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Smart Homes, Smarter Parenting: Implementing Context-Aware IoT Access Controls for Child Safety
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Author(s): Hitesh Rawat (University of Extremadura, Spain), George Kurian (Eastern New Mexico University, USA), Priyanka Gupta (Shri Vaishnav Vidyapeeth Vishwavidyalaya, India)and Alpesh Soni (Shri Vaishnav Vidyapeeth Vishwavidyalaya, India)
Copyright: 2026
Pages: 22
Source title:
Integrating Parental Consent and Child Engagement With Digital Protection Rules
Source Author(s)/Editor(s): Romil Rawat (LabGeoInf-Research LABoratory in GEOmatics and INFormation systems, National Research Council in Italy, Rome, Italy), Sanjaya Kumar Sarangi (Utkal University, India), A. Samson Arun Raj (Karunya Institute of Technology and Sciences, India), Janet Olivia Richmond (Karunya Institute of Technology and Sciences, India)and Purvee Bhardwaj (Rabindranath Tagore University, India)
DOI: 10.4018/979-8-3373-2716-7.ch017
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Abstract
With the rise of IoT devices in smart homes, child safety has emerged as a key issue for modern parents. This study proposes CA-SHIELD (Context-Aware Smart Home IoT Enforcement for Limiting Danger), a dynamic access control framework that adapts based on user identity, activity context, and risk level. Evaluated using the 2024 REALHome Dataset, which includes over 45,000 hours of smart home data from 20 family households, CA-SHIELD employs a hybrid approach—merging rule-based logic with LSTM-powered context recognition. The system effectively identifies unsafe access attempts with 95.2% accuracy and reduces children's risky interactions with IoT devices by 92.8%, all without disrupting daily routines. Compared to traditional role-based models, CA-SHIELD improves precision by 18.5% and overall control effectiveness by 21.3%, highlighting its potential as a robust safety layer in child-focused smart environments.
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