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Wavelet-Based Identification for Spinning Projectile with Gasodynamic Control Aerodynamic Coefficients Determination
Piotr Lichota1, Mariusz Jacewicz1, Robert Głębocki1
1Institute of Aeronautics and Applied Mechanics, Warsaw University of Technology, 00-665 Warsaw, Poland.
This study identifies aerodynamic coefficients for spinning projectiles using gasodynamic engines. Wavelet domain analysis proved more accurate than time domain analysis, especially with noisy data.
Area of Science:
- Aerospace Engineering
- Control Systems
- Signal Processing
Background:
- Spinning projectiles with gasodynamic engines require accurate aerodynamic modeling for effective control.
- System identification techniques are crucial for determining missile dynamics.
- Passive identification methods are desirable as they do not require special experimental setups.
Purpose of the Study:
- To identify the aerodynamic coefficients of a spinning projectile controlled by gasodynamic engines.
- To compare the effectiveness of wavelet domain versus time domain analysis for aerodynamic coefficient identification.
- To evaluate the performance of these methods under both noise-free and noisy conditions.
Main Methods:
- A missile model was developed based on Newton's laws of motion.
- Aerodynamic coefficients were identified using the maximum likelihood principle.
- Analysis was conducted in both the wavelet and time domains.
- Identification was performed in passive mode without dedicated system identification experiments.
Main Results:
- In noise-free conditions, both wavelet and time domain methods provided highly accurate aerodynamic coefficient estimates.
- When noise was present, wavelet-based estimates showed a slight accuracy decrease but remained very accurate.
- Time domain estimates exhibited significant inaccuracy in the presence of noise.
Conclusions:
- Wavelet domain analysis offers a robust and accurate method for identifying aerodynamic coefficients of spinning projectiles, even with noisy sensor data.
- Passive system identification in the wavelet domain is a viable approach for missile control systems.
- The wavelet-based approach demonstrates superior performance compared to traditional time domain methods when dealing with real-world, noisy data.
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