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Sensor Fusion and State Estimation of IoT Enabled Wind Energy Conversion System.
Md Noor-A-Rahim1,2, M O Khyam3, Xinde Li4
1School of Computer Science and IT, University College Cork, T12 K8AF Cork, Ireland. m.rahim@cs.ucc.ie.
Sensors (Basel, Switzerland)
|April 4, 2019
Summary
This study introduces an IoT framework for reliable wind turbine communication using repeat-accumulate coding. The proposed system enhances wind turbine state prediction and outperforms traditional methods.
Area of Science:
- Engineering
- Computer Science
- Renewable Energy Systems
Background:
- Renewable energy, particularly wind power, is increasingly critical.
- Wind turbines require reliable sensor data transmission for monitoring and maintenance.
- Existing wireless communication methods face challenges in industrial IoT environments.
Purpose of the Study:
- To propose an Internet of Things (IoT) based communication framework for reliable data transfer from wind turbines.
- To enhance the integration and utilization of data from multiple sensors on wind turbines.
- To improve the accuracy of wind turbine state prediction and monitoring.
Main Methods:
- Development of an IoT communication framework utilizing repeat-accumulate coded communication.
- Implementation of a sensor fusion algorithm to integrate multi-sensor observations.
- Consideration of unpredictable wireless channel characteristics in the communication design.
Main Results:
- The proposed scheme accurately predicts the operational state of wind turbines.
- The system demonstrates superior performance compared to traditional estimation schemes.
- Repeat-accumulate coding significantly enhances communication reliability.
Conclusions:
- The developed IoT framework ensures reliable wireless communication for wind farms.
- The fusion algorithm effectively leverages multi-sensor data for precise state estimation.
- This approach offers a robust solution for wind turbine monitoring and maintenance.
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