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Building Topic-Driven Virtual IoTs in a Multiple IoTs Scenario
Paolo Lo Giudice1,2, Antonino Nocera3, Domenico Ursino4
1Deloitte, Via Tortona, 25, 20144 Milano MI, Italy.
Sensors (Basel, Switzerland)
|July 7, 2019
Summary
This study introduces profiles for Internet of Things (IoT) devices and proposes methods for building virtual IoT communities based on shared topics. It addresses the challenge of organizing intelligent IoT interactions in multi-device environments.
Area of Science:
- Computer Science
- Artificial Intelligence
- Network Engineering
Background:
- The Internet of Things (IoT) is evolving, with devices exhibiting complex behaviors akin to social network users.
- This sophistication necessitates new models for interaction and community formation within IoT ecosystems.
- Existing frameworks struggle to manage the emergent social dynamics of intelligent, interconnected devices.
Purpose of the Study:
- To conceptualize and define 'profiles of things' for intelligent IoT devices.
- To introduce the framework of 'topic-guided virtual IoT' for community construction.
- To present methodologies for creating these virtual communities in complex Multi-IoT settings.
Main Methods:
- Development of a novel 'profile of a thing' concept.
- Introduction of a 'topic-guided virtual IoT' model.
- Illustration of supervised and unsupervised approaches for virtual IoT construction.
Main Results:
- Demonstration of a structured approach to defining device characteristics and behaviors.
- Establishment of a method for organizing IoT devices into topic-based virtual communities.
- Validation of both supervised and unsupervised algorithms for building these communities.
Conclusions:
- The proposed 'profile of a thing' enables a more nuanced understanding of IoT device interactions.
- Topic-guided virtual IoT communities offer a scalable solution for managing complex Multi-IoT environments.
- The presented approaches provide practical methods for realizing emergent social structures in IoT.
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