JOURNAL ARTICLE

Nonlinear adaptive inverse control

Abstract

Adaptive control is seen as a two part problem: 1) control of plant dynamics, and 2) control of plant disturbance. The method proposed here, based on inverse control, treats the two problems separately without compromise. The method applies to SISO and MIMO linear plants, and to nonlinear plants. An unknown linear plant will track an input command signal if the plant is driven by a controller whose transfer function approximates the inverse of the plant transfer function. An adaptive inverse identification process can be used to obtain a stable controller, even if the plant is nonminimum phase. A model-reference version of this idea allows system dynamics to closely approximate desired reference-model dynamics. No direct feedback is used, except that the plant output is monitored and utilized by an adaptive algorithm to adjust the parameters of the controller. Control of internal plant disturbance is accomplished with an adaptive disturbance canceller. This approach is optimal for linear plants, and works well with nonlinear plants.

Keywords:
Nonlinear system Inverse Computer science Control theory (sociology) Adaptive control Control (management) Mathematics Artificial intelligence Physics

Metrics

41
Cited By
4.46
FWCI (Field Weighted Citation Impact)
17
Refs
0.95
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Control Systems and Identification
Physical Sciences →  Engineering →  Control and Systems Engineering
Iterative Learning Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering

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