The convergence analysis of P-type iterative learning control with initial state error for some fractional system
Xianghu Liu1,2, Yanfang Li2
1Department of Mathematics, Guizhou University, Huaxi Road, Guiyang, China.
This study examines iterative learning control for fractional equations with initial errors. It establishes convergence conditions for P-type controllers, offering insights into fractional calculus control systems.
Area of Science:
- Control Theory
- Fractional Calculus
- Applied Mathematics
Background:
- Iterative learning control (ILC) is crucial for repetitive tasks.
- Fractional equations present unique challenges in control system analysis.
- Initial state errors can significantly impact system convergence.
Purpose of the Study:
- To investigate the convergence of iterative learning control for fractional equations with initial state errors.
- To introduce and analyze the concept of mild solutions in this context.
- To derive sufficient conditions for the convergence of P-type ILC.
Main Methods:
- Utilizing Laplace transforms to analyze the fractional dynamics.
- Employing the Mittag-Leffler (M-L) function to define and analyze mild solutions.
- Developing theoretical frameworks to establish convergence criteria for open and closed-loop P-type ILC.
Main Results:
- The concept of mild solutions for the studied fractional equation is established.
- Sufficient conditions for the convergence of both open-loop and closed-loop P-type iterative learning controllers are derived.
- The theoretical findings are validated through illustrative examples.
Conclusions:
- The paper provides a rigorous analysis of iterative learning control for fractional systems with initial errors.
- The derived convergence conditions offer practical guidelines for designing effective P-type ILC systems.
- This work contributes to the advancement of control theory for fractional-order systems.
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