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A System Identification Approach to Motion Model Based on Full-Scale Ship Maneuvering Data.
Yanfei Tian1, Wuliu Tian1, Ke Zhang2
1Maritime College, Beibu Gulf University, Qinzhou 535011, China.
This study introduces a novel nonlinear integrating ship motion model using system identification (SI) principles. The model accurately estimates ship maneuvering motion parameters via batch least-squares, validated by experimental data.
Area of Science:
- Naval Architecture and Marine Engineering
- System Identification
- Control Theory
Background:
- Accurate ship motion modeling is crucial for safe and efficient maritime operations.
- Traditional models often struggle with the complex nonlinear dynamics of full-scale ship maneuvering.
- System identification (SI) offers a data-driven approach to model complex systems.
Purpose of the Study:
- To develop and validate a nonlinear integrating ship motion model for full-scale vessels.
- To apply system identification principles for robust parameter estimation.
- To assess the model's accuracy and applicability in real-world scenarios.
Main Methods:
- Collection of maneuvering data from full-scale ship experiments.
- Development of a nonlinear integrating ship motion model with 21 parameters.
- Parameter estimation using a batch least-squares (BLS) algorithm based on an error criterion.
Main Results:
- Successful identification and establishment of a 21-parameter nonlinear integrating ship motion model.
- Accurate estimation of model parameters using the BLS method.
- Validation of the model's feasibility and accuracy through a case study comparing simulated and trial trajectories.
Conclusions:
- The proposed system identification approach is effective for modeling ship maneuvering motion.
- The developed nonlinear integrating model provides a reliable tool for predicting ship dynamics.
- This methodology enhances the understanding and control of full-scale ship movements.
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