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Smart homes are increasingly populated with heterogeneous Internet of Things (IoT) devices that interact continuously with users and the environment. This diversity introduces critical challenges in device identification, authentication,…

密码学与安全 · 计算机科学 2025-10-14 Eduardo Baena , Han Yang , Dimitrios Koutsonikolas , Israat Haque

Interaction between devices, people, and the Internet has given birth to a new digital communication model, the Internet of Things (IoT). The seamless network of these smart devices is the core of this IoT model. However, on the other hand,…

密码学与安全 · 计算机科学 2022-02-10 Muhammad Asam , Saddam Hussain Khan , Tauseef Jamal , Asifullah Khan

The Industrial Internet of Things (IIoT) is a transformative paradigm that integrates smart sensors, advanced analytics, and robust connectivity within industrial processes, enabling real-time data-driven decision-making and enhancing…

密码学与安全 · 计算机科学 2024-07-17 Erfan Ghiasvand , Suprio Ray , Shahrear Iqbal , Sajjad Dadkhah , Ali A. Ghorbani

IoT devices are increasingly utilized in critical infrastructure, enterprises, and households. There are several sophisticated cyber-attacks that have been reported and many networks have proven vulnerable to both active and passive attacks…

密码学与安全 · 计算机科学 2020-08-24 Ayyoob Hamza , Hassan Habibi Gharakheili , Vijay Sivaraman

Malware detection in IoT environments necessitates robust methodologies. This study introduces a CNN-LSTM hybrid model for IoT malware identification and evaluates its performance against established methods. Leveraging K-fold…

密码学与安全 · 计算机科学 2024-02-06 Ali Mehrban , Pegah Ahadian

Security is one of the fundamental challenges in the Internet of Things (IoT) due to the heterogeneity and resource constraints of the IoT devices. Device classification methods are employed to enhance the security of IoT by detecting…

密码学与安全 · 计算机科学 2019-03-15 Ali Dorri , Clemence Roulin , Raja Jurdak , Salil Kanhere

Software-defined networking (SDN) was devised to simplify network management and automate infrastructure sharing in wired networks. These benefits motivated the application of SDN in wireless sensor networks to leverage solutions for…

密码学与安全 · 计算机科学 2021-03-03 Gustavo A. Nunez Segura , Arsenia Chorti , Cintia Borges Margi

Internet of Things (IoT) sensor data or readings evince variations in timestamp range, sampling frequency, geographical location, unit of measurement, etc. Such presented sequence data heterogeneity makes it difficult for traditional time…

With the widespread of Artificial Intelligence (AI)- enabled security applications, there is a need for collecting heterogeneous and scalable data sources for effectively evaluating the performances of security applications. This paper…

密码学与安全 · 计算机科学 2020-10-19 Nour Moustafa , Mohiuddin Ahmed , Sherif Ahmed

Cyber attacks pose crucial threats to computer system security, and put digital treasuries at excessive risks. This leads to an urgent call for an effective intrusion detection system that can identify the intrusion attacks with high…

密码学与安全 · 计算机科学 2021-03-18 Boxiang Dong , Hui , Wang , Aparna S. Varde , Dawei Li , Bharath K. Samanthula , Weifeng Sun , Liang Zhao

The Internet of Things (IoT) is an extension of the traditional Internet, which allows a very large number of smart devices, such as home appliances, network cameras, sensors and controllers to connect to one another to share information…

密码学与安全 · 计算机科学 2018-02-13 Jiawei Su , Danilo Vasconcellos Vargas , Sanjiva Prasad , Daniele Sgandurra , Yaokai Feng , Kouichi Sakurai

Internet of Things (IoT) defines a network of devices connected to the internet and sharing a massive amount of data between each other and a central location. These IoT devices are connected to a network therefore prone to attacks. Various…

网络与互联网体系结构 · 计算机科学 2021-11-16 Muhammad Basit Umair , Zeshan Iqbal , Muhammad Bilal , Tarik Adnan Almohamad , Jamel Nebhen , Raja Majid Mehmood

As the number of cyberattacks and their particualr nature escalate, the need for effective intrusion detection systems (IDS) has become indispensable for ensuring the security of contemporary networks. Adaptive and more sophisticated…

密码学与安全 · 计算机科学 2025-05-12 Soham Chatterjee , Satvik Chaudhary , Aswani Kumar Cherukuri

As the Internet of Things (IoT) continues to expand, ensuring the security of connected devices has become increasingly critical. Traditional Intrusion Detection Systems (IDS) often fall short in managing the dynamic and large-scale nature…

密码学与安全 · 计算机科学 2025-04-11 Saeid Jamshidi , Amin Nikanjam , Nafi Kawser Wazed , Foutse Khomh

We introduce CheckNet, a method for secure inference with deep neural networks on untrusted devices. CheckNet is like a checksum for neural network inference: it verifies the integrity of the inference computation performed by untrusted…

机器学习 · 计算机科学 2019-06-18 Marcus Comiter , Surat Teerapittayanon , H. T. Kung

Intrusion Detection Systems (IDSs) are integral to safeguarding networks by detecting and responding to threats from malicious traffic or compromised devices. However, standalone IDS deployments often fall short when addressing the…

密码学与安全 · 计算机科学 2025-04-24 Tom Davies , Max Hashem Eiza , Nathan Shone , Rob Lyon

The rapid expansion of the Internet of Things (IoT) and Wireless Sensor Networks (WSNs) has significantly increased the attack surface of such systems, making them vulnerable to a wide range of cyber threats. Traditional Intrusion Detection…

密码学与安全 · 计算机科学 2025-09-05 Hamid Barati

Convolutional neural network (CNN) offers significant accuracy in image detection. To implement image detection using CNN in the internet of things (IoT) devices, a streaming hardware accelerator is proposed. The proposed accelerator…

计算机视觉与模式识别 · 计算机科学 2017-07-12 Li Du , Yuan Du , Yilei Li , Mau-Chung Frank Chang

Intrusion detection systems (IDSs) play a critical role in protecting billions of IoT devices from malicious attacks. However, the IDSs for IoT devices face inherent challenges of IoT systems, including the heterogeneity of IoT…

机器学习 · 计算机科学 2023-12-06 Phai Vu Dinh , Quang Uy Nguyen , Dinh Thai Hoang , Diep N. Nguyen , Son Pham Bao , Eryk Dutkiewicz

With the rise in the number of IoT devices and its users, security in IoT has become a big concern to ensure the protection from harmful security attacks. In the recent years, different variants of DDoS attacks have been on the rise in IoT…

密码学与安全 · 计算机科学 2024-08-21 P Modi
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