VISOOnto: Semantic and Context-Aware Socialization of Objects in the Social Internet of Things based on Digital Twins
Abstract
The Social Internet of Things (SIoT) enables heterogeneous devices to autonomously establish social relationships in intelligent environments. Existing relationship recommendation approaches, however, rely predominantly on structural interaction analysis and trust propagation, providing limited support for contextual interpretation and compatibility assessment. This work presents VISOOnto, a semantic-enhanced approach that integrates ontology-based inference, Digital Twins, Organizational Network Analysis (ONA), and graph-based interaction analysis to support context-aware relationship recommendation in SIoT environments. Extending the VISO ecosystem, VISOOnto employs OWL reasoning and SWRL rules to derive compatibility evidence from contextual conditions, device capabilities, operational constraints, trust attributes, and organizational roles, allowing semantic knowledge to actively influence recommendation decisions. VISOOnto was evaluated in a real smart office environment composed of heterogeneous devices operating under continuous interaction conditions. Comparative experiments against VISO demonstrated improvements of 25.3% in Semantic Recommendation Precision and 22.9% in Contextual Consistency Rate, with statistically significant gains in recommendation quality and contextual compatibility. The results demonstrate that semantic inference modifies recommendation outcomes beyond what can be achieved through structural interaction analysis alone. By transforming ontologies from passive knowledge representations into active decision mechanisms, VISOOnto advances adaptive and context-aware relationship management in heterogeneous SIoT environments.
Keywords:
Social Internet of Things, Digital Twins, Semantic Web, Ontologies, Relationship Recommendation
References
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Michele Ruta, Floriano Scioscia, Giuseppe Loseto, Agnese Pinto, Corrado Fasciano, Giovanna Capurso, and Eugenio Di Sciascio. 2024. Internet of Conscious Things: Ontology-Based Social Capabilities for Smart Objects. Future Internet 16, 9 (2024), 327–351. DOI: 10.3390/fi16090327
Marius Becherer, Omar Khadeer Hussain, Yu Zhang, Frank den Hartog, and Elizabeth Chang. 2024. On Trust Recommendations in the Social Internet of Things – A Survey. ACM Comput. Surv. 56, 6, Article 160 (March 2024), 35 pages. DOI: 10.1145/3645100
L.S. Camargo, J.F. Pauletti, A.M. Pernas, and A. Yamin. 2024. VISO approach: A socialization proposal for the Internet of Things objects. Future Generation Computer Systems 150 (2024), 326–340. DOI: 10.1016/j.future.2023.09.009
Leandro Camargo, Ana Marilza Pernas, and Adenauer Yamin. 2022. A Conceptual Model for Autonomic Relationships in the Social Internet of Things. In Proceedings of the Brazilian Symposium on Multimedia and the Web (Curitiba, Brazil) (WebMedia ’22). Association for Computing Machinery, New York, NY, USA, 305–313. DOI: 10.1145/3539637.3557928
Yunliang Chen, Yuqi Li, Xiaohui Huang, Yuewei Wang, Guishui Zhu, Geyong Min, and Jianxin Li. 2025. An Explainable Recommendation Method for Artificial Intelligence of Things Based on Reinforcement Learning With Knowledge Graph Inference. IEEE Transactions on Consumer Electronics 71, 1 (2025), 1980–1991. DOI: 10.1109/TCE.2024.3521435
Aidan Fuller, Zhong Fan, Charles Day, and Chris Barlow. 2020. Digital Twin: Enabling Technologies, Challenges and Open Research. IEEE Access 8 (2020), 108952–108971. DOI: 10.1109/ACCESS.2020.2998358
Irshad Khalil, Adnan Khalil, Inam Ullah, Yuning Tao, Ijaz Khan, Shahzad Ashraf, and Waleed M Ismael. 2024. Social Internet of Things (SIoT): recent trends and its applications. Future Communication Systems Using Artificial Intelligence, Internet of Things and Data Science 1, 1 (2024), 159–192. DOI: 10.1201/9781032648309
Nasrullah Khan, Ghulam Muhammad, and Xiao-Yuan Jing. 2025. Smart Internet of Everything Model for Knowledge-Graph-Based Reliable Recommendation. IEEE Internet of Things Journal 12, 20 (2025), 43855–43868. DOI: 10.1109/JIOT.2025.3599082
Wazir Zada Khan, Sajjad Hakak, and Muhammad Khurram Khan. 2021. Trust Management in Social Internet of Things: Architectures, Recent Advancements, and Future Challenges. IEEE Internet of Things Journal 8, 10 (2021), 7768–7788. DOI: 10.1109/JIOT.2020.3026823
Amar Khelloufi, Abdelkader Khelil, Abdenacer Naouri, Abdelkarim Ben Sada, Huansheng Ning, Nyothiri Aung, and Sahraoui Dhelim. 2024. A Hybrid Feature and Trust-Aggregation Recommender System in the Social Internet of Things. IEEE Access 12 (2024), 126460–126477. DOI: 10.1109/ACCESS.2024.3411887
Amar Khelloufi, Huansheng Ning, Guan Mingxiang, Muhammad Sadiq, and Sahraoui Dhelim. 2026. A Context-Aware Service Recommendation System for the Social Internet of Things. IEEE Journal of Selected Areas in Sensors 3 (2026), 139–151. DOI: 10.1109/JSAS.2026.3666177
Amar Khelloufi, Huansheng Ning, Guan Mingxiang, Muhammad Sadiq, and Sahraoui Dhelim. 2026. A Context-Aware Service Recommendation System for the Social Internet of Things. IEEE Journal of Selected Areas in Sensors 3 (2026), 139–151. DOI: 10.1109/JSAS.2026.3666177
Ana Mijuskovic et al. 2021. Semantic-Based Interoperability in Internet of Things Systems: A Systematic Review. Internet of Things 15 (2021), 100430. DOI: 10.1016/j.iot.2021.100430
José Pauletti, Leandro Camargo, Ana Pernas, and Adenauer Yamin. 2026. OntoVISO - Modelo Semântico para Gestão de Relacionamentos na SIoT. In Anais do XVIII Simpósio Brasileiro de Computação Ubíqua e Pervasiva (Gramado/RS). SBC, Porto Alegre, RS, Brasil, 303–315. DOI: 10.5753/sbcup.2026.23333
José Pauletti, Ana Pernas, Leandro Camargo, and Adenauer Yamin. 2024. Aplicação de Ontologias para Representação de Conhecimento em Ambientes da SIoT - uma Revisão de Literatura. In Anais da XIX Escola Regional de Banco de Dados (Farroupilha/RS). SBC, Porto Alegre, RS, Brasil, 41–50. DOI: 10.5753/erbd.2024.238866
M. S. Roopa and Siddarama Pattar. 2019. Social Internet of Things (SIoT): Foundations, Thrust Areas, Systematic Review and Future Directions. Computer Communications 139 (2019), 32–57. DOI: 10.1016/j.comcom.2019.03.009
Michele Ruta, Floriano Scioscia, Giuseppe Loseto, Agnese Pinto, Corrado Fasciano, Giovanna Capurso, and Eugenio Di Sciascio. 2024. Internet of Conscious Things: Ontology-Based Social Capabilities for Smart Objects. Future Internet 16, 9 (2024), 327–351. DOI: 10.3390/fi16090327
Published
2026-10-27
How to Cite
CAMARGO, Leandro; BRAGA, Paulo; SILVA, Felipe O.; PERNAS, Ana Marilza; YAMIN, Adenauer.
VISOOnto: Semantic and Context-Aware Socialization of Objects in the Social Internet of Things based on Digital Twins. In: BRAZILIAN SYMPOSIUM ON MULTIMEDIA AND THE WEB (WEBMEDIA), 32. , 2026, Lavras/MG.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2026
.
p. 507-515.
DOI: https://doi.org/10.5753/webmedia.2026.30167.
