Abstract
Wireless Sensor Networks (WSN) applications are envisioned in various smart environments such as smart homes, smart cities, e-health, etc. Similarly, in future smart homes, an extensive sensor deployment would be required to control various home resident activities. However, deploying many sensors and operate them continuously requires a high amount of electrical energy. Therefore, in this paper, we presented a solution to prolong the sensors' battery life by assigning the pre-detected slots to the sensors using Bayesian Network (BN). Among the rest of the Idle Sensors (IS), a Watch Sensor (WS) is selected to detect the upcoming activities and activate the rest of the closely related sensors to the WS. The similarities between IS sensors are modeled using the Earth Mover's Distance (EMD) approach. Finally, an extensive set of simulations is performed in a smart home scenario to test the proposed scheme's performance. The simulation results show that the proposed approach significantly enhances the sensors' battery lifetime by scheduling the sensors' operational time to detect smart home resident activities.
| Original language | English |
|---|---|
| Title of host publication | 3rd International Conference on Artificial Intelligence in Information and Communication, ICAIIC 2021 |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 18-20 |
| Number of pages | 3 |
| ISBN (Electronic) | 9781728176383 |
| DOIs | |
| State | Published - 13 Apr 2021 |
| Event | 3rd International Conference on Artificial Intelligence in Information and Communication, ICAIIC 2021 - Jeju Island, Korea, Republic of Duration: 13 Apr 2021 → 16 Apr 2021 |
Publication series
| Name | 3rd International Conference on Artificial Intelligence in Information and Communication, ICAIIC 2021 |
|---|
Conference
| Conference | 3rd International Conference on Artificial Intelligence in Information and Communication, ICAIIC 2021 |
|---|---|
| Country/Territory | Korea, Republic of |
| City | Jeju Island |
| Period | 13/04/21 → 16/04/21 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 11 Sustainable Cities and Communities
Keywords
- Bayesian Networks
- Earth Mover's Distance
- Sensor Duty Cycling
- Smart Homes
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