events
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Journal on Selected Areas in Communications"
DOI: 10.1109/jsac.2022.3191123
Abstract: The rapid and ubiquitous deployment of Internet of Things (IoT) in smart homes has created unprecedented opportunities to automatically extract environmental knowledge, awareness, and intelligence. Many existing studies have adopted either machine learning approaches or… read more here.
Keywords: iot device; machine learning; device; inferring user ... See more keywords
IoT vs. Human: A Comparison of Mobility
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Mobile Computing"
DOI: 10.1109/tmc.2020.3019988
Abstract: Internet of Thing (IoT) devices are rapidly becoming an indispensable part of our life with their increasing deployment in many promising areas, including tele-health, smart city, intelligent agriculture. Understanding the mobility of IoT devices is… read more here.
Keywords: mobility iot; iot device; iot devices; mobility ... See more keywords
GraphIoT: Lightweight IoT Device Detection Based on Graph Classifiers and Incremental Learning
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Services Computing"
DOI: 10.1109/tsc.2024.3466854
Abstract: The rapid expansion of the Internet of Things (IoT) has led to growing concerns about the security of IoT devices. A crucial aspect of ensuring their security is IoT device identification, which involves pinpointing the… read more here.
Keywords: device; graph; device detection; iot device ... See more keywords
Explainable Artificial Intelligence-Based IoT Device Malware Detection Mechanism Using Image Visualization and Fine-Tuned CNN-Based Transfer Learning Model
Sign Up to like & getrecommendations! Published in 2022 at "Computational Intelligence and Neuroscience"
DOI: 10.1155/2022/7671967
Abstract: Automated malware detection is a prominent issue in the world of network security because of the rising number and complexity of malware threats. It is time-consuming and resource intensive to manually analyze all malware files… read more here.
Keywords: malware detection; malware; detection; iot device ... See more keywords
Improved temporal IoT device identification using robust statistical features
Sign Up to like & getrecommendations! Published in 2024 at "PeerJ Computer Science"
DOI: 10.7717/peerj-cs.2145
Abstract: The Internet of Things (IoT) is becoming more prevalent in our daily lives. A recent industry report projected the global IoT market to be worth more than USD 4 trillion by 2032. To cope with… read more here.
Keywords: feature set; network; iot device; iot ... See more keywords