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Wireless Concrete Strength Monitoring of Wind Turbine Foundations
Marcus Perry1, Grzegorz Fusiek2, Pawel Niewczas3
1Department of Civil & Environmental Engineering, University of Strathclyde, Glasgow G1 1XJ, UK. m.perry@strath.ac.uk.
Monitoring wind turbine foundation concrete strength with wireless sensors and AI improves structural health assessment. This method offers a practical alternative to complex models for better design and maintenance decisions.
Area of Science:
- Civil Engineering
- Materials Science
- Structural Health Monitoring
Background:
- Wind turbine foundations cast in place mature under variable environmental conditions, leading to performance uncertainty.
- This uncertainty can result in over-designed foundations and inaccurate structural health prognoses.
Purpose of the Study:
- To demonstrate the field application of a dense, wireless thermocouple network for monitoring concrete strength development in wind turbine foundations.
- To provide a practical alternative to computational models for assessing foundation performance.
Main Methods:
- Utilized a dense, wireless thermocouple network to monitor temperature evolution in an onshore, reinforced-concrete wind turbine foundation over 29 days.
- Applied advanced fly ash concrete strength and maturity modeling to estimate strength distribution and evolution.
- Verified strength estimates using core samples.
- Employed an artificial neural network trained on temperature data to estimate distributed concrete strengths from sparse sensor data.
Main Results:
- Successfully monitored the strength development of a wind turbine foundation in real-time.
- Accurately estimated concrete strength distribution and evolution using temperature data and modeling.
- Demonstrated that artificial neural networks can estimate distributed strengths from sparse thermocouple data.
Conclusions:
- The developed techniques offer a practical and effective method for monitoring wind turbine foundation concrete strength.
- This approach can assist site operators in making informed decisions regarding foundation design, construction, operation, and maintenance.
- The study highlights the potential of wireless sensor networks and AI in structural health monitoring of critical infrastructure.
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