Identification of a non-linear hydraulic actuator considering rate saturation using particle swarm optimisation algorithm
| Autor: | Nemat Ollah Ghahramani, Iman Shafeenejhad, Pouria Sarhadi |
|---|---|
| Rok vydání: | 2013 |
| Předmět: |
Engineering
business.industry Applied Mathematics Linear model Particle swarm optimization Control engineering Transfer function Computer Science Applications law.invention Computer Science::Robotics Nonlinear system Hydraulic cylinder law Control theory Modeling and Simulation Autopilot Actuator Saturation (chemistry) business |
| Zdroj: | International Journal of Modelling, Identification and Control. 18:136 |
| ISSN: | 1746-6180 1746-6172 |
| DOI: | 10.1504/ijmic.2013.052329 |
| Popis: | In this paper, non-linear model of a hydraulic actuator considering amplitude and rate saturations is identified by an innovative method. Actuator model is taken into account with a first-order transfer function and non-linear functions of saturation with unknown parameters. Next, by defining objective function and invoking particle swarm optimisation (PSO) optimising method, unknown parameters of the non-linear model are estimated. As innovation of this work, the identified model has appropriately described the non-linear behaviour of the actuator and has higher fidelity compared to the conventional linear models. A comparison between non-linear simulation results using the new model and the experimental tests confirms the accuracy and effectiveness of the presented model. This model has large applications in autopilot design of practical flying systems, and it could also be used in simulation laboratory as a substitute for the costly real actuators. |
| Databáze: | OpenAIRE |
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