Towards a Standardized Data Framework for Threat Detection in Smart Homes
Jess Kropczynski, Sunkanmi Oluwadare, Nathan Jeffrey Elrod, Pranav Mahajan, Amir Reza Asadi, Jake Koch, Lily Edinam Botsyoe · 2024
This paper proposes a novel framework for an Internet of Things (IoT) testbed dedicated to recording data on smart home activity and facilitating the development and evaluation of AI-powered security solutions for smart infrastructure. The framework addresses the critical need for accessible and standardized threat detection data in smart spaces, promoting progress in the security of smart homes. This paper presents a framework for the creation of a standardized smart home threat detection data set repository for a controlled testbed that simulates smart home environments, equipped with IoT sensors. The proposed framework will serve as a resource for researchers and industry alike, both of whom need sensor-based data to train and test AI models.