Reduction (mathematics)

Algorithm

Mathematical optimization

Mathematical analysis

Inverse problem

Artificial intelligence

Actuator

Inverse

Geometry

Superposition principle

Control (management)

Model order reduction

Applied mathematics

Mathematics

Computer science

Control theory (sociology)

Projection (relational algebra)

IEEE Transactions on Industrial Electronics

The classical Preisach model, which is built by the superposition of a great number of relay operators, is one of the most popular models to represent the hysteretic behaviors in various applications, such as the smart materials-based actuators. However, the construction of the inverse compensator for the classical Preisach model is very challenging for some reasons, first, the analytical inverse of the classical Preisach model is not available, and, second, due to a huge amount of the relay operators the implementation of the inverse compensator is troublesome and causes heavy computational burden. To overcome these drawbacks, a simplified discrete Preisach model is developed in this paper. The simplified model has an explicit expression with respect to the input of the model, thus it is simple to construct its inverse compensator using the inverse multiplicative structure approach. To reduce the computational effort in implementing the inverse compensator, the model-order reduction method is employed to reduce the complexity of the inverse compensator. Experimental tests are carried out to validate the effectiveness of the proposed approach.

Inverse Compensator for A Simplified Discrete Preisach Model Using Model-Order Reduction Approach