Please use this identifier to cite or link to this item: https://hdl.handle.net/11499/10186
Title: A field-programmable gate array implementation of a real-time nonlinear Runge-Kutta model predictive control
Authors: İplikçi, Serdar.
Bahtiyar, B.
Keywords: embedded systems
field-programmable gate arrays
model predictive control
Nonlinear model based control
optimal control
Continuous time systems
Electromagnetic propulsion
Embedded systems
Field programmable gate arrays (FPGA)
Logic gates
Model predictive control
Nonlinear control systems
Nonlinear systems
Predictive control systems
Reconfigurable hardware
Runge Kutta methods
Signal receivers
Discrete-time model
Electromagnetic levitation system
Field-programmable gate array implementations
Nonlinear continuous-time systems
Nonlinear model predictive control
Optimal controls
Small time constants
Discrete time control systems
Publisher: SAGE Publications Ltd
Abstract: This paper presents the very first field-programmable gate array (FPGA) implementation of the Runge-Kutta model predictive control (RKMPC) mechanism to the real-time experimental electromagnetic levitation system, which is an unstable nonlinear continuous-time system with a very small time constant. In the control mechanism, the so called Runge-Kutta model of the nonlinear system is employed as an approximate discrete-time model of the system and used in the model predictive control loop for prediction and derivative calculation purposes. Experimental results have shown the effectiveness of the proposed implementation under different control conditions. Moreover, the RKMPC has been compared to a conventional nonlinear model predictive control (NMPC) method to show the advantages of the RKMPC over the NMPC. © The Author(s) 2015.
URI: https://hdl.handle.net/11499/10186
https://doi.org/10.1177/0142331215589805
ISSN: 0142-3312
Appears in Collections:Denizli Teknik Bilimler Meslek Yüksekokulu Koleksiyonu
Mühendislik Fakültesi Koleksiyonu
Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection
WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection

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