Abstract
Several software tools are available in the literature for the design and embedded implementation of linear model predictive control (MPC), both in its implicit and explicit (either exact or approximate) forms. Most of them generate C code for easy implementation on a microcontroller, and the others can convert the C code into hardware description language code for implementation on a field programmable gate array (FPGA). However, a unified tool allowing one to generate efficient embedded MPC for an FPGA, starting from the definition of the plant and its constraints, was still missing. The MOBY-DIC2 toolbox described in this brief bridges this gap. To illustrate its functionalities, the tool is exploited to embed the controller and observer for a real buck power converter in an FPGA. This implementation achieves a latency of about 30μ s with the implicit controller and 240 ns with the approximate explicit controller.
Original language | English |
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Article number | 10071712 |
Pages (from-to) | 2871-2878 |
Number of pages | 8 |
Journal | IEEE Transactions on Control Systems Technology |
Volume | 31 |
Issue number | 6 |
DOIs | |
Publication status | Published - Nov 2023 |
Keywords
- Codes
- Computational modeling
- Embedded model predictive control (MPC)
- field programmable gate array (FPGA)
- Field programmable gate arrays
- hardware–software co-design
- Mathematical models
- Matlab
- Microcontrollers
- Observers
- hardware-software co-design
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Co-Design of a Controller and Its Digital Implementation: The MOBY-DIC2 Toolbox for Embedded Model Predictive Control
Ravera, A. (Creator), Oliveri, A. (Creator), Lodi, M. (Creator), Bemporad, A. (Creator), Heemels, W. P. M. H. (Contributor), Kerrigan, E. C. (Creator) & Storace, M. (Creator), Code Ocean, 22 Mar 2023
DOI: 10.24433/co.9533320.v1, https://codeocean.com/capsule/1518041/tree/v1
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