# Research on Asymmetric Hysteresis Modeling and Compensation of Piezoelectric Actuators with PMPI Model

> Research article (Micromachines, 2020) · cited 16× · AI/ML

**Wikidata**: [openalex:W3013691560](https://www.wikidata.org/wiki/openalex:W3013691560)  
**Source**: https://4ort.xyz/entity/research-on-asymmetric-hysteresis-modeling-and-compensation-of-piezoelectric-actuators-with-pmpi-model
