State and Force Estimation on a Rotating Helicopter Blade through a Kalman-Based Approach
Roberta Cumbo1,2, Tommaso Tamarozzi1,2, Pavel Jiranek1
1Siemens Digital Industries Software, Interleuvenlaan 68, 3001 Leuven, Belgium.
Sensors (Basel, Switzerland)
|August 1, 2020
Summary
This study uses Kalman filtering to accurately estimate helicopter rotor loads with minimal sensors. This method enhances prediction of aerodynamic loads and component dynamics, aiding in failure prevention.
Area of Science:
- Aerospace Engineering
- Computational Fluid Dynamics
- Vibrations and Acoustics
Background:
- Vibratory loads on helicopter main rotors stem from blade-fluid interactions in non-axial flow.
- Predicting aerodynamic loads and component dynamics is crucial for preventing rotorcraft failures.
- Existing methods often require extensive sensor data or high-fidelity models for accuracy.
Purpose of the Study:
- To apply the Kalman filtering technique for accurate rotor load estimation in helicopters.
- To demonstrate the filter's ability to work with a minimal sensor set.
- To compensate for uncertainties in low-fidelity models using sensor and model error accounting.
Main Methods:
- Kalman filtering technique applied to rotor load estimation.
- Utilized a coupled multibody-aerodynamic model.
- Investigated two distinct sources of uncertainty in the model.
Main Results:
- Accurate state reconstruction achieved with a limited sensor layout.
- Efficient estimation of aerodynamic loads on rotating blades.
- Demonstrated the Kalman filter's effectiveness in handling model and sensor uncertainties.
Conclusions:
- Kalman filtering provides an efficient method for helicopter rotor load and state estimation.
- The technique allows for accurate predictions even with limited sensor data and low-fidelity models.
- This approach offers a viable strategy for enhancing rotorcraft safety and performance prediction.
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