Article ID: | iaor201528848 |
Volume: | 36 |
Issue: | 5 |
Start Page Number: | 705 |
End Page Number: | 727 |
Publication Date: | Sep 2015 |
Journal: | Optimal Control Applications and Methods |
Authors: | Kufoalor D K M, Aaker V, Johansen T A, Imsland L, Eikrem G O |
Keywords: | optimization |
An embedded model predictive controller (eMPC) based on the linear MPC module in Statoil Estimation and Prediction Tool for Identification and Control has been developed, and it is intended to facilitate the MPC application on embedded hardware. The control design approach illustrates a viable way of migrating from an industrial PC‐based MPC technology to an embedded platform. This work also provides the transformations and the real‐time considerations necessary to achieve a functional high‐performance predictive controller on a low‐cost embedded hardware, with limited computational resources. The eMPC was implemented for rapid prototyping on the Ethernut 5 open‐source hardware, and its performance was tested for a simulated process. The concept was tested using a real MPC application developed for a prototype of a new industrial process that requires an advanced embedded multivariable, constraint handling control solution. The results confirm the viability of the embedded MPC design approach.