Abstract
This article presents a novel nonlinear adaptive proportional–integral (PI)-like tracking control approach designed for a class of uncertain nonlinear systems. The proposed method offers several key advantages: 1) it maintains a simple PI structure while incorporating nonlinear elements; 2) unlike traditional PI control, which typically employs fixed PI gains and is susceptible to integration saturation, this approach utilizes self-tuning PI gains to effectively eliminate saturation issues, thereby addressing the long-standing windup problem; and 3)it skillfully manages both the transient behavior and steady-state accuracy of the tracking error through a new prescribed performance function that is independent of initial conditions. This ensures that, for any unknown bounded initial tracking errors, the proposed PI-like control can uniformly confine the tracking error to a specified boundary (accuracy) within a predetermined time rather than over an infinite duration. The effectiveness and advantages of this method are validated through simulation results.
| Original language | English |
|---|---|
| Pages (from-to) | 2294-2302 |
| Number of pages | 9 |
| Journal | IEEE Transactions on Cybernetics |
| Volume | 56 |
| Issue number | 4 |
| Early online date | 12 Dec 2025 |
| DOIs | |
| Publication status | Published - Apr 2026 |
Bibliographical note
Publisher Copyright:© 2013 IEEE.
Funding
This work was supported in part by the National Key Research and Development Program of China under Grant 2022YFB4701400/4701401, in part by the Fundamental Research Funds for the Central Universities under Grant 2024CDJYXTD-007, in part by the Natural Science Foundation of Chongqing under Grant CSTB2023NSCQ-LZX0026, and in part by the National Natural Science Foundation of China under Grant W2411061.
Keywords
- Multiple-input multiple-output (MIMO) nonlinear systems
- nonlinear adaptive proportional–integral (PI) control
- prescribed time
- tracking control
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