Klappentext

Home Digital Twins explores how digital twin technologies can serve as a bridge between the real home and the virtual home. It explains how IoT devices, wearable sensors, artificial intelligence (AI), and machine learning (ML) can aid in the diagnosis, prediction, and prevention of abnormal/critical/extreme problems in real home environments, while also showing how digital twin computing can support the management of home energy consumption to optimize everyday living. The book also considers the security and ethical implications of introducing digital twin technology in the home to ensure the technology benefit the lives of the home's inhabitants.

The introduction of sensor networks into the home environment allows automation into the home, utilizing internet of things (IoT) devices to program, for example, door opening, room luminosity, room temperature, and humidity. Digital Twin technology extends the capabilities of the smart home, collecting and analyzing data from the Activities of Daily Living (ADLs) and applying Human Activity Recognition (HAR) algorithms to provide adaptive services, including minimizing power consumption, improving healthcare, and enhancing overall well-being. However, there are many challenges when applying these algorithms to the smart home due to the variability and sparsity of sensor data, which can lead to a mismatch between the real home and the digital home.

Inhalt

1. Introduction to Digital Twin
2. Smart Homes: Current Development and Real-World Examples
3. Introduction to Home Digital Twin
4. Introduction to Smart Wireless Sensor Networks (Wireless Rechargeable Sensor Networks)
5. Standards and Protocols of Internet of Things Sensors
6. Smart Sensor Networks in the Activities of Daily Living
7. Wearable/Wireless Body Sensor Network for Monitoring Activities of Daily Living
8. Integration of Sensor/Network and Domestic Appliances for Monitoring of Activities of Daily Living
9. Artificial Intelligence, Internet of Things, and Machine Learning for Home Sensor Network
10. Wireless/Acoustic Sensor Networks for Monitoring Activities of Daily Living
11. Wireless/Passive IR Sensor Networks for Monitoring Activities of Daily Living
12. Wireless/Inertial Sensor Networks for Monitoring Activities of Daily Living
13. Algorithm and Simulation for Home Digital Twin
14. Cloud/Fog/Edge Computing for Home Digital Twin
15. Quantum Computing for Home Digital Twin
16. Virtual Smart Home: From User Interface/User Experience Designs to Their Interaction and Integration
17. Security Risks, Privacy Challenges, and Mitigation Strategies in Home Digital Twins
18. Ethical and Legal Implications of Home Digital Twins
19. Future Perspectives